# Segment: Mid-market

# Finance AI Recommendation Index, run edition-2026-09

246 prompts, 12 models, 16,288 raw judge labels, 16,364 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 13,997 by alias or canonical name, 1547 by category-scoped alias, 164 from combined answers split into their products, 54 from combined answers counted once for their first product, 1 excluded by rule, 599 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 4 | 31 | 11% |
| GPT-5.4 mini | 8 | 33 | 20% |
| Gemini 3.5 Flash | 13 | 28 | 32% |
| Perplexity Sonar | 11 | 30 | 27% |
| Grok 4.1 Fast | 15 | 26 | 37% |
| Mistral Small | 5 | 36 | 12% |
| DeepSeek V4 Flash | 14 | 27 | 34% |
| Llama 4 Maverick | 3 | 35 | 8% |
| Qwen 3.7 Flash | 10 | 31 | 24% |
| Kimi K2 | 8 | 33 | 20% |
| GLM 4.7 FlashX | 7 | 34 | 17% |
| MiniMax M2.5 | 1 | 40 | 2% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 12 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| account-reconciliation | FloQast | 33% | 49 | contested |
| accounting-software | Sage Intacct | 40% | 48 | contested |
| accounts-payable-automation | Stampli | 19% | 43 | contested |
| accounts-receivable-automation | Zoho Books | 15% | 48 | contested |
| ai-accounting-assistants | Sage Intacct | 25% | 44 | contested |
| b2b-credit-management | Tesorio | 16% | 50 | contested |
| b2b-payment-acceptance | Versapay | 17% | 46 | contested |
| board-and-investor-reporting | OnBoard | 25% | 44 | contested |
| business-banking | Mercury | 20% | 40 | contested |
| business-bill-pay | BILL | 35% | 43 | contested |
| cap-table-management | Carta | 44% | 59 | clear leader |
| cash-application | HighRadius | 16% | 44 | contested |
| cash-flow-forecasting | Agicap | 18% | 49 | contested |
| contractor-payments | Deel | 27% | 44 | contested |
| corporate-cards | Ramp | 69% | 42 | clear leader |
| corporate-performance-management | Planful | 29% | 42 | contested |
| corporate-tax-provision | Thomson Reuters ONESOURCE Tax Provision | 36% | 42 | contested |
| corporate-travel-management | Navan | 51% | 45 | clear leader |
| cross-border-payments-and-fx | Wise Business | 35% | 46 | contested |
| entity-management | Athennian | 18% | 38 | contested |
| erp-systems | Oracle NetSuite | 38% | 47 | contested |
| esg-and-carbon-reporting | Sweep | 25% | 52 | contested |
| expense-management | Ramp | 34% | 47 | contested |
| financial-close-management | FloQast | 60% | 42 | clear leader |
| financial-consolidation | Sage Intacct | 19% | 43 | contested |
| financial-modeling-and-scenario-planning | Datarails | 19% | 47 | contested |
| financial-reporting-and-dashboards | Sage Intacct | 27% | 48 | contested |
| fixed-asset-accounting | Sage Fixed Assets | 29% | 45 | contested |
| fpa-platforms | Vena | 15% | 48 | contested |
| global-e-invoicing-compliance | Avalara E-Invoicing | 28% | 47 | contested |
| internal-controls-and-sox | FloQast | 18% | 45 | contested |
| invoicing-software | Wave | 19% | 43 | contested |
| lease-accounting | FinQuery | 36% | 50 | contested |
| procure-to-pay | Procurify | 45% | 47 | clear leader |
| revenue-recognition | Sage Intacct Revenue Recognition | 15% | 47 | contested |
| saas-metrics-and-analytics | ChartMogul | 45% | 42 | clear leader |
| sales-tax-automation | Avalara AvaTax | 40% | 42 | clear leader |
| spend-management-platforms | Ramp | 49% | 47 | clear leader |
| strategic-sourcing | Precoro | 17% | 47 | contested |
| supplier-management | Procurify | 26% | 47 | contested |
| treasury-management-systems | Trovata | 18% | 44 | contested |

**account-reconciliation**: FloQast 33%, Numeric 14%, QuickBooks Online 10%, Trintech Adra 10%, Zoho Books 6%

**accounting-software**: Sage Intacct 40%, Wave 21%, Oracle NetSuite 15%, Microsoft Dynamics 365 Business Central 8%, Zoho Books 8%

**accounts-payable-automation**: BILL Accounts Payable 19%, Melio 19%, Stampli 19%, Ramp 16%, AvidXchange 12%

**accounts-receivable-automation**: Zoho Books 15%, Billtrust 12%, Versapay 12%, HighRadius 10%, Quadient AR 10%

**ai-accounting-assistants**: Sage Intacct 25%, Zoho Books 18%, Ramp Accounting Agent 9%, Numeric 7%, Vic.ai 7%

**b2b-credit-management**: Tesorio 16%, Gaviti 14%, Chaser 10%, Bectran 6%, Creditsafe 6%

**b2b-payment-acceptance**: Helcim 17%, Versapay 17%, EBizCharge 15%, Billtrust 9%, Melio 9%

**board-and-investor-reporting**: OnBoard 25%, Boardable 14%, Carta 9%, Visible 9%, BoardPro 7%

**business-banking**: Bluevine 20%, Mercury 20%, Chase Business Banking 12%, Rho 12%, Brex 8%

**business-bill-pay**: BILL 35%, Melio 26%, HighRadius 9%, Ramp 7%, Tipalti 7%

**cap-table-management**: Carta 44%, Qapita 14%, Eqvista 12%, Pulley 8%, Cake Equity 7%

**cash-application**: HighRadius 16%, QuickBooks Payments 11%, Versapay 11%, Upflow 9%, Esker 7%

**cash-flow-forecasting**: Agicap 18%, QuickBooks Cash Flow Planner 10%, Tesorio 10%, Chaser 8%, Fluidly 6%

**contractor-payments**: Deel 27%, Square Payroll 14%, Rippling 7%, Tipalti 7%, Trolley 7%

**corporate-cards**: Ramp 69%, BILL Spend & Expense 12%, Airbase 5%, Brex 5%, American Express Corporate Card 2%

**corporate-performance-management**: Planful 29%, Prophix 12%, Vena 12%, Workday Adaptive Planning 12%, Cube 5%

**corporate-tax-provision**: Thomson Reuters ONESOURCE Tax Provision 36%, Bloomberg Tax Provision 10%, Avalara 7%, Exactera Tax Provision 7%, Longview Tax 7%

**corporate-travel-management**: Navan 51%, TravelPerk 22%, Booking.com for Business 9%, Engine 4%, Ramp 4%

**cross-border-payments-and-fx**: Wise Business 35%, Airwallex 33%, Corpay Cross-Border Payments 7%, Ebury 4%, Kantox 4%

**entity-management**: Athennian 18%, Commenda 16%, EntityKeeper 16%, ContractZen 13%, Filejet 8%

**erp-systems**: Oracle NetSuite 38%, Odoo 19%, Microsoft Dynamics 365 Business Central 15%, ERPNext 11%, Sage Intacct 11%

**esg-and-carbon-reporting**: Sweep 25%, Greenly 13%, Novisto 10%, Plan A 10%, Coolset 8%

**expense-management**: Ramp 34%, Zoho Expense 17%, Spendesk 11%, BILL Spend & Expense 9%, Rippling Spend 9%

**financial-close-management**: FloQast 60%, Numeric 19%, BlackLine 5%, PivotXL 5%, Prophix 5%

**financial-consolidation**: Joiin 19%, Prophix 19%, Sage Intacct 19%, Planful 16%, Oracle NetSuite 5%

**financial-modeling-and-scenario-planning**: Datarails 19%, Google Sheets 13%, Cube 11%, Microsoft Excel 11%, Vena 6%

**financial-reporting-and-dashboards**: Sage Intacct 27%, Fathom 12%, Wave 12%, Zoho Books 8%, Vena 6%

**fixed-asset-accounting**: Sage Fixed Assets 29%, Sage Intacct 11%, AssetTiger 9%, Fixed Asset Pro 9%, AssetAccountant 7%

**fpa-platforms**: Clockwork 15%, Pigment 15%, Vena 15%, Fathom 10%, Planful 10%

**global-e-invoicing-compliance**: Avalara E-Invoicing 28%, Invoicemonk 19%, Commenda 9%, Sovos Compliance Network 9%, Pagero 6%

**internal-controls-and-sox**: AuditBoard 18%, FloQast 18%, Complies.ai 11%, Mitti 9%, Diligent One Platform 4%

**invoicing-software**: Wave 19%, BILL 14%, Invoiced 14%, Zoho Invoice 14%, QuickBooks 12%

**lease-accounting**: FinQuery 36%, iLeasePro 12%, EZLease 10%, Visual Lease 10%, iLeaseXpress 8%

**procure-to-pay**: Procurify 45%, Ramp 17%, Precoro 6%, Tradogram 6%, APSentra 4%

**revenue-recognition**: Maxio 15%, Sage Intacct Revenue Recognition 15%, LedgerUp 13%, Flowrev 6%, QuickBooks Online 6%

**saas-metrics-and-analytics**: ChartMogul 45%, ProfitWell Metrics 17%, Looker Studio 14%, Databox 10%, Baremetrics 2%

**sales-tax-automation**: Avalara AvaTax 40%, TaxCloud 29%, Taxwire 19%, Anrok 7%, Numeral 2%

**spend-management-platforms**: Ramp 49%, Airbase 26%, BILL Spend & Expense 15%, Spendesk 9%, Fraxion 2%

**strategic-sourcing**: Precoro 17%, Tradogram 15%, GEP SMART 11%, oboloo 11%, Workday Strategic Sourcing 9%

**supplier-management**: Procurify 26%, Precoro 23%, Gatekeeper 6%, Tradogram 6%, oboloo 6%

**treasury-management-systems**: Trovata 18%, Agicap 11%, 3Gtms 9%, Kyriba 9%, Centime 7%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **account-reconciliation**: BlackLine (8 models, 2 hard; 17 of 39 labels negative), FloQast (4 models; 4 of 44 labels negative), Microsoft Excel (3 models, 2 hard; 3 of 3 labels negative), Automation Anywhere (2 models, 1 hard; 2 of 2 labels negative)
- **accounting-software**: QuickBooks Online (9 models, 4 hard; 16 of 35 labels negative), QuickBooks (6 models, 1 hard; 6 of 14 labels negative), Wave (5 models, 2 hard; 5 of 27 labels negative), Oracle NetSuite (5 models, 1 hard; 6 of 40 labels negative)
- **accounts-payable-automation**: BILL Accounts Payable (8 models, 2 hard; 12 of 52 labels negative), AvidXchange (6 models, 4 hard; 6 of 38 labels negative), Tipalti (4 models, 2 hard; 5 of 44 labels negative), Ramp (4 models, 1 hard; 4 of 42 labels negative)
- **accounts-receivable-automation**: HighRadius (9 models, 6 hard; 15 of 44 labels negative), BILL Accounts Receivable (5 models, 2 hard; 8 of 23 labels negative), Quadient AR (5 models, 2 hard; 5 of 25 labels negative), Billtrust (4 models, 1 hard; 4 of 30 labels negative)
- **ai-accounting-assistants**: ChatGPT (8 models, 7 hard; 11 of 12 labels negative), Claude (8 models, 5 hard; 10 of 10 labels negative), Gemini (5 models, 4 hard; 5 of 5 labels negative), QuickBooks Online (5 models; 8 of 36 labels negative)
- **b2b-credit-management**: HighRadius Credit Cloud (6 models, 1 hard; 12 of 31 labels negative), Esker (4 models, 2 hard; 4 of 16 labels negative), Credit Sesame (3 models, 1 hard; 3 of 3 labels negative), Bectran (3 models; 3 of 19 labels negative)
- **b2b-payment-acceptance**: Stripe (6 models; 7 of 41 labels negative), PayPal (5 models, 1 hard; 6 of 15 labels negative), BlueSnap (4 models, 3 hard; 4 of 4 labels negative), BILL Accounts Receivable (4 models, 2 hard; 5 of 30 labels negative)
- **board-and-investor-reporting**: Diligent Boards (9 models, 3 hard; 17 of 35 labels negative), Nasdaq Boardvantage (7 models, 2 hard; 10 of 27 labels negative), BoardEffect (5 models, 1 hard; 6 of 20 labels negative), OnBoard (5 models; 6 of 37 labels negative)
- **business-banking**: Wells Fargo (7 models, 6 hard; 9 of 19 labels negative), Citibank (6 models, 4 hard; 6 of 11 labels negative), Bank of America (6 models, 2 hard; 6 of 27 labels negative), Chase Business Banking (5 models, 2 hard; 6 of 42 labels negative)
- **business-bill-pay**: Doxo (9 models, 9 hard; 9 of 19 labels negative), BILL (8 models, 5 hard; 14 of 51 labels negative), Prism (4 models, 2 hard; 4 of 11 labels negative), Zelle (3 models, 2 hard; 3 of 3 labels negative)
- **cap-table-management**: Carta (11 models, 3 hard; 14 of 65 labels negative), Pulley (9 models, 12 hard; 17 of 56 labels negative), Shareworks (4 models, 3 hard; 7 of 26 labels negative), Spreadsheets (3 models, 3 hard; 3 of 3 labels negative)
- **cash-application**: HighRadius (11 models, 3 hard; 18 of 45 labels negative), Billtrust (8 models, 3 hard; 12 of 35 labels negative), Esker (5 models, 2 hard; 6 of 22 labels negative), BlackLine Cash Application (4 models; 5 of 20 labels negative)
- **cash-flow-forecasting**: Microsoft Excel (5 models, 4 hard; 5 of 6 labels negative), Float (5 models, 1 hard; 6 of 27 labels negative), Kyriba (4 models, 1 hard; 5 of 23 labels negative), Excel/Google Sheets (3 models, 3 hard; 3 of 3 labels negative)
- **contractor-payments**: Venmo (6 models, 7 hard; 7 of 7 labels negative), Payoneer Workforce Management (5 models, 4 hard; 5 of 15 labels negative), PayPal MassPay (5 models, 3 hard; 6 of 7 labels negative), Wise Business (5 models, 1 hard; 7 of 23 labels negative)
- **corporate-cards**: Brex (6 models, 1 hard; 9 of 43 labels negative), Bank of America (3 models, 2 hard; 3 of 4 labels negative), American Express Corporate Card (3 models, 1 hard; 5 of 27 labels negative), Ramp (3 models; 3 of 55 labels negative)
- **corporate-performance-management**: Anaplan (10 models, 4 hard; 23 of 41 labels negative), Oracle Fusion Cloud EPM (10 models, 3 hard; 17 of 34 labels negative), OneStream (8 models, 1 hard; 9 of 29 labels negative), Workday Adaptive Planning (7 models, 1 hard; 11 of 41 labels negative)
- **corporate-tax-provision**: Excel (7 models, 6 hard; 7 of 8 labels negative), Thomson Reuters ONESOURCE Tax Provision (6 models, 2 hard; 8 of 52 labels negative), CSC Corptax (5 models, 3 hard; 8 of 24 labels negative), Longview Tax (5 models, 2 hard; 5 of 28 labels negative)
- **corporate-travel-management**: SAP Concur (10 models, 2 hard; 19 of 39 labels negative), Navan (9 models, 3 hard; 10 of 56 labels negative), Booking.com for Business (7 models, 4 hard; 7 of 17 labels negative), TravelPerk (5 models, 1 hard; 5 of 49 labels negative)
- **cross-border-payments-and-fx**: PayPal (7 models, 3 hard; 10 of 16 labels negative), Payoneer (5 models; 5 of 29 labels negative), Wise Business (5 models; 6 of 54 labels negative), MoneyGram (2 models, 1 hard; 2 of 5 labels negative)
- **entity-management**: Diligent Entities (7 models, 3 hard; 16 of 43 labels negative), CSC Entity Management (5 models, 3 hard; 9 of 23 labels negative), Athennian (4 models, 2 hard; 6 of 39 labels negative), Microsoft Excel (3 models, 3 hard; 3 of 3 labels negative)
- **erp-systems**: SAP S/4HANA (8 models, 1 hard; 13 of 35 labels negative), Epicor Kinetic (5 models, 2 hard; 5 of 18 labels negative), SAP ECC (4 models, 3 hard; 4 of 5 labels negative), Oracle (4 models; 4 of 6 labels negative)
- **esg-and-carbon-reporting**: IBM Envizi (7 models, 3 hard; 9 of 25 labels negative), Workiva (5 models, 4 hard; 10 of 35 labels negative), Salesforce Net Zero Cloud (5 models, 1 hard; 6 of 11 labels negative), Watershed (3 models; 3 of 18 labels negative)
- **expense-management**: SAP Concur (7 models, 2 hard; 13 of 40 labels negative), Expensify (7 models; 8 of 50 labels negative), BILL Spend & Expense (4 models, 1 hard; 4 of 28 labels negative), Emburse (3 models, 2 hard; 3 of 16 labels negative)
- **financial-close-management**: BlackLine (12 models, 9 hard; 28 of 50 labels negative), Workiva (7 models, 4 hard; 9 of 22 labels negative), OneStream (5 models, 2 hard; 5 of 20 labels negative), FloQast (4 models, 2 hard; 6 of 54 labels negative)
- **financial-consolidation**: OneStream (7 models, 4 hard; 14 of 36 labels negative), Oracle Fusion Cloud EPM (4 models, 3 hard; 6 of 13 labels negative), Oracle NetSuite (4 models, 3 hard; 4 of 15 labels negative), CCH Tagetik (4 models, 2 hard; 4 of 14 labels negative)
- **financial-modeling-and-scenario-planning**: Anaplan (4 models, 2 hard; 9 of 19 labels negative), Workday Adaptive Planning (3 models, 2 hard; 6 of 17 labels negative), Vena (3 models, 1 hard; 4 of 26 labels negative), Microsoft Excel (3 models; 3 of 14 labels negative)
- **financial-reporting-and-dashboards**: Microsoft Excel (5 models, 3 hard; 5 of 5 labels negative), Looker Studio (5 models, 1 hard; 5 of 14 labels negative), Microsoft Power BI (5 models; 6 of 26 labels negative), IBM Cognos Analytics (4 models, 3 hard; 4 of 7 labels negative)
- **fixed-asset-accounting**: Sage Fixed Assets (6 models, 1 hard; 10 of 49 labels negative), Excel (4 models, 4 hard; 4 of 4 labels negative), Spreadsheets (4 models, 4 hard; 4 of 4 labels negative), QuickBooks (4 models; 4 of 6 labels negative)
- **fpa-platforms**: Anaplan (10 models, 8 hard; 23 of 38 labels negative), Vena (6 models, 4 hard; 7 of 45 labels negative), Workday Adaptive Planning (6 models, 4 hard; 11 of 39 labels negative), Pigment (5 models, 2 hard; 6 of 38 labels negative)
- **global-e-invoicing-compliance**: Basware (5 models, 1 hard; 5 of 25 labels negative), Wave (5 models, 1 hard; 5 of 7 labels negative), TaxJar (4 models; 4 of 8 labels negative), Invoiced (3 models, 2 hard; 3 of 3 labels negative)
- **internal-controls-and-sox**: ServiceNow Integrated Risk Management (4 models, 2 hard; 7 of 15 labels negative), Archer (4 models, 1 hard; 4 of 15 labels negative), MetricStream (4 models, 1 hard; 6 of 20 labels negative), Workiva (4 models, 1 hard; 4 of 33 labels negative)
- **invoicing-software**: FreshBooks (8 models; 9 of 30 labels negative), Invoicely (7 models, 6 hard; 7 of 7 labels negative), QuickBooks (7 models; 9 of 40 labels negative), Wave (5 models, 2 hard; 8 of 35 labels negative)
- **lease-accounting**: Microsoft Excel (6 models, 6 hard; 7 of 7 labels negative), Spreadsheets (4 models, 3 hard; 4 of 4 labels negative), FinQuery (3 models; 4 of 48 labels negative), CoStar Real Estate Manager (2 models, 2 hard; 2 of 7 labels negative)
- **procure-to-pay**: SAP Ariba (9 models, 10 hard; 19 of 37 labels negative), Coupa (9 models, 6 hard; 18 of 38 labels negative), Alibaba (4 models, 1 hard; 4 of 4 labels negative), Oracle Fusion Cloud Procurement (4 models, 1 hard; 4 of 11 labels negative)
- **revenue-recognition**: QuickBooks Online (6 models, 5 hard; 7 of 17 labels negative), Zuora Revenue (5 models, 3 hard; 11 of 34 labels negative), Oracle NetSuite (5 models, 1 hard; 7 of 10 labels negative), Xero (4 models, 3 hard; 4 of 8 labels negative)
- **saas-metrics-and-analytics**: Baremetrics (7 models; 9 of 41 labels negative), Google Analytics (6 models, 3 hard; 6 of 6 labels negative), Amplitude (6 models, 1 hard; 6 of 21 labels negative), Mixpanel (5 models, 1 hard; 5 of 27 labels negative)
- **sales-tax-automation**: TaxJar (7 models, 2 hard; 13 of 48 labels negative), Avalara AvaTax (6 models, 1 hard; 7 of 50 labels negative), Vertex (3 models; 3 of 35 labels negative), Numeral (2 models, 2 hard; 2 of 10 labels negative)
- **spend-management-platforms**: BILL Spend & Expense (7 models, 2 hard; 8 of 49 labels negative), Rippling Spend (6 models, 2 hard; 7 of 18 labels negative), Coupa (5 models, 1 hard; 7 of 21 labels negative), Brex (5 models; 5 of 39 labels negative)
- **strategic-sourcing**: SAP Ariba (8 models, 6 hard; 19 of 30 labels negative), Coupa (6 models, 3 hard; 14 of 33 labels negative), HireEZ (3 models, 1 hard; 3 of 11 labels negative), Jaggaer (3 models, 1 hard; 5 of 18 labels negative)
- **supplier-management**: Coupa (8 models, 7 hard; 24 of 46 labels negative), SAP Ariba (7 models, 7 hard; 25 of 40 labels negative), Oracle Fusion Cloud Procurement (5 models; 5 of 9 labels negative), Jaggaer (4 models, 1 hard; 4 of 18 labels negative)
- **treasury-management-systems**: Kyriba (9 models, 4 hard; 15 of 43 labels negative), SAP Treasury and Risk Management (7 models, 2 hard; 12 of 26 labels negative), GTreasury (4 models, 1 hard; 4 of 29 labels negative), Blue Yonder (3 models, 3 hard; 3 of 5 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| account-reconciliation | FloQast | 33% | 9% | 44 | endorsed leader |
| account-reconciliation | Numeric | 14% | 0% | 28 | accepted challenger |
| account-reconciliation | Trintech Adra | 10% | 5% | 22 | accepted challenger |
| account-reconciliation | QuickBooks Online | 10% | 13% | 15 | accepted challenger |
| account-reconciliation | Zoho Books | 6% | 0% | 10 | accepted challenger |
| account-reconciliation | HighRadius | 4% | 4% | 23 | accepted challenger |
| account-reconciliation | Xero | 4% | 17% | 12 | accepted challenger |
| account-reconciliation | Prophix One | 2% | 0% | 13 | accepted challenger |
| account-reconciliation | ReconArt | 0% | 0% | 15 | accepted challenger |
| account-reconciliation | Trintech | 0% | 14% | 14 | accepted challenger |
| account-reconciliation | BlackLine | 0% | 44% | 39 | criticized challenger |
| accounting-software | Sage Intacct | 40% | 3% | 36 | endorsed leader |
| accounting-software | Wave | 21% | 19% | 27 | accepted challenger |
| accounting-software | Oracle NetSuite | 15% | 15% | 40 | accepted challenger |
| accounting-software | Microsoft Dynamics 365 Business Central | 8% | 6% | 18 | accepted challenger |
| accounting-software | Zoho Books | 8% | 11% | 27 | accepted challenger |
| accounting-software | Acumatica | 0% | 0% | 16 | accepted challenger |
| accounting-software | FreshBooks | 0% | 8% | 24 | accepted challenger |
| accounting-software | Xero | 0% | 19% | 43 | accepted challenger |
| accounting-software | QuickBooks | 0% | 43% | 14 | criticized challenger |
| accounting-software | QuickBooks Online | 0% | 46% | 35 | criticized challenger |
| accounts-payable-automation | Stampli | 19% | 0% | 37 | accepted challenger |
| accounts-payable-automation | Melio | 19% | 6% | 17 | accepted challenger |
| accounts-payable-automation | BILL Accounts Payable | 19% | 23% | 52 | accepted challenger |
| accounts-payable-automation | Ramp | 16% | 10% | 42 | accepted challenger |
| accounts-payable-automation | AvidXchange | 12% | 16% | 38 | accepted challenger |
| accounts-payable-automation | Tipalti | 7% | 11% | 44 | accepted challenger |
| accounts-payable-automation | Medius | 5% | 0% | 16 | accepted challenger |
| accounts-payable-automation | Coupa | 0% | 8% | 13 | accepted challenger |
| accounts-payable-automation | Airbase | 0% | 18% | 11 | accepted challenger |
| accounts-receivable-automation | Versapay | 12% | 7% | 28 | accepted challenger |
| accounts-receivable-automation | Billtrust | 12% | 13% | 30 | accepted challenger |
| accounts-receivable-automation | Quadient AR | 10% | 20% | 25 | accepted challenger |
| accounts-receivable-automation | HighRadius | 10% | 34% | 44 | criticized challenger |
| accounts-receivable-automation | Upflow | 6% | 0% | 17 | accepted challenger |
| accounts-receivable-automation | Chaser | 4% | 6% | 18 | accepted challenger |
| accounts-receivable-automation | Tesorio | 2% | 4% | 24 | accepted challenger |
| accounts-receivable-automation | BILL Accounts Receivable | 0% | 35% | 23 | criticized challenger |
| ai-accounting-assistants | Sage Intacct | 25% | 0% | 17 | accepted challenger |
| ai-accounting-assistants | Zoho Books | 18% | 0% | 13 | accepted challenger |
| ai-accounting-assistants | Ramp Accounting Agent | 9% | 6% | 16 | accepted challenger |
| ai-accounting-assistants | Numeric | 7% | 0% | 17 | accepted challenger |
| ai-accounting-assistants | Vic.ai | 7% | 6% | 34 | accepted challenger |
| ai-accounting-assistants | Xero | 7% | 7% | 30 | accepted challenger |
| ai-accounting-assistants | Docyt | 2% | 0% | 11 | accepted challenger |
| ai-accounting-assistants | FreshBooks | 2% | 0% | 14 | accepted challenger |
| ai-accounting-assistants | BILL | 2% | 10% | 10 | accepted challenger |
| ai-accounting-assistants | FloQast | 0% | 0% | 14 | accepted challenger |
| ai-accounting-assistants | QuickBooks Online | 0% | 22% | 36 | accepted challenger |
| ai-accounting-assistants | Zeni | 0% | 33% | 12 | criticized challenger |
| ai-accounting-assistants | ChatGPT | 0% | 92% | 12 | criticized challenger |
| ai-accounting-assistants | Claude | 0% | 100% | 10 | criticized challenger |
| b2b-credit-management | Tesorio | 16% | 0% | 20 | accepted challenger |
| b2b-credit-management | Gaviti | 14% | 0% | 18 | accepted challenger |
| b2b-credit-management | Chaser | 10% | 10% | 20 | accepted challenger |
| b2b-credit-management | Nuvo | 6% | 0% | 23 | accepted challenger |
| b2b-credit-management | Creditsafe | 6% | 6% | 18 | accepted challenger |
| b2b-credit-management | Bectran | 6% | 16% | 19 | accepted challenger |
| b2b-credit-management | HighRadius Credit Cloud | 6% | 39% | 31 | criticized challenger |
| b2b-credit-management | Merclex | 4% | 0% | 10 | accepted challenger |
| b2b-credit-management | Quadient AR | 2% | 0% | 10 | accepted challenger |
| b2b-credit-management | Paidnice | 2% | 0% | 12 | accepted challenger |
| b2b-credit-management | Experian Business Credit Reports | 2% | 14% | 14 | accepted challenger |
| b2b-credit-management | Esker | 2% | 25% | 16 | criticized challenger |
| b2b-credit-management | Billtrust | 0% | 0% | 13 | accepted challenger |
| b2b-payment-acceptance | Versapay | 17% | 0% | 16 | accepted challenger |
| b2b-payment-acceptance | Helcim | 17% | 0% | 20 | accepted challenger |
| b2b-payment-acceptance | EBizCharge | 15% | 0% | 12 | accepted challenger |
| b2b-payment-acceptance | Billtrust | 9% | 0% | 13 | accepted challenger |
| b2b-payment-acceptance | Melio | 9% | 22% | 18 | accepted challenger |
| b2b-payment-acceptance | Stripe | 7% | 17% | 41 | accepted challenger |
| b2b-payment-acceptance | HighRadius | 4% | 12% | 16 | accepted challenger |
| b2b-payment-acceptance | BILL Accounts Receivable | 4% | 17% | 30 | accepted challenger |
| b2b-payment-acceptance | Tipalti | 0% | 0% | 14 | accepted challenger |
| b2b-payment-acceptance | Wise Business | 0% | 0% | 14 | accepted challenger |
| b2b-payment-acceptance | Adyen | 0% | 6% | 18 | accepted challenger |
| b2b-payment-acceptance | Airwallex | 0% | 18% | 11 | accepted challenger |
| b2b-payment-acceptance | PayPal | 0% | 40% | 15 | criticized challenger |
| board-and-investor-reporting | OnBoard | 25% | 16% | 37 | accepted challenger |
| board-and-investor-reporting | Boardable | 14% | 4% | 25 | accepted challenger |
| board-and-investor-reporting | BoardPro | 7% | 0% | 22 | accepted challenger |
| board-and-investor-reporting | Nasdaq Boardvantage | 5% | 37% | 27 | criticized challenger |
| board-and-investor-reporting | Datarails | 2% | 0% | 12 | accepted challenger |
| board-and-investor-reporting | Diligent Boards | 2% | 49% | 35 | criticized challenger |
| board-and-investor-reporting | Cube | 0% | 0% | 11 | accepted challenger |
| board-and-investor-reporting | AppDeck Board Portal | 0% | 0% | 17 | accepted challenger |
| board-and-investor-reporting | Planful | 0% | 0% | 12 | accepted challenger |
| board-and-investor-reporting | Board Intelligence | 0% | 8% | 13 | accepted challenger |
| board-and-investor-reporting | Govenda | 0% | 8% | 12 | accepted challenger |
| board-and-investor-reporting | Azeus Convene | 0% | 9% | 11 | accepted challenger |
| board-and-investor-reporting | BoardEffect | 0% | 30% | 20 | criticized challenger |
| business-banking | Mercury | 20% | 7% | 43 | accepted challenger |
| business-banking | Bluevine | 20% | 9% | 34 | accepted challenger |
| business-banking | Rho | 12% | 0% | 12 | accepted challenger |
| business-banking | Chase Business Banking | 12% | 14% | 42 | accepted challenger |
| business-banking | Brex | 8% | 8% | 24 | accepted challenger |
| business-banking | Novo | 5% | 5% | 19 | accepted challenger |
| business-banking | Axos Bank | 2% | 0% | 10 | accepted challenger |
| business-banking | U.S. Bank | 2% | 6% | 16 | accepted challenger |
| business-banking | Bank of America | 2% | 22% | 27 | accepted challenger |
| business-banking | Airwallex | 0% | 0% | 12 | accepted challenger |
| business-banking | Relay | 0% | 14% | 29 | accepted challenger |
| business-banking | Wells Fargo | 0% | 47% | 19 | criticized challenger |
| business-banking | Citibank | 0% | 55% | 11 | criticized challenger |
| business-bill-pay | BILL | 35% | 27% | 51 | criticized default |
| business-bill-pay | Melio | 26% | 11% | 27 | accepted challenger |
| business-bill-pay | Ramp | 7% | 3% | 30 | accepted challenger |
| business-bill-pay | Tipalti | 7% | 4% | 26 | accepted challenger |
| business-bill-pay | Stampli | 5% | 0% | 16 | accepted challenger |
| business-bill-pay | AvidXchange | 2% | 0% | 25 | accepted challenger |
| business-bill-pay | Bank Bill Pay | 2% | 6% | 17 | accepted challenger |
| business-bill-pay | Quicken Bill Manager | 0% | 10% | 10 | accepted challenger |
| business-bill-pay | Papaya | 0% | 30% | 10 | criticized challenger |
| business-bill-pay | Prism | 0% | 36% | 11 | criticized challenger |
| business-bill-pay | Doxo | 0% | 47% | 19 | criticized challenger |
| cap-table-management | Carta | 44% | 22% | 65 | endorsed leader |
| cap-table-management | Qapita | 14% | 4% | 26 | accepted challenger |
| cap-table-management | Eqvista | 12% | 0% | 35 | accepted challenger |
| cap-table-management | Pulley | 8% | 30% | 56 | criticized challenger |
| cap-table-management | Cake Equity | 7% | 0% | 38 | accepted challenger |
| cap-table-management | Ledgy | 3% | 6% | 36 | accepted challenger |
| cap-table-management | Shareworks | 3% | 27% | 26 | criticized challenger |
| cap-table-management | Fidelity Private Shares | 2% | 0% | 14 | accepted challenger |
| cash-application | HighRadius | 16% | 40% | 45 | criticized challenger |
| cash-application | Versapay | 11% | 11% | 28 | accepted challenger |
| cash-application | Upflow | 9% | 0% | 13 | accepted challenger |
| cash-application | Lunos | 7% | 0% | 11 | accepted challenger |
| cash-application | Esker | 7% | 27% | 22 | criticized challenger |
| cash-application | Quadient Accounts Receivable | 5% | 0% | 11 | accepted challenger |
| cash-application | Gaviti | 2% | 15% | 13 | accepted challenger |
| cash-application | Serrala | 0% | 17% | 12 | accepted challenger |
| cash-application | BlackLine Cash Application | 0% | 25% | 20 | criticized challenger |
| cash-application | Billtrust | 0% | 34% | 35 | criticized challenger |
| cash-flow-forecasting | Agicap | 18% | 4% | 24 | accepted challenger |
| cash-flow-forecasting | Tesorio | 10% | 5% | 22 | accepted challenger |
| cash-flow-forecasting | QuickBooks Cash Flow Planner | 10% | 20% | 10 | accepted challenger |
| cash-flow-forecasting | Chaser | 8% | 0% | 13 | accepted challenger |
| cash-flow-forecasting | Cube | 4% | 0% | 24 | accepted challenger |
| cash-flow-forecasting | Abacum | 4% | 6% | 17 | accepted challenger |
| cash-flow-forecasting | Float | 4% | 22% | 27 | accepted challenger |
| cash-flow-forecasting | Cash Flow Frog | 2% | 0% | 18 | accepted challenger |
| cash-flow-forecasting | GTreasury | 2% | 9% | 11 | accepted challenger |
| cash-flow-forecasting | Trovata | 2% | 13% | 15 | accepted challenger |
| cash-flow-forecasting | Fathom | 2% | 20% | 10 | accepted challenger |
| cash-flow-forecasting | Kyriba | 2% | 22% | 23 | accepted challenger |
| cash-flow-forecasting | Workday Adaptive Planning | 0% | 9% | 11 | accepted challenger |
| cash-flow-forecasting | HighRadius | 0% | 12% | 16 | accepted challenger |
| cash-flow-forecasting | Anaplan | 0% | 20% | 15 | accepted challenger |
| contractor-payments | Deel | 27% | 4% | 49 | accepted challenger |
| contractor-payments | Square Payroll | 14% | 0% | 12 | accepted challenger |
| contractor-payments | Trolley | 7% | 0% | 12 | accepted challenger |
| contractor-payments | Tipalti | 7% | 4% | 24 | accepted challenger |
| contractor-payments | Rippling | 7% | 11% | 27 | accepted challenger |
| contractor-payments | Routable | 5% | 0% | 11 | accepted challenger |
| contractor-payments | Remote | 5% | 0% | 28 | accepted challenger |
| contractor-payments | Gusto | 5% | 11% | 37 | accepted challenger |
| contractor-payments | Worksuite | 2% | 0% | 17 | accepted challenger |
| contractor-payments | Papaya Global | 2% | 5% | 19 | accepted challenger |
| contractor-payments | BILL | 2% | 20% | 15 | accepted challenger |
| contractor-payments | Wingspan | 0% | 0% | 17 | accepted challenger |
| contractor-payments | Wise Business | 0% | 30% | 23 | criticized challenger |
| contractor-payments | Payoneer Workforce Management | 0% | 33% | 15 | criticized challenger |
| corporate-cards | Ramp | 69% | 5% | 55 | endorsed leader |
| corporate-cards | BILL Spend & Expense | 12% | 3% | 38 | accepted challenger |
| corporate-cards | Airbase | 5% | 0% | 19 | accepted challenger |
| corporate-cards | Brex | 5% | 21% | 43 | accepted challenger |
| corporate-cards | Rippling Spend | 2% | 0% | 16 | accepted challenger |
| corporate-cards | American Express Corporate Card | 2% | 19% | 27 | accepted challenger |
| corporate-cards | Airwallex | 0% | 0% | 17 | accepted challenger |
| corporate-cards | Rho | 0% | 0% | 10 | accepted challenger |
| corporate-performance-management | Planful | 29% | 12% | 40 | accepted challenger |
| corporate-performance-management | Vena | 12% | 8% | 37 | accepted challenger |
| corporate-performance-management | Prophix | 12% | 9% | 23 | accepted challenger |
| corporate-performance-management | Workday Adaptive Planning | 12% | 27% | 41 | criticized challenger |
| corporate-performance-management | Cube | 5% | 0% | 14 | accepted challenger |
| corporate-performance-management | Pigment | 5% | 5% | 21 | accepted challenger |
| corporate-performance-management | Jedox | 2% | 7% | 15 | accepted challenger |
| corporate-performance-management | Anaplan | 2% | 56% | 41 | criticized challenger |
| corporate-performance-management | Drivetrain | 0% | 0% | 16 | accepted challenger |
| corporate-performance-management | SAP Analytics Cloud | 0% | 27% | 11 | criticized challenger |
| corporate-performance-management | OneStream | 0% | 31% | 29 | criticized challenger |
| corporate-performance-management | Oracle Fusion Cloud EPM | 0% | 50% | 34 | criticized challenger |
| corporate-tax-provision | Thomson Reuters ONESOURCE Tax Provision | 36% | 15% | 52 | endorsed leader |
| corporate-tax-provision | Bloomberg Tax Provision | 10% | 14% | 43 | accepted challenger |
| corporate-tax-provision | Longview Tax | 7% | 18% | 28 | accepted challenger |
| corporate-tax-provision | Avalara | 7% | 27% | 11 | criticized challenger |
| corporate-tax-provision | Vertex | 2% | 40% | 10 | criticized challenger |
| corporate-tax-provision | Sovos Tax Provision | 0% | 0% | 21 | accepted challenger |
| corporate-tax-provision | Workiva Tax and Provision | 0% | 8% | 12 | accepted challenger |
| corporate-tax-provision | CSC Corptax | 0% | 33% | 24 | criticized challenger |
| corporate-travel-management | Navan | 51% | 18% | 56 | endorsed leader |
| corporate-travel-management | TravelPerk | 22% | 10% | 49 | accepted challenger |
| corporate-travel-management | Booking.com for Business | 9% | 41% | 17 | criticized challenger |
| corporate-travel-management | Ramp | 4% | 7% | 30 | accepted challenger |
| corporate-travel-management | Spotnana | 0% | 10% | 10 | accepted challenger |
| corporate-travel-management | Brex | 0% | 11% | 18 | accepted challenger |
| corporate-travel-management | Amex GBT Egencia | 0% | 15% | 20 | accepted challenger |
| corporate-travel-management | American Express Global Business Travel | 0% | 36% | 11 | criticized challenger |
| corporate-travel-management | SAP Concur | 0% | 49% | 39 | criticized challenger |
| cross-border-payments-and-fx | Wise Business | 35% | 11% | 54 | endorsed leader |
| cross-border-payments-and-fx | Airwallex | 33% | 5% | 43 | endorsed leader |
| cross-border-payments-and-fx | Corpay Cross-Border Payments | 7% | 0% | 16 | accepted challenger |
| cross-border-payments-and-fx | OFX | 4% | 8% | 13 | accepted challenger |
| cross-border-payments-and-fx | Thunes | 2% | 0% | 13 | accepted challenger |
| cross-border-payments-and-fx | Tipalti | 2% | 0% | 13 | accepted challenger |
| cross-border-payments-and-fx | Stripe | 0% | 0% | 17 | accepted challenger |
| cross-border-payments-and-fx | Revolut Business | 0% | 7% | 14 | accepted challenger |
| cross-border-payments-and-fx | XE Business | 0% | 10% | 10 | accepted challenger |
| cross-border-payments-and-fx | Payoneer | 0% | 17% | 29 | accepted challenger |
| cross-border-payments-and-fx | PayPal | 0% | 62% | 16 | criticized challenger |
| entity-management | Athennian | 18% | 15% | 39 | accepted challenger |
| entity-management | EntityKeeper | 16% | 3% | 31 | accepted challenger |
| entity-management | Commenda | 16% | 6% | 16 | accepted challenger |
| entity-management | ContractZen | 13% | 0% | 12 | accepted challenger |
| entity-management | Filejet | 8% | 0% | 14 | accepted challenger |
| entity-management | Diligent Entities | 5% | 37% | 43 | criticized challenger |
| entity-management | MinuteBox | 3% | 0% | 13 | accepted challenger |
| entity-management | Corporify | 0% | 0% | 12 | accepted challenger |
| entity-management | CT Corporation Entity Management | 0% | 8% | 12 | accepted challenger |
| entity-management | Computershare GEMS | 0% | 30% | 10 | criticized challenger |
| entity-management | CSC Entity Management | 0% | 39% | 23 | criticized challenger |
| erp-systems | Oracle NetSuite | 38% | 4% | 49 | endorsed leader |
| erp-systems | Odoo | 19% | 10% | 30 | accepted challenger |
| erp-systems | Microsoft Dynamics 365 Business Central | 15% | 5% | 38 | accepted challenger |
| erp-systems | Sage Intacct | 11% | 3% | 34 | accepted challenger |
| erp-systems | ERPNext | 11% | 6% | 16 | accepted challenger |
| erp-systems | Microsoft Dynamics 365 | 2% | 0% | 16 | accepted challenger |
| erp-systems | Zoho One | 2% | 0% | 12 | accepted challenger |
| erp-systems | Acumatica | 2% | 9% | 45 | accepted challenger |
| erp-systems | Workday Financial Management | 0% | 0% | 12 | accepted challenger |
| erp-systems | Infor CloudSuite | 0% | 11% | 19 | accepted challenger |
| erp-systems | SAP Business One | 0% | 17% | 12 | accepted challenger |
| erp-systems | Epicor Kinetic | 0% | 28% | 18 | criticized challenger |
| erp-systems | Oracle Fusion Cloud ERP | 0% | 31% | 16 | criticized challenger |
| erp-systems | SAP S/4HANA | 0% | 37% | 35 | criticized challenger |
| esg-and-carbon-reporting | Sweep | 25% | 3% | 37 | accepted challenger |
| esg-and-carbon-reporting | Greenly | 13% | 8% | 26 | accepted challenger |
| esg-and-carbon-reporting | Plan A | 10% | 7% | 14 | accepted challenger |
| esg-and-carbon-reporting | Novisto | 10% | 7% | 27 | accepted challenger |
| esg-and-carbon-reporting | EcoOnline ESG | 8% | 0% | 12 | accepted challenger |
| esg-and-carbon-reporting | Coolset | 8% | 0% | 19 | accepted challenger |
| esg-and-carbon-reporting | Persefoni | 6% | 4% | 28 | accepted challenger |
| esg-and-carbon-reporting | Workiva | 4% | 29% | 35 | criticized challenger |
| esg-and-carbon-reporting | Diligent ESG | 0% | 9% | 11 | accepted challenger |
| esg-and-carbon-reporting | Normative | 0% | 10% | 10 | accepted challenger |
| esg-and-carbon-reporting | Pulsora | 0% | 10% | 10 | accepted challenger |
| esg-and-carbon-reporting | SAP Sustainability Control Tower | 0% | 17% | 12 | accepted challenger |
| esg-and-carbon-reporting | Watershed | 0% | 17% | 18 | accepted challenger |
| esg-and-carbon-reporting | IBM Envizi | 0% | 36% | 25 | criticized challenger |
| esg-and-carbon-reporting | Salesforce Net Zero Cloud | 0% | 55% | 11 | criticized challenger |
| expense-management | Ramp | 34% | 6% | 52 | endorsed leader |
| expense-management | Zoho Expense | 17% | 3% | 31 | accepted challenger |
| expense-management | Spendesk | 11% | 0% | 16 | accepted challenger |
| expense-management | Rippling Spend | 9% | 0% | 24 | accepted challenger |
| expense-management | BILL Spend & Expense | 9% | 14% | 28 | accepted challenger |
| expense-management | Navan | 4% | 0% | 29 | accepted challenger |
| expense-management | Expensify | 4% | 16% | 50 | accepted challenger |
| expense-management | Airbase | 2% | 0% | 10 | accepted challenger |
| expense-management | SAP Concur | 2% | 32% | 40 | criticized challenger |
| expense-management | Brex | 0% | 10% | 29 | accepted challenger |
| expense-management | Emburse | 0% | 19% | 16 | accepted challenger |
| financial-close-management | FloQast | 60% | 11% | 54 | endorsed leader |
| financial-close-management | Numeric | 19% | 2% | 42 | accepted challenger |
| financial-close-management | Prophix | 5% | 9% | 11 | accepted challenger |
| financial-close-management | BlackLine | 5% | 56% | 50 | criticized challenger |
| financial-close-management | Trintech Adra | 2% | 4% | 23 | accepted challenger |
| financial-close-management | Planful | 0% | 0% | 11 | accepted challenger |
| financial-close-management | Trintech | 0% | 14% | 14 | accepted challenger |
| financial-close-management | OneStream | 0% | 25% | 20 | criticized challenger |
| financial-close-management | Workiva | 0% | 41% | 22 | criticized challenger |
| financial-consolidation | Joiin | 19% | 0% | 15 | accepted challenger |
| financial-consolidation | Prophix | 19% | 3% | 30 | accepted challenger |
| financial-consolidation | Sage Intacct | 19% | 14% | 14 | accepted challenger |
| financial-consolidation | Planful | 16% | 7% | 28 | accepted challenger |
| financial-consolidation | Oracle NetSuite | 5% | 27% | 15 | criticized challenger |
| financial-consolidation | Fathom | 2% | 0% | 13 | accepted challenger |
| financial-consolidation | Vena | 2% | 4% | 25 | accepted challenger |
| financial-consolidation | BlackLine | 2% | 14% | 14 | accepted challenger |
| financial-consolidation | Datarails | 0% | 0% | 11 | accepted challenger |
| financial-consolidation | Anaplan | 0% | 27% | 11 | criticized challenger |
| financial-consolidation | CCH Tagetik | 0% | 29% | 14 | criticized challenger |
| financial-consolidation | OneStream | 0% | 39% | 36 | criticized challenger |
| financial-consolidation | Oracle Fusion Cloud EPM | 0% | 46% | 13 | criticized challenger |
| financial-modeling-and-scenario-planning | Datarails | 19% | 5% | 21 | accepted challenger |
| financial-modeling-and-scenario-planning | Google Sheets | 13% | 0% | 10 | accepted challenger |
| financial-modeling-and-scenario-planning | Cube | 11% | 0% | 18 | accepted challenger |
| financial-modeling-and-scenario-planning | Microsoft Excel | 11% | 21% | 14 | accepted challenger |
| financial-modeling-and-scenario-planning | Vena | 6% | 15% | 26 | accepted challenger |
| financial-modeling-and-scenario-planning | Planful | 4% | 11% | 18 | accepted challenger |
| financial-modeling-and-scenario-planning | Workday Adaptive Planning | 4% | 35% | 17 | criticized challenger |
| financial-modeling-and-scenario-planning | Anaplan | 0% | 47% | 19 | criticized challenger |
| financial-reporting-and-dashboards | Sage Intacct | 27% | 0% | 18 | accepted challenger |
| financial-reporting-and-dashboards | Fathom | 12% | 24% | 17 | accepted challenger |
| financial-reporting-and-dashboards | Vena | 6% | 6% | 18 | accepted challenger |
| financial-reporting-and-dashboards | Datarails | 4% | 0% | 11 | accepted challenger |
| financial-reporting-and-dashboards | Microsoft Power BI | 4% | 23% | 26 | accepted challenger |
| financial-reporting-and-dashboards | Oracle NetSuite | 2% | 0% | 11 | accepted challenger |
| financial-reporting-and-dashboards | Cube | 2% | 0% | 12 | accepted challenger |
| financial-reporting-and-dashboards | QuickBooks Online | 2% | 25% | 12 | criticized challenger |
| financial-reporting-and-dashboards | Domo | 0% | 10% | 10 | accepted challenger |
| financial-reporting-and-dashboards | Qlik Sense | 0% | 10% | 10 | accepted challenger |
| financial-reporting-and-dashboards | Xero | 0% | 18% | 11 | accepted challenger |
| financial-reporting-and-dashboards | Tableau | 0% | 21% | 19 | accepted challenger |
| financial-reporting-and-dashboards | Looker | 0% | 21% | 14 | accepted challenger |
| financial-reporting-and-dashboards | Metabase | 0% | 27% | 11 | criticized challenger |
| financial-reporting-and-dashboards | Looker Studio | 0% | 36% | 14 | criticized challenger |
| fixed-asset-accounting | Sage Fixed Assets | 29% | 20% | 49 | accepted challenger |
| fixed-asset-accounting | Sage Intacct | 11% | 10% | 10 | accepted challenger |
| fixed-asset-accounting | AssetTiger | 9% | 0% | 10 | accepted challenger |
| fixed-asset-accounting | Fixed Asset Pro | 9% | 13% | 15 | accepted challenger |
| fixed-asset-accounting | AssetAccountant | 7% | 0% | 10 | accepted challenger |
| fixed-asset-accounting | EZOfficeInventory | 4% | 6% | 17 | accepted challenger |
| fixed-asset-accounting | Asset Panda | 4% | 9% | 32 | accepted challenger |
| fixed-asset-accounting | NetSuite Fixed Assets Management | 0% | 6% | 17 | accepted challenger |
| fixed-asset-accounting | Thomson Reuters Fixed Assets CS | 0% | 9% | 11 | accepted challenger |
| fixed-asset-accounting | Bloomberg Tax Fixed Assets | 0% | 15% | 13 | accepted challenger |
| fixed-asset-accounting | IBM Maximo | 0% | 27% | 11 | criticized challenger |
| fpa-platforms | Clockwork | 15% | 0% | 13 | accepted challenger |
| fpa-platforms | Vena | 15% | 16% | 45 | accepted challenger |
| fpa-platforms | Pigment | 15% | 16% | 38 | accepted challenger |
| fpa-platforms | Fathom | 10% | 0% | 10 | accepted challenger |
| fpa-platforms | Planful | 10% | 11% | 36 | accepted challenger |
| fpa-platforms | Cube | 8% | 8% | 37 | accepted challenger |
| fpa-platforms | Prophix | 6% | 12% | 17 | accepted challenger |
| fpa-platforms | Datarails | 4% | 9% | 45 | accepted challenger |
| fpa-platforms | Aleph | 2% | 0% | 18 | accepted challenger |
| fpa-platforms | Centage | 2% | 6% | 17 | accepted challenger |
| fpa-platforms | Mosaic | 2% | 9% | 11 | accepted challenger |
| fpa-platforms | Jirav | 2% | 15% | 20 | accepted challenger |
| fpa-platforms | Workday Adaptive Planning | 2% | 28% | 39 | criticized challenger |
| fpa-platforms | LiveFlow | 0% | 10% | 10 | accepted challenger |
| fpa-platforms | OneStream | 0% | 31% | 13 | criticized challenger |
| fpa-platforms | Anaplan | 0% | 61% | 38 | criticized challenger |
| global-e-invoicing-compliance | Avalara E-Invoicing | 28% | 4% | 28 | accepted challenger |
| global-e-invoicing-compliance | Invoicemonk | 19% | 0% | 10 | accepted challenger |
| global-e-invoicing-compliance | Sovos Compliance Network | 9% | 9% | 33 | accepted challenger |
| global-e-invoicing-compliance | Pagero | 6% | 17% | 18 | accepted challenger |
| global-e-invoicing-compliance | Tipalti | 2% | 7% | 14 | accepted challenger |
| global-e-invoicing-compliance | Xero | 0% | 6% | 17 | accepted challenger |
| global-e-invoicing-compliance | Vertex | 0% | 17% | 12 | accepted challenger |
| global-e-invoicing-compliance | Basware | 0% | 20% | 25 | accepted challenger |
| global-e-invoicing-compliance | QuickBooks Online | 0% | 23% | 13 | accepted challenger |
| internal-controls-and-sox | FloQast | 18% | 0% | 14 | accepted challenger |
| internal-controls-and-sox | AuditBoard | 18% | 9% | 33 | accepted challenger |
| internal-controls-and-sox | Optro | 4% | 0% | 11 | accepted challenger |
| internal-controls-and-sox | Diligent One Platform | 4% | 5% | 20 | accepted challenger |
| internal-controls-and-sox | LogicGate Risk Cloud | 4% | 6% | 17 | accepted challenger |
| internal-controls-and-sox | Hyperproof | 4% | 12% | 16 | accepted challenger |
| internal-controls-and-sox | Onspring | 2% | 0% | 10 | accepted challenger |
| internal-controls-and-sox | Workiva | 2% | 12% | 33 | accepted challenger |
| internal-controls-and-sox | Vanta | 2% | 14% | 14 | accepted challenger |
| internal-controls-and-sox | Drata | 2% | 20% | 10 | accepted challenger |
| internal-controls-and-sox | Archer | 2% | 27% | 15 | criticized challenger |
| internal-controls-and-sox | MetricStream | 0% | 30% | 20 | criticized challenger |
| internal-controls-and-sox | ServiceNow Integrated Risk Management | 0% | 47% | 15 | criticized challenger |
| invoicing-software | Wave | 19% | 23% | 35 | accepted challenger |
| invoicing-software | BILL | 14% | 4% | 26 | accepted challenger |
| invoicing-software | Zoho Invoice | 14% | 8% | 38 | accepted challenger |
| invoicing-software | Invoiced | 14% | 20% | 15 | accepted challenger |
| invoicing-software | QuickBooks | 12% | 22% | 40 | accepted challenger |
| invoicing-software | Xero | 2% | 0% | 26 | accepted challenger |
| invoicing-software | Stripe Invoicing | 0% | 7% | 15 | accepted challenger |
| invoicing-software | Invoice Ninja | 0% | 15% | 13 | accepted challenger |
| invoicing-software | Square Invoices | 0% | 19% | 21 | accepted challenger |
| invoicing-software | FreshBooks | 0% | 30% | 30 | criticized challenger |
| lease-accounting | FinQuery | 36% | 8% | 48 | endorsed leader |
| lease-accounting | iLeasePro | 12% | 6% | 17 | accepted challenger |
| lease-accounting | EZLease | 10% | 3% | 29 | accepted challenger |
| lease-accounting | Visual Lease | 10% | 7% | 41 | accepted challenger |
| lease-accounting | SOFT4Lessee | 6% | 0% | 10 | accepted challenger |
| lease-accounting | Trullion | 4% | 8% | 24 | accepted challenger |
| lease-accounting | Crunchafi | 2% | 7% | 15 | accepted challenger |
| lease-accounting | NetLease | 0% | 0% | 17 | accepted challenger |
| lease-accounting | Occupier | 0% | 0% | 10 | accepted challenger |
| lease-accounting | DebtBook | 0% | 0% | 11 | accepted challenger |
| lease-accounting | MRI ProLease | 0% | 5% | 19 | accepted challenger |
| lease-accounting | Nakisa Lease Administration | 0% | 9% | 11 | accepted challenger |
| procure-to-pay | Procurify | 45% | 4% | 46 | endorsed leader |
| procure-to-pay | Ramp | 17% | 5% | 19 | accepted challenger |
| procure-to-pay | Tradogram | 6% | 0% | 18 | accepted challenger |
| procure-to-pay | Precoro | 6% | 5% | 40 | accepted challenger |
| procure-to-pay | ProcureDesk | 4% | 0% | 12 | accepted challenger |
| procure-to-pay | Tipalti | 2% | 8% | 12 | accepted challenger |
| procure-to-pay | Stampli | 2% | 10% | 10 | accepted challenger |
| procure-to-pay | Coupa | 2% | 47% | 38 | criticized challenger |
| procure-to-pay | GEP SMART | 0% | 7% | 14 | accepted challenger |
| procure-to-pay | Jaggaer | 0% | 14% | 14 | accepted challenger |
| procure-to-pay | Ivalua | 0% | 21% | 14 | accepted challenger |
| procure-to-pay | Oracle Fusion Cloud Procurement | 0% | 36% | 11 | criticized challenger |
| procure-to-pay | SAP Ariba | 0% | 51% | 37 | criticized challenger |
| revenue-recognition | Sage Intacct Revenue Recognition | 15% | 13% | 39 | accepted challenger |
| revenue-recognition | Maxio | 15% | 14% | 35 | accepted challenger |
| revenue-recognition | LedgerUp | 13% | 0% | 20 | accepted challenger |
| revenue-recognition | QuickBooks Online | 6% | 41% | 17 | criticized challenger |
| revenue-recognition | RightRev | 4% | 0% | 26 | accepted challenger |
| revenue-recognition | Ordway | 4% | 0% | 11 | accepted challenger |
| revenue-recognition | BillingPlatform | 2% | 0% | 12 | accepted challenger |
| revenue-recognition | NetSuite Advanced Revenue Management | 2% | 12% | 26 | accepted challenger |
| revenue-recognition | Zuora Revenue | 2% | 32% | 34 | criticized challenger |
| revenue-recognition | Zenskar | 0% | 0% | 13 | accepted challenger |
| revenue-recognition | Chargebee RevRec | 0% | 13% | 23 | accepted challenger |
| revenue-recognition | Oracle NetSuite | 0% | 70% | 10 | criticized challenger |
| saas-metrics-and-analytics | ChartMogul | 45% | 9% | 54 | endorsed leader |
| saas-metrics-and-analytics | ProfitWell Metrics | 17% | 17% | 41 | accepted challenger |
| saas-metrics-and-analytics | Looker Studio | 14% | 13% | 15 | accepted challenger |
| saas-metrics-and-analytics | Databox | 10% | 4% | 23 | accepted challenger |
| saas-metrics-and-analytics | Microsoft Power BI | 2% | 7% | 14 | accepted challenger |
| saas-metrics-and-analytics | Tableau | 2% | 18% | 11 | accepted challenger |
| saas-metrics-and-analytics | Baremetrics | 2% | 22% | 41 | accepted challenger |
| saas-metrics-and-analytics | PostHog | 0% | 0% | 19 | accepted challenger |
| saas-metrics-and-analytics | Maxio Metrics | 0% | 10% | 10 | accepted challenger |
| saas-metrics-and-analytics | Mixpanel | 0% | 19% | 27 | accepted challenger |
| saas-metrics-and-analytics | Amplitude | 0% | 29% | 21 | criticized challenger |
| sales-tax-automation | Avalara AvaTax | 40% | 14% | 50 | endorsed leader |
| sales-tax-automation | TaxCloud | 29% | 3% | 32 | accepted challenger |
| sales-tax-automation | Taxwire | 19% | 0% | 16 | accepted challenger |
| sales-tax-automation | Anrok | 7% | 0% | 25 | accepted challenger |
| sales-tax-automation | Numeral | 2% | 20% | 10 | accepted challenger |
| sales-tax-automation | Zamp | 0% | 0% | 17 | accepted challenger |
| sales-tax-automation | Quaderno | 0% | 0% | 10 | accepted challenger |
| sales-tax-automation | Kintsugi | 0% | 0% | 10 | accepted challenger |
| sales-tax-automation | Vertex | 0% | 9% | 35 | accepted challenger |
| sales-tax-automation | Sovos | 0% | 11% | 18 | accepted challenger |
| sales-tax-automation | Stripe Tax | 0% | 13% | 23 | accepted challenger |
| sales-tax-automation | TaxJar | 0% | 27% | 48 | criticized challenger |
| spend-management-platforms | Ramp | 49% | 8% | 59 | endorsed leader |
| spend-management-platforms | Airbase | 26% | 7% | 43 | accepted challenger |
| spend-management-platforms | BILL Spend & Expense | 15% | 16% | 49 | accepted challenger |
| spend-management-platforms | Spendesk | 9% | 8% | 25 | accepted challenger |
| spend-management-platforms | Procurify | 0% | 0% | 15 | accepted challenger |
| spend-management-platforms | Emburse | 0% | 0% | 24 | accepted challenger |
| spend-management-platforms | Navan | 0% | 0% | 10 | accepted challenger |
| spend-management-platforms | Payhawk | 0% | 0% | 16 | accepted challenger |
| spend-management-platforms | Zoho Expense | 0% | 0% | 11 | accepted challenger |
| spend-management-platforms | Brex | 0% | 13% | 39 | accepted challenger |
| spend-management-platforms | Expensify | 0% | 23% | 13 | accepted challenger |
| spend-management-platforms | SAP Concur | 0% | 28% | 18 | criticized challenger |
| spend-management-platforms | Coupa | 0% | 33% | 21 | criticized challenger |
| spend-management-platforms | Rippling Spend | 0% | 39% | 18 | criticized challenger |
| strategic-sourcing | Precoro | 17% | 11% | 18 | accepted challenger |
| strategic-sourcing | Tradogram | 15% | 0% | 19 | accepted challenger |
| strategic-sourcing | GEP SMART | 11% | 8% | 12 | accepted challenger |
| strategic-sourcing | Coupa | 6% | 42% | 33 | criticized challenger |
| strategic-sourcing | Ivalua | 4% | 18% | 11 | accepted challenger |
| strategic-sourcing | Jaggaer | 2% | 28% | 18 | criticized challenger |
| strategic-sourcing | Gem | 0% | 0% | 10 | accepted challenger |
| strategic-sourcing | Zycus | 0% | 10% | 10 | accepted challenger |
| strategic-sourcing | LinkedIn Recruiter | 0% | 17% | 12 | accepted challenger |
| strategic-sourcing | HireEZ | 0% | 27% | 11 | criticized challenger |
| strategic-sourcing | SAP Ariba | 0% | 63% | 30 | criticized challenger |
| supplier-management | Procurify | 26% | 9% | 23 | accepted challenger |
| supplier-management | Precoro | 23% | 9% | 34 | accepted challenger |
| supplier-management | Tradogram | 6% | 0% | 11 | accepted challenger |
| supplier-management | Gatekeeper | 6% | 11% | 19 | accepted challenger |
| supplier-management | Kodiak Hub | 2% | 0% | 21 | accepted challenger |
| supplier-management | Coupa | 2% | 52% | 46 | criticized challenger |
| supplier-management | Jaggaer | 0% | 22% | 18 | accepted challenger |
| supplier-management | GEP SMART | 0% | 23% | 13 | accepted challenger |
| supplier-management | Ivalua | 0% | 26% | 19 | criticized challenger |
| supplier-management | SAP Ariba | 0% | 62% | 40 | criticized challenger |
| treasury-management-systems | Trovata | 18% | 13% | 23 | accepted challenger |
| treasury-management-systems | Agicap | 11% | 12% | 17 | accepted challenger |
| treasury-management-systems | Kyriba | 9% | 35% | 43 | criticized challenger |
| treasury-management-systems | TreasuryView | 7% | 0% | 10 | accepted challenger |
| treasury-management-systems | Centime | 7% | 0% | 10 | accepted challenger |
| treasury-management-systems | GTreasury | 7% | 14% | 29 | accepted challenger |
| treasury-management-systems | HighRadius | 2% | 8% | 12 | accepted challenger |
| treasury-management-systems | Nomentia | 0% | 0% | 16 | accepted challenger |
| treasury-management-systems | ION Treasury | 0% | 29% | 14 | criticized challenger |
| treasury-management-systems | SAP Treasury and Risk Management | 0% | 46% | 26 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products.  have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**Anthropic products** (1 products, 10 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Claude |  |  | 0/1/1 | 0/1/1 | 0/1/1 | 0/2/2 | 0/1/1 |  | 0/2/2 | 0/1/1 | 0/1/1 |  |

Mean label weight on Anthropic products: Claude Haiku 4.5 +0.00 over 0 labels; the other 11 models -2.50 over 10 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**OpenAI products** (1 products, 14 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT |  |  | 0/2/2 | 0/1/1 | 0/1/1 | 0/2/2 | 0/2/2 | 1/0/1 | 0/2/2 | 0/2/2 | 0/1/1 |  |

Mean label weight on OpenAI products: GPT-5.4 mini +0.00 over 0 labels; the other 11 models -2.36 over 14 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (9 products, 97 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Looker Studio | 2/0/2 | 1/0/1 | 2/1/3 | 1/1/2 | 2/1/3 | 1/0/1 | 2/0/2 | 2/1/3 | 3/2/5 | 5/1/6 | 2/0/2 | 1/0/1 |
| Looker | 1/0/1 | 4/0/4 | 2/0/2 | 1/1/2 | 3/1/4 | 1/0/1 | 2/1/3 |  | 2/0/2 | 1/1/2 | 2/0/2 | 1/0/1 |
| Google Sheets | 2/0/2 | 1/0/1 | 1/4/5 |  | 2/1/3 | 1/0/1 |  | 1/0/1 | 1/1/2 | 1/0/1 | 2/0/2 | 1/2/3 |
| Google Analytics | 1/1/2 | 0/1/1 | 0/1/1 | 1/1/2 |  |  | 0/1/1 |  |  |  | 0/1/1 |  |
| Gemini |  |  | 0/1/1 | 0/1/1 |  | 0/1/1 |  |  | 0/1/1 |  | 0/1/1 |  |
| Google Drive |  |  | 1/1/2 |  |  |  |  |  |  | 0/1/1 |  | 0/1/1 |
| Google Workspace |  |  |  |  | 0/1/1 |  |  |  |  |  | 1/0/1 |  |
| Google Slides |  |  | 0/1/1 |  |  |  |  |  |  |  |  |  |
| BigQuery |  |  | 1/0/1 |  |  |  |  |  |  |  |  |  |

Mean label weight on Google products: Gemini 3.5 Flash -1.00 over 16 labels; the other 11 models +0.54 over 81 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 599 labels counted under the raw name, for human review:

10x Banking in business-banking (1), 3G TMS (by Descartes) in treasury-management-systems (1), A.L.S. in lease-accounting (1), A/R PowerUser in accounts-receivable-automation (1), ACHQ in b2b-payment-acceptance (1), ACI Payments in cash-flow-forecasting (1), ALTICASH in treasury-management-systems (1), AMTdirect in lease-accounting (1), AWS Credit Checker in b2b-credit-management (1), Abound in cross-border-payments-and-fx (1), Access Collect in b2b-credit-management (1), ActivTrak in financial-close-management (1), Aestiva Sourcing RFQ in strategic-sourcing (1), AeternumAlly in esg-and-carbon-reporting (1), Affinity / CRM-style tools in board-and-investor-reporting (1), Air AI in ai-accounting-assistants (1), Airbnb in corporate-travel-management (1), Albert in b2b-credit-management (1), AliBilling in invoicing-software (1), Alipay Malaysia in cross-border-payments-and-fx (1), Alliant Credit Union in business-banking (1), Allica in business-banking (1), Alpega in treasury-management-systems (1), Amalgated Bank Maximum Rewards World Mastercard in corporate-cards (1), America First Credit Union in business-banking (1), Anthroway in business-bill-pay (1), AnyLogic in financial-modeling-and-scenario-planning (1), Appen (formerly CrowdGen) in contractor-payments (1), Apptysource in strategic-sourcing (1), Aptean Alphatax in corporate-tax-provision (1), Arcon in corporate-performance-management (1), Argus in cash-flow-forecasting (1), Armanino in corporate-tax-provision (1), Ashby in strategic-sourcing (1), Assent in esg-and-carbon-reporting (1), Asset Manager in fixed-asset-accounting (1), AssetCenter.app in fixed-asset-accounting (1), AssetMAXX in fixed-asset-accounting (1), Asteria Smart Cash Flow in cash-flow-forecasting (1), AtoBi in cash-application (1), AuditRunner in internal-controls-and-sox (1), Audminder in entity-management (1), AuthBridge in supplier-management (1), Auto-Sklearn in financial-modeling-and-scenario-planning (1), AutoRABIT in accounts-receivable-automation (1), Autodesk Fusion (formerly Fusion 360) in financial-modeling-and-scenario-planning (1), Avalanche Software in strategic-sourcing (1), Axe in b2b-payment-acceptance (1), Axle Finance in cash-flow-forecasting (1), B2Bpay in b2b-payment-acceptance (1), BUSY Accounting in accounting-software (1), Baan IV in erp-systems (1), BestDay in corporate-travel-management (1), BetterLegal in entity-management (1), BigCommerce in sales-tax-automation (1), BillDesk in b2b-payment-acceptance (1), BillMate in revenue-recognition (1), Billforward in invoicing-software (1), BillingEngine in global-e-invoicing-compliance (1), Bitty Advance in b2b-payment-acceptance (1), Bizview in financial-consolidation (1), BlackLine Tax in corporate-tax-provision (1), Blackbaud in cap-table-management (1), Bloomberg Tax Workpapers in corporate-tax-provision (1), Bloomerang in financial-reporting-and-dashboards (1), Blue J in ai-accounting-assistants (1), Blue J/TaxGPT in ai-accounting-assistants (1), Bluemargin in saas-metrics-and-analytics (1), BoardPad (APM‑集团) in board-and-investor-reporting (1), BoardSource in board-and-investor-reporting (1), BookOnline.com in corporate-travel-management (1), Brainframe in entity-management (1), Bridger Systems in erp-systems (1), Briink in esg-and-carbon-reporting (1), BroadPeak in cash-flow-forecasting (1), BuildSafe in contractor-payments (1), BuilderTrend in fixed-asset-accounting (1), Bullhorn in strategic-sourcing (1), Buxl in treasury-management-systems (1), CCH Axcess Provision in corporate-tax-provision (1), CCT in corporate-cards (1), CTSI-Global in treasury-management-systems (1), Capsule in cap-table-management (1), Captable Software in cap-table-management (1), Carbon Footprint in esg-and-carbon-reporting (1), CareerBuilder in strategic-sourcing (1), Carrier (formerly Carrier-i) in treasury-management-systems (1), Carta Investor Relations Hub in board-and-investor-reporting (1), Catalyst in saas-metrics-and-analytics (1), Cegedim in global-e-invoicing-compliance (1), Chain IQ Group AG in procure-to-pay (1), ChartBlocks in financial-reporting-and-dashboards (1), Chase Invoice in accounts-receivable-automation (1), Chase business cards in corporate-cards (1), CheQ in business-bill-pay (1), Checkpoint in corporate-tax-provision (1), Checkr in contractor-payments (1), Chime MyPay in cash-application (1), City Financials in treasury-management-systems (1), Clear e-Invoicing in global-e-invoicing-compliance (1), Clearbit in strategic-sourcing (1), Cleo WebEDI Compliance Edition Startup in global-e-invoicing-compliance (1), Clio Manage Lite in entity-management (1), ClosingWell in cap-table-management (1), Cloudinary in accounts-receivable-automation (1), Coastal Pay in b2b-payment-acceptance (1), Codat in cash-application (1), Column in business-banking (1), Commerce Bank in business-banking (1), ComplianceAgent in internal-controls-and-sox (1), ComplyDirect in entity-management (1), Concurent in financial-consolidation (1), Conservice ESG in esg-and-carbon-reporting (1), CorpSec in entity-management (1), CorpX in entity-management (1), Crazy Egg in financial-reporting-and-dashboards (1), Credibl ESG in esg-and-carbon-reporting (1), Credictiq in b2b-credit-management (1), Credit Glory in b2b-credit-management (1), Cumul.io in saas-metrics-and-analytics (1), Curb in b2b-credit-management (1), Cushion in cash-flow-forecasting (1), CustomBooks in accounting-software (1), DBDesigner4 in financial-modeling-and-scenario-planning (1), Data-Mania in saas-metrics-and-analytics (1), DataPost in global-e-invoicing-compliance (1), DataSnipper/AppZen in ai-accounting-assistants (1), Datalog Finance (TLine) in treasury-management-systems (1), Dataroma in financial-consolidation (1), Dave App in business-bill-pay (1), Decisions in board-and-investor-reporting (1), Delfos in financial-modeling-and-scenario-planning (1), Deloitte LeaseController in lease-accounting (1), Deloitte Treasury Services in treasury-management-systems (1), Delta in treasury-management-systems (1), Deprecia in fixed-asset-accounting (1), Descartes Transportation Management in treasury-management-systems (1), DeskFerry in ai-accounting-assistants (1), Deskera in supplier-management (1), Dice in strategic-sourcing (1), DigiParser in accounts-payable-automation (1), Disco in board-and-investor-reporting (1), Discover in b2b-credit-management (1), Docparser in accounts-payable-automation (1), Dollardrain in accounts-receivable-automation (1), DonorPerfect in financial-reporting-and-dashboards (1), DoubleCheck Software in internal-controls-and-sox (1), Dovetail (now Payflow) in cash-application (1), Dovetail Financial in global-e-invoicing-compliance (1), Due.com in cash-application (1), DueTrail in b2b-credit-management (1), Dynamics NAV/GP in erp-systems (1), EC21 in procure-to-pay (1), EFRAG Excel Templates in esg-and-carbon-reporting (1), ERP-native consolidation in financial-consolidation (1), ESGuru in esg-and-carbon-reporting (1), EarnIn in cash-application (1), Electronic Invoicing Service in global-e-invoicing-compliance (1), Elementum in procure-to-pay (1), Elephas in ai-accounting-assistants (1), Emburse Spend (formerly Abacus) in spend-management-platforms (1), Enboard in board-and-investor-reporting (1), Enboarder in board-and-investor-reporting (1), Enterprise Asset Management (EAM) tools in fixed-asset-accounting (1), Envoice in accounts-receivable-automation (1), EquipmentShare in fixed-asset-accounting (1), Equity in financial-consolidation (1), EquityPoint in cap-table-management (1), EquityZen in cap-table-management (1), Euler Hermes in b2b-credit-management (1), Evaboot in strategic-sourcing (1), Everyday Money Management in business-bill-pay (1), Exact Online (Exact.com) in global-e-invoicing-compliance (1), Excel Add-ins in financial-modeling-and-scenario-planning (1), Excel-based solution in corporate-tax-provision (1), Expedia Group in corporate-travel-management (1), Expedience in strategic-sourcing (1), Expend in spend-management-platforms (1), Expensify\u2019s Free 13-Week / 12-Month Template in cash-flow-forecasting (1), Experian Business Credit Advantage / Business Credit Monitoring in b2b-credit-management (1), Experian Credit Report in b2b-credit-management (1), F6S in entity-management (1), FIS Modern Banking Platform in business-banking (1), FIS Treasury Express in treasury-management-systems (1), FIS Treasury, Risk and Payment Suite / Treasury and Risk Manager in treasury-management-systems (1), Facturero Móvil in global-e-invoicing-compliance (1), Fello in board-and-investor-reporting (1), FinFlow Track in accounting-software (1), Financial Education Services in b2b-credit-management (1), Finastra Essence in business-banking (1), Finastra Treasury in treasury-management-systems (1), Finexio in business-bill-pay (1), Firstbase in entity-management (1), Flatio in financial-consolidation (1), Fleetio in fixed-asset-accounting (1), FlexSim in financial-modeling-and-scenario-planning (1), Flowlu in expense-management (1), Fluent in fpa-platforms (1), Fluente in financial-consolidation (1), Flutterwave in cross-border-payments-and-fx (1), Frappe Books in financial-reporting-and-dashboards (1), G17 Eco in esg-and-carbon-reporting (1), GEP Quantum in strategic-sourcing (1), GMX in cross-border-payments-and-fx (1), GRI–ESG KPI Tracker in esg-and-carbon-reporting (1), GST Invoice Billing Inventory in invoicing-software (1), Generix Group in global-e-invoicing-compliance (1), GetHoldings in financial-modeling-and-scenario-planning (1), Getaroom in corporate-travel-management (1), GivePayments in b2b-payment-acceptance (1), Glassdoor in strategic-sourcing (1), Global Sourcing System in strategic-sourcing (1), GlobalTranz in treasury-management-systems (1), Google BigQuery + Dataform / Datastream / Dataflow in financial-consolidation (1), Google for Jobs in strategic-sourcing (1), Government e-Marketplace (GeM) in procure-to-pay (1), Gravity in esg-and-carbon-reporting (1), Great Expectations in account-reconciliation (1), Greenstone in esg-and-carbon-reporting (1), Guest Reservations in corporate-travel-management (1), GuestReservations.com in corporate-travel-management (1), Gusto Ramp in contractor-payments (1), H&R Block business-oriented products in corporate-tax-provision (1), H2O (open-source version) in financial-modeling-and-scenario-planning (1), Harmonise in invoicing-software (1), Heimdal in corporate-performance-management (1), Heimdal Security in corporate-performance-management (1), Hightail in accounts-receivable-automation (1), Hired in strategic-sourcing (1), Hiring Assistant in strategic-sourcing (1), HomePay in contractor-payments (1), Hubstaff in financial-close-management (1), Huione Group in cross-border-payments-and-fx (1), Hunter in strategic-sourcing (1), Hyperbots A/P Suite in ai-accounting-assistants (1), Hyperliquid in cross-border-payments-and-fx (1), Hyperscience in accounts-payable-automation (1), Hypersight in treasury-management-systems (1), IBM InfoSphere QualityStage in account-reconciliation (1), IBM Rational Rose / Rational Software Architect in financial-modeling-and-scenario-planning (1), Identity Guard in b2b-credit-management (1), Impact in spend-management-platforms (1), Indeed Sourcing Platform in strategic-sourcing (1), Indigo Platinum® Secured Card in corporate-cards (1), Infios TMS in treasury-management-systems (1), Infios Transportation Management in treasury-management-systems (1), Infor Nexus Supplier Management in supplier-management (1), Infor SunSystems in financial-consolidation (1), Infor Syteline in accounting-software (1), Infor d/EPM in corporate-performance-management (1), Informatica Cloud Data Integration in financial-consolidation (1), Informatica Data Quality in account-reconciliation (1), Instamojo in b2b-payment-acceptance (1), Integra Balance AI in ai-accounting-assistants (1), IntraFi (formerly ICS/CDARS) in business-banking (1), Intuit Lacerte Tax or ProConnect Tax in corporate-tax-provision (1), Intuit ProConnect or QuickBooks Tax in corporate-tax-provision (1), Invensis in fixed-asset-accounting (1), Invoice Portal by eConnect in global-e-invoicing-compliance (1), InvoiceASAP in invoicing-software (1), InvoiceBee in invoicing-software (1), InvoiceBloom in invoicing-software (1), InvoiceMonkey in accounts-receivable-automation (1), InvoiceNow in global-e-invoicing-compliance (1), InvoicePlane in invoicing-software (1), InvoiceShelf (Crater Invoice) in invoicing-software (1), Invoicey in invoicing-software (1), JPMorgan Payments in cash-application (1), Jackson Hewitt Online in corporate-tax-provision (1), JumpCloud in saas-metrics-and-analytics (1), Jupid in ai-accounting-assistants (1), Jupyter Notebook / JupyterLab in financial-modeling-and-scenario-planning (1), KNIME in financial-modeling-and-scenario-planning (1), Kasisto in financial-close-management (1), Keela in cap-table-management (1), Keka in contractor-payments (1), KeyBank in business-banking (1), Keynote in board-and-investor-reporting (1), Kivitendo in global-e-invoicing-compliance (1), Knovos GRC in entity-management (1), Kore in fpa-platforms (1), Kounta in business-bill-pay (1), Kounture in cash-application (1), Kronos in erp-systems (1), LOIS in lease-accounting (1), Lano in contractor-payments (1), Lawmatics in entity-management (1), Lawson M3 10.1 in erp-systems (1), LeaseTrack in lease-accounting (1), Legacy ERP Procurement Modules (e.g., older Oracle, JD Edwards, or on-premise SAP ECC) in procure-to-pay (1), LegalTrack in entity-management (1), Lemonio in business-banking (1), Lido in accounts-receivable-automation (1), LifeLock in b2b-credit-management (1), Lili Business Credit Card in corporate-cards (1), LinkedIn Talent Insights in strategic-sourcing (1), Local Credit Unions in business-banking (1), LogRocket in saas-metrics-and-analytics (1), Logility in treasury-management-systems (1), Logitude in treasury-management-systems (1), Longview Financial in financial-modeling-and-scenario-planning (1), Lyft for Business in corporate-travel-management (1), MATLAB in financial-modeling-and-scenario-planning (1), MSCI ESG Manager in esg-and-carbon-reporting (1), MakeMyTrip in corporate-travel-management (1), Mammoth in financial-modeling-and-scenario-planning (1), Manual Excel/Google Sheets Reporting Workflows in financial-reporting-and-dashboards (1), Martus in fpa-platforms (1), Mastercard Corporate Card / Purchasing Card in corporate-cards (1), Merc in b2b-credit-management (1), Mercury IO Card in corporate-cards (1), MercuryGate TMS in treasury-management-systems (1), Mermaid.js in financial-modeling-and-scenario-planning (1), MetaTax in sales-tax-automation (1), Metrics by Stripe (ProfitWell) in saas-metrics-and-analytics (1), Metro Bank Business in business-banking (1), Microsoft AX in erp-systems (1), Microsoft Board (Teams + Power Apps) in board-and-investor-reporting (1), Microsoft Dynamics 365 Advanced Financials (Planning) in corporate-performance-management (1), Microsoft Dynamics Asset Management in fixed-asset-accounting (1), Microsoft Fabric Data Factory in financial-consolidation (1), Microsoft Lists in entity-management (1), Microsoft SharePoint / OneDrive in board-and-investor-reporting (1), Microsoft Sustainable Planner in esg-and-carbon-reporting (1), Microsoft Talent in strategic-sourcing (1), Microsoft's EPM option in corporate-performance-management (1), Microsoft-based multi-entity financial management in entity-management (1), Mindsprint in supplier-management (1), Minimum in esg-and-carbon-reporting (1), Mint Bills in business-bill-pay (1), Mobills in expense-management (1), Monito in cross-border-payments-and-fx (1), Monster in strategic-sourcing (1), Moxie in invoicing-software (1), MyCheckFree in business-bill-pay (1), Mytour.vn in corporate-travel-management (1), NatWest Bankline in business-banking (1), NetSuite Cash Application in cash-application (1), NetSuite RevRec AI in revenue-recognition (1), NetSuite Sourcing in strategic-sourcing (1), NetSuite Tax Engine in corporate-tax-provision (1), Neteller in cross-border-payments-and-fx (1), Netflights in corporate-travel-management (1), Neurored in treasury-management-systems (1), Nomad Sculpt in financial-modeling-and-scenario-planning (1), Novo Invoicing in invoicing-software (1), Nuvio in b2b-credit-management (1), ONE STREAM in corporate-tax-provision (1), OceanPayment in cross-border-payments-and-fx (1), Ocorian in entity-management (1), Omni in financial-reporting-and-dashboards (1), OneMarket Sourcing in strategic-sourcing (1), OnePlan in corporate-performance-management (1), Onshape in financial-modeling-and-scenario-planning (1), Open-AudIT in internal-controls-and-sox (1), OpenBravo in erp-systems (1), OpenCLM in entity-management (1), OpenESG in esg-and-carbon-reporting (1), OpenEco in esg-and-carbon-reporting (1), OpenText E-Invoice Management in global-e-invoicing-compliance (1), Openlink in treasury-management-systems (1), Opodo in corporate-travel-management (1), Opstream in procure-to-pay (1), Optionz in contractor-payments (1), Oracle AP Automation in accounts-payable-automation (1), Oracle APEX in strategic-sourcing (1), Oracle AR in cash-application (1), Oracle BI Publisher in financial-reporting-and-dashboards (1), Oracle BIP in global-e-invoicing-compliance (1), Oracle Cloud EPM Planning in its Standard subscription in corporate-performance-management (1), Oracle Enterprise Data Quality in account-reconciliation (1), Oracle Fusion Cloud SCM in supplier-management (1), Oracle Fusion Cloud Strategic Sourcing in strategic-sourcing (1), Oracle Legacy (E-Business Suite, PeopleSoft, JD Edwards) in erp-systems (1), Oracle NetSuite Expenses in expense-management (1), Oracle NetSuite RevPro in revenue-recognition (1), Oracle Real Estate in lease-accounting (1), Oracle RevPro in revenue-recognition (1), Oracle offerings in erp-systems (1), Orchestration platforms (e.g., Wondergate/Airwallex-style) in b2b-payment-acceptance (1), Origin in business-bill-pay (1), Oyster HR in cross-border-payments-and-fx (1), Panagon in global-e-invoicing-compliance (1), Pandle in cross-border-payments-and-fx (1), Paragon Fixed Assets (PFX) in fixed-asset-accounting (1), Pastel Accounting in accounting-software (1), Paymode (Bottomline) in b2b-payment-acceptance (1), Paysend/Paysii in cross-border-payments-and-fx (1), Peakflo in b2b-credit-management (1), PenFed Credit Union in business-banking (1), Peoplebox in corporate-performance-management (1), Perfect Money in cross-border-payments-and-fx (1), Phacet (Control Layer) in accounts-payable-automation (1), PingPong in b2b-payment-acceptance (1), PingPong Payments in cross-border-payments-and-fx (1), Pitch.com in board-and-investor-reporting (1), PlantUML in financial-modeling-and-scenario-planning (1), Pluckwalk Technologies in contractor-payments (1), Pocket (by founders for small businesses) in revenue-recognition (1), Power Automate + SharePoint in strategic-sourcing (1), Power BI Paginated Reports in financial-reporting-and-dashboards (1), PowerPlan Fixed Asset Suite in fixed-asset-accounting (1), Powerview in financial-modeling-and-scenario-planning (1), Precisely Data360 in account-reconciliation (1), ProSeries FX in fixed-asset-accounting (1), Procure.com in procure-to-pay (1), ProcureWare in supplier-management (1), Procuri / Procuri Cloud in strategic-sourcing (1), Promena in supplier-management (1), Prophet Matrix in treasury-management-systems (1), Proshare in cap-table-management (1), Protecht Group in internal-controls-and-sox (1), Proxycurl in strategic-sourcing (1), PwC Navigate in corporate-tax-provision (1), PyTorch in financial-modeling-and-scenario-planning (1), QlikView in financial-reporting-and-dashboards (1), Qlipo in board-and-investor-reporting (1), Qntrl in account-reconciliation (1), QuickBooks Enterprise Payment Gateway in invoicing-software (1), QuickBooks asset add-ons in fixed-asset-accounting (1), Quisitive in lease-accounting (1), R in financial-modeling-and-scenario-planning (1), RAM (Real Asset Management) in fixed-asset-accounting (1), REAL (Realdev) in lease-accounting (1), Rapid Express Check Cashing in contractor-payments (1), RapidMiner in financial-modeling-and-scenario-planning (1), RealPage Financial Management in financial-close-management (1), Reap in corporate-cards (1), Recruiter.com’s Resume Search in strategic-sourcing (1), Recurso in revenue-recognition (1), Regions Bank in business-banking (1), RemotePass in contractor-payments (1), ResMan in lease-accounting (1), RescueTime (Business/Social Plan) in financial-close-management (1), RevLock in revenue-recognition (1), RevPane in saas-metrics-and-analytics (1), RevRec.ai in revenue-recognition (1), Revbot in revenue-recognition (1), Revolutio in revenue-recognition (1), Rollstack in financial-reporting-and-dashboards (1), Roseltorg in procure-to-pay (1), Royal Bank of Scotland (RBS) in business-banking (1), Ruler Analytics in saas-metrics-and-analytics (1), Rundit in board-and-investor-reporting (1), SAP BTP in treasury-management-systems (1), SAP BW in financial-reporting-and-dashboards (1), SAP Business Network Invoicing / SAP Document and Reporting Compliance in global-e-invoicing-compliance (1), SAP FCM in financial-close-management (1), SAP RE-FX/CLM in lease-accounting (1), SAP S/4HANA AR Automation / SAP Cash Application in accounts-receivable-automation (1), SAP S/4HANA Cloud for Tax in corporate-tax-provision (1), SAP S/4HANA Embedded Planning in corporate-performance-management (1), SAP fixed asset modules in fixed-asset-accounting (1), SPSS in financial-modeling-and-scenario-planning (1), SQL + dbt in financial-modeling-and-scenario-planning (1), STRATAFOLIO in lease-accounting (1), Sage 300 ERP in accounting-software (1), Sage MAS in erp-systems (1), Sage Start in accounting-software (1), SailPoint in internal-controls-and-sox (1), Sales Navigator in strategic-sourcing (1), Sales Tax DataLINK in sales-tax-automation (1), Salesforce Revenue Recognition / RightRev on AppExchange in revenue-recognition (1), ScalePad ControlMap in internal-controls-and-sox (1), Secretariat in entity-management (1), Sedex in esg-and-carbon-reporting (1), SeeBurger in global-e-invoicing-compliance (1), Sequence in accounts-receivable-automation (1), Serrala Alevate AP in accounts-payable-automation (1), ServiceNow Source‑to‑Pay Operations in strategic-sourcing (1), Shareforce in cap-table-management (1), Shareholder.com in entity-management (1), Sharesight in cap-table-management (1), Sharing in cap-table-management (1), Shipbob in treasury-management-systems (1), Shopify Collective in strategic-sourcing (1), SimplifyGov in entity-management (1), Simul8 in financial-modeling-and-scenario-planning (1), Sirion in procure-to-pay (1), SkyStem (ART) in financial-close-management (1), Skyscanner in corporate-travel-management (1), Smoooth in entity-management (1), SnapLogic / Boomi / MuleSoft in financial-consolidation (1), Societ \u2013 My Board View in board-and-investor-reporting (1), Soda in account-reconciliation (1), Solid in b2b-payment-acceptance (1), Sonar in corporate-performance-management (1), Sopact in esg-and-carbon-reporting (1), SourceForge's free-version tools in financial-modeling-and-scenario-planning (1), Sourcify in strategic-sourcing (1), Sovos Tax Flow in corporate-tax-provision (1), Spend Matters in strategic-sourcing (1), Spend.net in spend-management-platforms (1), Spending Cloud in strategic-sourcing (1), Spreadsheet Studio in financial-modeling-and-scenario-planning (1), Stackpack in supplier-management (1), StepChange in esg-and-carbon-reporting (1), Streamlit in saas-metrics-and-analytics (1), Stripe Corporate Cards in entity-management (1), Sumday in esg-and-carbon-reporting (1), Swydo in financial-reporting-and-dashboards (1), TAB Bank's Business Checking Account in business-banking (1), TLM in supplier-management (1), TPOT in financial-modeling-and-scenario-planning (1), TSYS/Global Payments in spend-management-platforms (1), Tableau Public in corporate-performance-management (1), Talend Data Quality in account-reconciliation (1), Tanso in esg-and-carbon-reporting (1), TaxAct Corporate in corporate-tax-provision (1), Taxero in sales-tax-automation (1), Tellermate / Volumatic Insight in cash-application (1), TensorFlow in financial-modeling-and-scenario-planning (1), Teramind in financial-close-management (1), TerraPay in cross-border-payments-and-fx (1), Think‑Cell in financial-modeling-and-scenario-planning (1), Thurly in financial-close-management (1), Tiller Money in cash-flow-forecasting (1), Time Doctor in financial-close-management (1), TimelyBills / Prism in business-bill-pay (1), TomoCredit in b2b-credit-management (1), Toolcie in invoicing-software (1), Tradekey in procure-to-pay (1), Traditional bank corporate cards in corporate-cards (1), Transactbridge in cross-border-payments-and-fx (1), Transparency / Transformance in cash-application (1), Transparency-One in strategic-sourcing (1), Transporeon in strategic-sourcing (1), Travel Republic in corporate-travel-management (1), TravelSupermarket in corporate-travel-management (1), Travelocity in corporate-travel-management (1), TreasuryXL in treasury-management-systems (1), Trigo in expense-management (1), Trimble in lease-accounting (1), Trimble TMW.Suite in treasury-management-systems (1), Trivago in corporate-travel-management (1), Trusted Insight in cap-table-management (1), Tugboat Logic/OneTrust in internal-controls-and-sox (1), USAA in business-banking (1), Uber Business in corporate-travel-management (1), UiPath Assist in expense-management (1), Uniswap in contractor-payments (1), Uptown in cash-application (1), VATCalc in global-e-invoicing-compliance (1), VATCalc / VATBox in global-e-invoicing-compliance (1), VCompliance in entity-management (1), Varo Advance in cash-application (1), Vayu in revenue-recognition (1), Venable in strategic-sourcing (1), VendorCore in supplier-management (1), Vendormedia in invoicing-software (1), Verifile in strategic-sourcing (1), Vero AI in internal-controls-and-sox (1), Verra in esg-and-carbon-reporting (1), Verteco in global-e-invoicing-compliance (1), Vertex42 Cash Flow Statement & Forecast Templates in cash-flow-forecasting (1), Vietjet Air in corporate-travel-management (1), Virgin Money M in business-banking (1), Visa Corporate Credit Card in corporate-cards (1), Volo Cash in treasury-management-systems (1), Vrbo in corporate-travel-management (1), Waystar in sales-tax-automation (1), Webrasoft SRL in global-e-invoicing-compliance (1), Wells Fargo Digital Payments in b2b-payment-acceptance (1), Widen in accounts-receivable-automation (1), Wiso in cap-table-management (1), WizPay by WizCommerce in b2b-payment-acceptance (1), Wiza in strategic-sourcing (1), Wolters Kluwer eSpeed in corporate-tax-provision (1), WooCommerce's tax options in sales-tax-automation (1), Workana in contractor-payments (1), Workday Peakon Employee Voice in corporate-performance-management (1), Workstream in contractor-payments (1), Xactium in revenue-recognition (1), Xero Practice Manager in corporate-performance-management (1), Yardi Kube in lease-accounting (1), Yellowstone Capital / Fundry / RCG Advances in b2b-payment-acceptance (1), Your Bank\u2019s Mobile App in business-bill-pay (1), Zempler Business Go in business-banking (1), Zenfirst in treasury-management-systems (1), Zenfirst tréso in treasury-management-systems (1), Zenhotels in corporate-travel-management (1), Zoho Assets in fixed-asset-accounting (1), Zoho Sheet in financial-modeling-and-scenario-planning (1), Zoho Sheet / Zoho Analytics in financial-modeling-and-scenario-planning (1), ZoneCapture in ai-accounting-assistants (1), dYdX in cross-border-payments-and-fx (1), e-invoice pro (by Insiders Technologies GmbH) in global-e-invoicing-compliance (1), eDreams in corporate-travel-management (1), eMerchantBrokers in b2b-payment-acceptance (1), eRev in revenue-recognition (1), eShare in board-and-investor-reporting (1), ecosio in global-e-invoicing-compliance (1), hCue in entity-management (1), iDempiere in supplier-management (1), inxeption in cash-application (1), legacy Sage in financial-reporting-and-dashboards (1), monday AI Workspace in corporate-performance-management (1), peppol-py in global-e-invoicing-compliance (1), thefrontkit in saas-metrics-and-analytics (1)

Excluded by rule, 1 label not scored:

NerdWallet (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 1547 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

Avalara in sales-tax-automation read as Avalara AvaTax (44), Sovos in global-e-invoicing-compliance read as Sovos Compliance Network (32), HighRadius in b2b-credit-management read as HighRadius Credit Cloud (30), Sage Intacct in revenue-recognition read as Sage Intacct Revenue Recognition (30), Avalara in global-e-invoicing-compliance read as Avalara E-Invoicing (23), QuickBooks Online in invoicing-software read as QuickBooks (23), BlackLine in cash-application read as BlackLine Cash Application (19), Chase in business-banking read as Chase Business Banking (19), NetSuite in erp-systems read as Oracle NetSuite (17), Adra by Trintech in financial-close-management read as Trintech Adra (16), AppDeck in board-and-investor-reporting read as AppDeck Board Portal (16), BILL (formerly Bill.com) in accounts-payable-automation read as BILL Accounts Payable (15), NetSuite in accounting-software read as Oracle NetSuite (15), Payoneer in contractor-payments read as Payoneer Workforce Management (15), Perk (formerly TravelPerk) in corporate-travel-management read as TravelPerk (15), Oracle Cloud EPM in corporate-performance-management read as Oracle Fusion Cloud EPM (14), Prophix One in financial-consolidation read as Prophix (14), Thomson Reuters ONESOURCE in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (14), Diligent in board-and-investor-reporting read as Diligent Boards (13), Ramp in ai-accounting-assistants read as Ramp Accounting Agent (13), Vena Solutions in corporate-performance-management read as Vena (13), Bill.com in b2b-payment-acceptance read as BILL Accounts Receivable (12), Corpay in cross-border-payments-and-fx read as Corpay Cross-Border Payments (12), Epicor in erp-systems read as Epicor Kinetic (12), Ramp Bill Pay in accounts-payable-automation read as Ramp (12), Workday in erp-systems read as Workday Financial Management (12), ProfitWell in saas-metrics-and-analytics read as ProfitWell Metrics (11), Ramp Bill Pay in business-bill-pay read as Ramp (11), BILL in accounts-payable-automation read as BILL Accounts Payable (10), BILL in accounts-receivable-automation read as BILL Accounts Receivable (10), Diligent in entity-management read as Diligent Entities (10), QuickBooks in ai-accounting-assistants read as QuickBooks Online (9), SAP Treasury in treasury-management-systems read as SAP Treasury and Risk Management (9), ServiceNow GRC in internal-controls-and-sox read as ServiceNow Integrated Risk Management (9), Workiva in corporate-tax-provision read as Workiva Tax and Provision (9), Adra by Trintech in account-reconciliation read as Trintech Adra (8), BILL (Bill.com) in accounts-payable-automation read as BILL Accounts Payable (8), Bill.com in business-bill-pay read as BILL (8), Bill.com in invoicing-software read as BILL (8), EcoOnline in esg-and-carbon-reporting read as EcoOnline ESG (8), Infor in erp-systems read as Infor CloudSuite (8), Nakisa in lease-accounting read as Nakisa Lease Administration (8), Oracle Cloud EPM in financial-consolidation read as Oracle Fusion Cloud EPM (8), Perk in corporate-travel-management read as TravelPerk (8), Vena Solutions in financial-consolidation read as Vena (8), Vena Solutions in fpa-platforms read as Vena (8), Wave Accounting in accounting-software read as Wave (8), Aprio in board-and-investor-reporting read as Aprio Board Portal (7), BILL in b2b-payment-acceptance read as BILL Accounts Receivable (7), Bill.com in accounts-payable-automation read as BILL Accounts Payable (7), Booking.com in corporate-travel-management read as Booking.com for Business (7), CT Corporation in entity-management read as CT Corporation Entity Management (7), Chargebee in revenue-recognition read as Chargebee RevRec (7), NetSuite in revenue-recognition read as Oracle NetSuite (7), Oracle EPM in corporate-performance-management read as Oracle Fusion Cloud EPM (7), QuickBooks in revenue-recognition read as QuickBooks Online (7), Rippling in spend-management-platforms read as Rippling Spend (7), Sovos in corporate-tax-provision read as Sovos Tax Provision (7), Zuora in revenue-recognition read as Zuora Revenue (7), Amex in corporate-cards read as American Express Corporate Card (6), Bill.com in accounts-receivable-automation read as BILL Accounts Receivable (6), Bill.com in contractor-payments read as BILL (6), Diligent in internal-controls-and-sox read as Diligent One Platform (6), Excel in financial-modeling-and-scenario-planning read as Microsoft Excel (6), Experian Business CreditScore Pro in b2b-credit-management read as Experian Business Credit Reports (6), LogicGate in internal-controls-and-sox read as LogicGate Risk Cloud (6), Maxio in saas-metrics-and-analytics read as Maxio Metrics (6), NetSuite in financial-consolidation read as Oracle NetSuite (6), NetSuite in financial-reporting-and-dashboards read as Oracle NetSuite (6), NetSuite in invoicing-software read as NetSuite SuiteBilling (6), Prophix One in financial-close-management read as Prophix (6), BILL AP/AR in accounts-payable-automation read as BILL Accounts Payable (5), BlackLine in revenue-recognition read as BlackLine Revenue Management (5), Centage in financial-modeling-and-scenario-planning read as Centage Planning Maestro (5), Experian in b2b-credit-management read as Experian Business Credit Reports (5), Google Looker Studio in financial-reporting-and-dashboards read as Looker Studio (5), Google Looker Studio in saas-metrics-and-analytics read as Looker Studio (5), ONESOURCE in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (5), PNC in business-banking read as PNC Bank (5), PayPal in contractor-payments read as PayPal MassPay (5), Quadient AR (formerly YayPay) in cash-application read as Quadient Accounts Receivable (5), Sigma in financial-reporting-and-dashboards read as Sigma Computing (5), Workday Adaptive in fpa-platforms read as Workday Adaptive Planning (5), Axos in business-banking read as Axos Bank (4), BILL (formerly Bill.com) in accounts-receivable-automation read as BILL Accounts Receivable (4), BILL.com in business-bill-pay read as BILL (4), Bloomberg Tax in corporate-tax-provision read as Bloomberg Tax Provision (4), CCH Tagetik in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (4), CSC in entity-management read as CSC Entity Management (4), Centage in cash-flow-forecasting read as Centage Planning Maestro (4), Citi in corporate-cards read as Citi Commercial Cards (4), DiliTrust in entity-management read as DiliTrust Entity Management (4), DiliTrust Governance Suite in entity-management read as DiliTrust Entity Management (4), Excel in financial-reporting-and-dashboards read as Microsoft Excel (4), JPMorgan Chase in business-banking read as Chase Business Banking (4), NetSuite in fixed-asset-accounting read as Oracle NetSuite (4), Oracle Fusion in erp-systems read as Oracle Fusion Cloud ERP (4), Oracle Procurement Cloud in supplier-management read as Oracle Fusion Cloud Procurement (4), ProfitWell (Paddle Metrics) in saas-metrics-and-analytics read as ProfitWell Metrics (4), ProfitWell (by Paddle) in saas-metrics-and-analytics read as ProfitWell Metrics (4), Prophix One in corporate-performance-management read as Prophix (4), QuickBooks Bill Pay in accounts-payable-automation read as QuickBooks (4), Rho in treasury-management-systems read as Rho Treasury (4), Rippling in corporate-cards read as Rippling Spend (4), SAP in erp-systems read as SAP S/4HANA (4), SAP in treasury-management-systems read as SAP Treasury and Risk Management (4), Vena Solutions in cash-flow-forecasting read as Vena (4), Vena Solutions in financial-modeling-and-scenario-planning read as Vena (4), Vena Solutions in financial-reporting-and-dashboards read as Vena (4), Adaptive Insights in financial-modeling-and-scenario-planning read as Workday Adaptive Planning (3), Adra (by Trintech) in financial-close-management read as Trintech Adra (3), American Express in business-banking read as American Express Business Checking (3), American Express in corporate-cards read as American Express Corporate Card (3), Avalara (AvaTax) in sales-tax-automation read as Avalara AvaTax (3), BILL (Bill.com) in b2b-payment-acceptance read as BILL Accounts Receivable (3), BILL AP/AR in invoicing-software read as BILL (3), Bill.com (BILL) in b2b-payment-acceptance read as BILL Accounts Receivable (3), Bloomberg in corporate-tax-provision read as Bloomberg Tax Provision (3), Chase Business in business-banking read as Chase Business Banking (3), Citi in business-banking read as Citibank (3), ClearPoint in board-and-investor-reporting read as ClearPoint Strategy (3), Coupa in expense-management read as Coupa Expense Management (3), Coupa in treasury-management-systems read as Coupa Treasury (3), DOKKA in financial-close-management read as DOKKA Close (3), Dext Prepare in ai-accounting-assistants read as Dext (3), Divvy in corporate-cards read as BILL Spend & Expense (3), Exactera in corporate-tax-provision read as Exactera Tax Provision (3), Excel in account-reconciliation read as Microsoft Excel (3), Excel in financial-consolidation read as Microsoft Excel (3), Excel in lease-accounting read as Microsoft Excel (3), IBM in esg-and-carbon-reporting read as IBM Envizi (3), IBM Cognos in financial-reporting-and-dashboards read as IBM Cognos Analytics (3), NetSuite in account-reconciliation read as Oracle NetSuite (3), NetSuite in ai-accounting-assistants read as Oracle NetSuite (3), NetSuite in financial-close-management read as Oracle NetSuite (3), NetSuite (Oracle) in accounting-software read as Oracle NetSuite (3), NetSuite Fixed Assets in fixed-asset-accounting read as NetSuite Fixed Assets Management (3), OneTrust in internal-controls-and-sox read as OneTrust GRC (3), Oracle in corporate-performance-management read as Oracle Fusion Cloud EPM (3), Oracle in supplier-management read as Oracle Fusion Cloud Procurement (3), Oracle EPM in financial-consolidation read as Oracle Fusion Cloud EPM (3), Oracle EPM in financial-modeling-and-scenario-planning read as Oracle Fusion Cloud EPM (3), Oracle ERP Cloud in erp-systems read as Oracle Fusion Cloud ERP (3), Oracle Procurement Cloud in procure-to-pay read as Oracle Fusion Cloud Procurement (3), ProfitWell (Paddle Retain) in saas-metrics-and-analytics read as ProfitWell Metrics (3), ProfitWell (now Paddle Metrics) in saas-metrics-and-analytics read as ProfitWell Metrics (3), Prophix One in fpa-platforms read as Prophix (3), Quadient in accounts-payable-automation read as Quadient AP (3), Quadient AR in cash-application read as Quadient Accounts Receivable (3), QuickBooks in account-reconciliation read as QuickBooks Online (3), QuickBooks in contractor-payments read as QuickBooks Contractor Payments (3), QuickBooks in financial-reporting-and-dashboards read as QuickBooks Online (3), QuickBooks Online in expense-management read as QuickBooks Online Expenses (3), Quicken in business-bill-pay read as Quicken Bill Manager (3), Rippling in expense-management read as Rippling Spend (3), SAP in accounting-software read as SAP S/4HANA Finance (3), SAP in cash-flow-forecasting read as SAP Treasury and Risk Management (3), SAP BPC in corporate-performance-management read as SAP BPC (3), Salesforce in esg-and-carbon-reporting read as Salesforce Net Zero Cloud (3), ServiceNow in internal-controls-and-sox read as ServiceNow Integrated Risk Management (3), Sigma in saas-metrics-and-analytics read as Sigma Computing (3), Square in invoicing-software read as Square Invoices (3), Transformance in cash-application read as Transformance ClearMatch (3), Wave in contractor-payments read as Wave Payroll (3), Workday in revenue-recognition read as Workday Financial Management (3), Workday Adaptive in corporate-performance-management read as Workday Adaptive Planning (3), Zapro in supplier-management read as Zapro AI (3), Accruent in lease-accounting read as Accruent Lucernex (2), Acumatica in fixed-asset-accounting read as Acumatica Fixed Assets (2), Acumatica Cloud ERP in erp-systems read as Acumatica (2), Adra in account-reconciliation read as Trintech Adra (2), American Express Business in corporate-cards read as American Express Corporate Card (2), AngelList (Wellfound) in cap-table-management read as AngelList Stack (2), Ariba in procure-to-pay read as SAP Ariba (2), Avalara (with CertCapture) in sales-tax-automation read as Avalara AvaTax (2), Avalara E-Invoicing and Live Reporting in global-e-invoicing-compliance read as Avalara E-Invoicing (2), BILL in corporate-travel-management read as BILL Spend & Expense (2), BILL in spend-management-platforms read as BILL Spend & Expense (2), BILL (formerly Bill.com) in b2b-payment-acceptance read as BILL Accounts Receivable (2), BILL AP in accounts-payable-automation read as BILL Accounts Payable (2), BILL AP/AR in accounts-receivable-automation read as BILL Accounts Receivable (2), BILL AP/AR in cash-flow-forecasting read as BILL (2), BPC in corporate-performance-management read as SAP BPC (2), Bassets in fixed-asset-accounting read as Bassets eDepreciation (2), Bill.com in cash-application read as BILL (2), Bill.com in expense-management read as BILL Spend & Expense (2), Bill.com in spend-management-platforms read as BILL Spend & Expense (2), Bill.com (BILL) in accounts-payable-automation read as BILL Accounts Payable (2), Bill.com (BILL) in business-bill-pay read as BILL (2), Black Owl in lease-accounting read as Black Owl Systems (2), BlackLine in accounts-receivable-automation read as BlackLine Invoice-to-Cash (2), Booke in ai-accounting-assistants read as Booke AI (2), CCH Tagetik (Wolters Kluwer) in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (2), Centage in financial-consolidation read as Centage Planning Maestro (2), CoStar in lease-accounting read as CoStar Real Estate Manager (2), Corpay Cross-Border in cross-border-payments-and-fx read as Corpay Cross-Border Payments (2), Coupa in b2b-payment-acceptance read as Coupa Pay (2), CreditPulse in b2b-credit-management read as Credit Pulse (2), Diligent in esg-and-carbon-reporting read as Diligent ESG (2), Divvy in expense-management read as BILL Spend & Expense (2), Divvy (BILL) in corporate-cards read as BILL Spend & Expense (2), Excel in board-and-investor-reporting read as Microsoft Excel (2), Excel in cash-flow-forecasting read as Microsoft Excel (2), Excel in entity-management read as Microsoft Excel (2), Expedia in corporate-travel-management read as Expedia for Business (2), Expensify in corporate-travel-management read as Expensify Travel (2), Experian Business in b2b-credit-management read as Experian Business Credit Reports (2), GEP in supplier-management read as GEP SMART (2), Hevo in account-reconciliation read as Hevo Data (2), Host Analytics in corporate-performance-management read as Planful (2), J.P. Morgan in business-banking read as Chase Business Banking (2), JPMorgan in corporate-cards read as J.P. Morgan Commercial Cards (2), Longview in corporate-tax-provision read as Longview Tax (2), Lucasys in corporate-tax-provision read as Lucasys Tax Provision (2), Microsoft Sustainability Manager in esg-and-carbon-reporting read as Microsoft Cloud for Sustainability (2), NetSuite in corporate-performance-management read as Oracle NetSuite (2), Netwrix in internal-controls-and-sox read as Netwrix Auditor (2), Oracle in lease-accounting read as Oracle Lease Accounting (2), Oracle Cloud ERP in erp-systems read as Oracle Fusion Cloud ERP (2), Oracle EPM in fpa-platforms read as Oracle Fusion Cloud EPM (2), Oracle EPM Cloud in corporate-performance-management read as Oracle Fusion Cloud EPM (2), Oracle ERP Cloud in accounting-software read as Oracle Fusion Cloud ERP (2), Oracle Fusion in procure-to-pay read as Oracle Fusion Cloud Procurement (2), Oracle Procurement in strategic-sourcing read as Oracle Fusion Cloud Procurement (2), Patriot in contractor-payments read as Patriot Software (2), ProfitWell (Paddle) in saas-metrics-and-analytics read as ProfitWell Metrics (2), ProfitWell / Paddle Metrics in saas-metrics-and-analytics read as ProfitWell Metrics (2), Prophix in cash-flow-forecasting read as Prophix One (2), Prophix One™ in fpa-platforms read as Prophix (2), Quadient (YayPay) in accounts-receivable-automation read as Quadient AR (2), Quadient Accounts Receivable in b2b-credit-management read as Quadient AR (2), Quadient/YayPay in accounts-receivable-automation read as Quadient AR (2), QuickBooks in cash-flow-forecasting read as QuickBooks Cash Flow Planner (2), QuickBooks in expense-management read as QuickBooks Online Expenses (2), QuickBooks Online in fixed-asset-accounting read as QuickBooks (2), QuickBooks Online Advanced in fixed-asset-accounting read as QuickBooks (2), SAP Group Reporting in financial-consolidation read as SAP S/4HANA Finance for Group Reporting (2), SAP S/4HANA in accounting-software read as SAP S/4HANA Finance (2), Square in contractor-payments read as Square Payroll (2), Transformance in accounts-receivable-automation read as Transformance CollectPulse (2), Tungsten in global-e-invoicing-compliance read as Tungsten Network (2), Tungsten Automation (Tungsten Network) in global-e-invoicing-compliance read as Tungsten Network (2), Wave Accounting in accounts-receivable-automation read as Wave (2), Wave Accounting in financial-reporting-and-dashboards read as Wave (2), Wave Accounting in invoicing-software read as Wave (2), Workday in financial-modeling-and-scenario-planning read as Workday Adaptive Planning (2), Workday Adaptive in cash-flow-forecasting read as Workday Adaptive Planning (2), Xero in cash-flow-forecasting read as Xero Cash Flow Forecasting (2), Yardi in lease-accounting read as Yardi Corom (2), 1688 in strategic-sourcing read as 1688.com (1), ACI in b2b-payment-acceptance read as ACI Worldwide (1), Acumatica in financial-consolidation read as Acumatica Cloud ERP (1), Adaptive Insights in corporate-performance-management read as Workday Adaptive Planning (1), Adaptive Insights in financial-reporting-and-dashboards read as Workday Adaptive Planning (1), Adaptive Insights (Workday) in financial-consolidation read as Workday Adaptive Planning (1), Adaptive Insights (Workday) in fpa-platforms read as Workday Adaptive Planning (1), Adaptive Insights (by Workday) in corporate-performance-management read as Workday Adaptive Planning (1), Adra in financial-close-management read as Trintech Adra (1), Adra by Trintech in financial-consolidation read as Trintech Adra (1), Agentforce Revenue Management in revenue-recognition read as Salesforce Revenue Cloud (1), Amadeus in corporate-travel-management read as Amadeus Cytric (1), American Express Corporate in corporate-cards read as American Express Corporate Card (1), Amex Business in corporate-cards read as American Express Corporate Card (1), AngelList in cap-table-management read as AngelList Stack (1), Ariba in strategic-sourcing read as SAP Ariba (1), Ariba in supplier-management read as SAP Ariba (1), Ariba (SAP) in strategic-sourcing read as SAP Ariba (1), Avalara (AvaTax & Avalara VAT) in global-e-invoicing-compliance read as Avalara E-Invoicing (1), Avalara (AvaTax) in global-e-invoicing-compliance read as Avalara E-Invoicing (1), Avalara 1099 in contractor-payments read as Avalara (1), Axiom Software in corporate-performance-management read as Axiom (1), BCd in corporate-travel-management read as BCD Travel (1), BILL in expense-management read as BILL Spend & Expense (1), BILL (Alt) in accounts-payable-automation read as BILL Accounts Payable (1), BILL (bill.com) in b2b-payment-acceptance read as BILL Accounts Receivable (1), BILL (formerly Divvy) in spend-management-platforms read as BILL Spend & Expense (1), BILL (formerly FreshBooks) in accounts-payable-automation read as BILL Accounts Payable (1), BILL AP/AR in ai-accounting-assistants read as BILL (1), BILL AP/AR in cash-application read as BILL (1), BILL AP/AR (formerly Bill.com) in accounts-payable-automation read as BILL Accounts Payable (1), BILL AP/AR (formerly Bill.com) in accounts-receivable-automation read as BILL Accounts Receivable (1), Bank of America Business Advantage in business-banking read as Bank of America (1), Bench Accounting in ai-accounting-assistants read as Bench (1), Bill (Bill.com) in b2b-payment-acceptance read as BILL Accounts Receivable (1), Bill.com in global-e-invoicing-compliance read as BILL (1), Bill.com in procure-to-pay read as BILL (1), CSC (CSC Services) in entity-management read as CSC Entity Management (1), Cake in cap-table-management read as Cake Equity (1), Capital One Spark Classic in corporate-cards read as Capital One Spark 1% Classic (1), Certify in expense-management read as Emburse (1), Certinia Revenue Recognition in revenue-recognition read as Certinia (1), Chargebee (with RevRec module) in revenue-recognition read as Chargebee RevRec (1), Citi Business in business-banking read as Citibank (1), Citibank in corporate-cards read as Citi Commercial Cards (1), Clockwork AI in fpa-platforms read as Clockwork (1), Clockwork.ai in financial-modeling-and-scenario-planning read as Clockwork (1), Computershare in entity-management read as Computershare GEMS (1), Corpay (formerly Cambridge Global) in cross-border-payments-and-fx read as Corpay Cross-Border Payments (1), Corporate Traveller in corporate-travel-management read as Corporate Traveler (1), Coupa in cash-flow-forecasting read as Coupa Treasury (1), Credit One Bank in business-banking read as Credit One (1), Diligent (Boardbooks) in board-and-investor-reporting read as Diligent Boards (1), Diligent (Diligent One Platform) in board-and-investor-reporting read as Diligent Boards (1), Diligent (OnPoint) in entity-management read as Diligent Entities (1), Diligent (formerly Boardable) in board-and-investor-reporting read as Diligent Boards (1), Divvy in business-bill-pay read as BILL Spend & Expense (1), Divvy in spend-management-platforms read as BILL Spend & Expense (1), Divvy (by Bill.com) in corporate-cards read as BILL Spend & Expense (1), Divvy (by Fiserv) in corporate-cards read as BILL Spend & Expense (1), Divvy (now BILL) in corporate-cards read as BILL Spend & Expense (1), Dynamics 365 Business Central in accounting-software read as Microsoft Dynamics 365 Business Central (1), Emburse Expense Enterprise (formerly Chrome River) in expense-management read as Emburse (1), Emburse Expense Professional (formerly Certify) in expense-management read as Emburse (1), Excel in internal-controls-and-sox read as Microsoft Excel (1), Excel / Spreadsheets in cap-table-management read as Microsoft Excel (1), Excel/Spreadsheets in financial-consolidation read as Microsoft Excel (1), Excel/Spreadsheets in lease-accounting read as Microsoft Excel (1), Excel/spreadsheets in cash-flow-forecasting read as Microsoft Excel (1), Expedia Business in corporate-travel-management read as Expedia for Business (1), FCM in corporate-travel-management read as FCM Travel (1), FIS Integrity in cash-flow-forecasting read as FIS Treasury and Risk Manager (1), FMIS in fixed-asset-accounting read as FMIS Fixed Assets (1), FastReport in financial-reporting-and-dashboards read as FastReports (1), GEP in procure-to-pay read as GEP SMART (1), GEP in strategic-sourcing read as GEP SMART (1), Graphite in supplier-management read as Graphite Connect (1), Grasshopper Bank in business-banking read as Grasshopper (1), Gust in entity-management read as Gust Launch (1), H&R Block in corporate-tax-provision read as H&R Block Small Business (1), HiBob Finance (formerly Mosaic) in fpa-platforms read as Bob Finance (1), Host Analytics in financial-consolidation read as Planful (1), ION in treasury-management-systems read as ION Treasury (1), Infor (CloudSuite) in erp-systems read as Infor CloudSuite (1), Infor (e.g., CloudSuite, LN) in erp-systems read as Infor CloudSuite (1), InsightSoftware (Longview Tax) in corporate-tax-provision read as Longview Tax (1), Intacct in accounting-software read as Sage Intacct (1), Intuit QuickBooks in accounting-software read as QuickBooks (1), Intuit/QuickBooks in erp-systems read as QuickBooks (1), J.P. Morgan in cap-table-management read as J.P. Morgan Workplace Solutions (1), J.P. Morgan in corporate-cards read as J.P. Morgan Commercial Cards (1), JPMorgan in business-banking read as Chase Business Banking (1), Kayak in corporate-travel-management read as KAYAK for Business (1), Kissflow in procure-to-pay read as Kissflow Procurement (1), Lloyds Bank in business-banking read as Lloyds (1), LogicGate (Risk Cloud) in internal-controls-and-sox read as LogicGate Risk Cloud (1), Lunos AI in cash-application read as Lunos (1), MRI in lease-accounting read as MRI ProLease (1), MRI Software in lease-accounting read as MRI ProLease (1), MRI Software (Fixed Asset Accounting) in fixed-asset-accounting read as MRI Fixed Asset Accounting (1), Maxio (Formerly SaaSOptics + Chargify) in saas-metrics-and-analytics read as Maxio Metrics (1), Maxio (formerly SaaSOptics / Chargify) in saas-metrics-and-analytics read as Maxio Metrics (1), Maxio (formerly SaaSOptics) in saas-metrics-and-analytics read as Maxio Metrics (1), Microsoft Dynamics in accounts-receivable-automation read as Microsoft Dynamics 365 (1), Microsoft Dynamics in cash-flow-forecasting read as Microsoft Dynamics 365 Finance (1), Microsoft Dynamics in financial-close-management read as Microsoft Dynamics 365 (1), Microsoft Dynamics 365 Finance in erp-systems read as Microsoft Dynamics 365 Finance & Operations (1), Microsoft Dynamics 365 Finance & Operations in fixed-asset-accounting read as Microsoft Dynamics 365 Finance (1), Microsoft SM Premium in esg-and-carbon-reporting read as Microsoft Cloud for Sustainability (1), NBKC Bank in business-banking read as NBKC (1), Navy Federal in business-banking read as Navy Federal Credit Union (1), NetSuite in accounts-payable-automation read as Oracle NetSuite (1), NetSuite in cash-flow-forecasting read as Oracle NetSuite (1), NetSuite in procure-to-pay read as Oracle NetSuite (1), NetSuite in saas-metrics-and-analytics read as Oracle NetSuite (1), NetSuite (Intelligent Close) in ai-accounting-assistants read as Oracle NetSuite (1), NetSuite (Oracle ERP) in accounting-software read as Oracle NetSuite (1), NetSuite (Oracle) in ai-accounting-assistants read as Oracle NetSuite (1), NetSuite (by Oracle) in fixed-asset-accounting read as Oracle NetSuite (1), NetSuite ERP in financial-reporting-and-dashboards read as Oracle NetSuite (1), Netgain (NetAsset / NetAsset Tax Pro) in fixed-asset-accounting read as NetAsset (1), Netgain (NetLease) in lease-accounting read as NetLease (1), Netsuite in erp-systems read as Oracle NetSuite (1), ONESOURCE (Thomson Reuters) in global-e-invoicing-compliance read as Thomson Reuters ONESOURCE (1), ONESOURCE (Thomson Reuters) in sales-tax-automation read as Thomson Reuters ONESOURCE (1), Oracle in b2b-credit-management read as Oracle Fusion Cloud Credit Management (1), Oracle in internal-controls-and-sox read as Oracle GRC (1), Oracle in procure-to-pay read as Oracle Fusion Cloud Procurement (1), Oracle in strategic-sourcing read as Oracle Fusion Cloud Procurement (1), Oracle in treasury-management-systems read as Oracle Treasury (1), Oracle Cash and Treasury Management in treasury-management-systems read as Oracle Treasury (1), Oracle Cloud EPM in financial-modeling-and-scenario-planning read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (FCCS) in financial-consolidation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Financial Consolidation & Close) in financial-consolidation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Hyperion) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle Cloud ERP in accounting-software read as Oracle Fusion Cloud ERP (1), Oracle Cloud ERP in financial-reporting-and-dashboards read as Oracle Fusion Cloud ERP (1), Oracle Coupa in supplier-management read as Coupa (1), Oracle EBS in erp-systems read as Oracle E-Business Suite (1), Oracle EPM in financial-close-management read as Oracle Fusion Cloud EPM (1), Oracle EPM (Hyperion) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle EPM (Hyperion) in fpa-platforms read as Oracle Fusion Cloud EPM (1), Oracle EPM Cloud in fpa-platforms read as Oracle Fusion Cloud EPM (1), Oracle EPM Enterprise in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle EPM Tax Provision in corporate-tax-provision read as Oracle Tax Reporting (1), Oracle ERP in accounting-software read as Oracle Fusion Cloud ERP (1), Oracle FCCS in financial-close-management read as Oracle Financial Consolidation and Close (1), Oracle FCCS in financial-consolidation read as Oracle Financial Consolidation and Close (1), Oracle FCCS (Financial Consolidation and Close System) in financial-consolidation read as Oracle Financial Consolidation and Close (1), Oracle Fusion Cloud in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Procurement in procure-to-pay read as Oracle Fusion Cloud Procurement (1), Oracle Procurement Cloud in spend-management-platforms read as Oracle Fusion Cloud Procurement (1), Oracle Tax Reporting Cloud Service (TRCS) in corporate-tax-provision read as Oracle Tax Reporting (1), Otto in corporate-travel-management read as Otto the Agent (1), Patriot Software Accounting in accounting-software read as Patriot Software (1), PayPal "Friends & Family." in contractor-payments read as PayPal MassPay (1), Perk (Formerly TravelPerk) in corporate-travel-management read as TravelPerk (1), Perk (TravelPerk) in corporate-travel-management read as TravelPerk (1), Planview in corporate-performance-management read as Planview Enterprise One (1), ProfitWell (Paddle Retain Metrics) in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell (now Paddle) in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell / Paddle in saas-metrics-and-analytics read as ProfitWell Metrics (1), Profitwell in saas-metrics-and-analytics read as ProfitWell Metrics (1), Prophix in account-reconciliation read as Prophix One (1), Prophix One in financial-reporting-and-dashboards read as Prophix (1), Prophix One™ in corporate-performance-management read as Prophix (1), Qlik in financial-reporting-and-dashboards read as Qlik Sense (1), Quadient in accounts-receivable-automation read as Quadient AR (1), Quadient in cash-application read as Quadient Accounts Receivable (1), Quadient (AR Platform) in accounts-receivable-automation read as Quadient AR (1), Quadient (Beanworks) in accounts-payable-automation read as Quadient AP (1), Quadient (formerly Beanworks) in accounts-payable-automation read as Quadient AP (1), Quadient AR (Formerly YayPay) in cash-application read as Quadient Accounts Receivable (1), Quadient Accounts Receivable in accounts-receivable-automation read as Quadient AR (1), Quantrix in financial-modeling-and-scenario-planning read as Quantrix Modeler (1), QuickBooks in global-e-invoicing-compliance read as QuickBooks Online (1), QuickBooks in sales-tax-automation read as QuickBooks Sales Tax (1), QuickBooks (Simple Start) in ai-accounting-assistants read as QuickBooks Online (1), QuickBooks Advanced in financial-close-management read as QuickBooks Online (1), QuickBooks Online (Advanced/Enterprise tiers) in invoicing-software read as QuickBooks (1), QuickBooks Online (Plus) in invoicing-software read as QuickBooks (1), QuickBooks Online (QBO) in cash-flow-forecasting read as QuickBooks Cash Flow Planner (1), QuickBooks Online Advanced in invoicing-software read as QuickBooks (1), QuickBooks Online Simple Start in accounting-software read as QuickBooks Online (1), QuickBooks Online Simple Start in ai-accounting-assistants read as QuickBooks Online (1), QuickBooks Simple Start in ai-accounting-assistants read as QuickBooks Online (1), Quicken (Bill Manager) in business-bill-pay read as Quicken Bill Manager (1), Ramp Intelligence in ai-accounting-assistants read as Ramp Accounting Agent (1), Ramp's AI spreadsheet tool in ai-accounting-assistants read as Ramp Accounting Agent (1), Resolve in b2b-payment-acceptance read as Resolve Pay (1), Rise in contractor-payments read as Rise Works (1), SAP in account-reconciliation read as SAP Reconciliation (1), SAP in revenue-recognition read as SAP Revenue Accounting and Reporting (1), SAP (R3/ECC) in erp-systems read as SAP S/4HANA (1), SAP (S/4HANA Finance) in fixed-asset-accounting read as SAP Asset Accounting (1), SAP (S/4HANA) in erp-systems read as SAP S/4HANA (1), SAP BPC (On-Premise) in corporate-performance-management read as SAP BPC (1), SAP Cloud ERP in erp-systems read as SAP S/4HANA (1), SAP Revenue Accounting in revenue-recognition read as SAP Revenue Accounting and Reporting (1), SaaSOptics in saas-metrics-and-analytics read as Maxio Metrics (1), Sage in ai-accounting-assistants read as Sage Intacct (1), Sage in fixed-asset-accounting read as Sage Fixed Assets (1), Sage Business Cloud Accounting in accounting-software read as Sage Accounting (1), ServiceNow GRC (Integrated Risk Management) in internal-controls-and-sox read as ServiceNow Integrated Risk Management (1), Shopify in sales-tax-automation read as Shopify Tax (1), SmartSuite in internal-controls-and-sox read as SmartSuite SOX Management (1), Sovos Compliance Cloud in global-e-invoicing-compliance read as Sovos Compliance Network (1), Spotlight in cash-flow-forecasting read as Spotlight Reporting (1), Stripe in invoicing-software read as Stripe Invoicing (1), Syft in financial-reporting-and-dashboards read as Syft Analytics (1), Tally in erp-systems read as TallyPrime (1), Taskade in saas-metrics-and-analytics read as Taskade Genesis (1), Thomson Reuters in global-e-invoicing-compliance read as Thomson Reuters ONESOURCE (1), Thomson Reuters in sales-tax-automation read as Thomson Reuters ONESOURCE (1), Transformance (CollectPulse) in accounts-receivable-automation read as Transformance CollectPulse (1), Tungsten Automation in global-e-invoicing-compliance read as Tungsten Network (1), U.S. Bank Commercial Rewards in corporate-cards read as U.S. Bank Commercial Rewards Card (1), Vena Solutions in board-and-investor-reporting read as Vena (1), Wave Accounting in account-reconciliation read as Wave (1), Wave Accounting in expense-management read as Wave (1), Wolters Kluwer in fpa-platforms read as CCH Tagetik (1), Wolters Kluwer (CCH Tagetik) in corporate-performance-management read as CCH Tagetik (1), Wolters Kluwer CCH Tagetik in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (1), Workday in cash-flow-forecasting read as Workday Adaptive Planning (1), Workday Adaptive in financial-modeling-and-scenario-planning read as Workday Adaptive Planning (1), Workday Lease Accounting in lease-accounting read as Workday (1), Workiva (Tax & Provision or Financial Reporting) in corporate-tax-provision read as Workiva Tax and Provision (1), Workiva (Tax & Provision) in corporate-tax-provision read as Workiva Tax and Provision (1), Xero in business-bill-pay read as Xero Bills (1), Xero Cash Flow in cash-flow-forecasting read as Xero Cash Flow Forecasting (1), YayPay in b2b-credit-management read as Quadient AR (1), YayPay (Quadient) in b2b-credit-management read as Quadient AR (1), Zapro.ai in procure-to-pay read as Zapro (1), Zoho in account-reconciliation read as Zoho Books (1), Zoho Procure in procure-to-pay read as Zoho Procurement (1)

Combined answers split into one label per product: ADP / Paychex, AccountsReceivable.ai / RemitClear, Adaptive Insights/Workday, Adyen/Helcim, Airbase/Spendesk, Airwallex/Brex, Amex GBT (Egencia) / American Express Global Business Travel, Avalara/Vertex, Basedash / FineReport, BoardPro/Govenda, Brex/Ramp, CSC Global/CSC Entity Management, CT Corporation (Wolters Kluwer) / Harbor Compliance, Corporatek / MinuteBox, Corporation Service Company (CSC) / CT Corporation, Creditsafe/Experian, DiliTrust/Legisway, Diligent / Nasdaq Boardvantage, Divvy/Bill Spend & Expense, Divvy/Ramp, Dropbox Business / Box, EDICOM/eezi (VAT IT), Egencia / Amex GBT Egencia, Excel + Dropbox, Excel and Spreadsheets, Excel/Smartsheet, FIS / Fiserv, Fidelity Private Shares/Shareworks, FloQast / Chaser, Float / Causal, HSBC/Barclays, HighRadius/Billtrust, IBM Planning Analytics (formerly TM1) & Cognos, IFS / Infor CloudSuite, Joiin / Syft Analytics, Lattice/15Five, LeaseCrunch / Crunchafi, LedgerUp / Maxio / Chargebee RevRec, MRI Lease Accounting / ProLease, Melio/BILL, Microsoft Power BI + SharePoint, MoneyGram / Western Union, Navan/TripActions, NetSuite / Oracle NetSuite, Novo / Found, OFX/Corpay, OneStream / Planful, OneStream/SAP, Oracle Cloud EPM / NetSuite, Oracle Cloud ERP / NetSuite, Oracle Fusion Cloud EPM / NetSuite, Oracle Fusion Cloud Fixed Assets / NetSuite, PayPal / Braintree, PayPal/Zelle, Perk/TravelPerk, Planful / Workday Adaptive Planning, Prophix One / Planful, QuickBooks Payments / QBO Advanced, QuickBooks Payments / QuickBooks Online, QuickBooks/Xero, Ramp Travel / Brex, SAP Analytics Cloud (SAC) / BPC, SAP Ariba Invoicing / SAP Business Network, SAP Business ByDesign / SAP S/4HANA Cloud, SAP BusinessObjects / Cognos, SAP S/4HANA / SAP Cloud ERP, Sage 50cloud / Sage Intacct, Sage Copilot / Microsoft Copilot for Finance, Sage Intacct / NetSuite ARM, Satago / Credit Hound, Spendesk and Paylocity for Finance, Spreadsheets and Excel, Stax/Sage, Stripe Billing / Stripe Sigma, TaxJar / Paddle, Thomson Reuters / BNA Fixed Assets, Tradeshift/Basware, Tradeshift/Pagero, Western Union & MoneyGram, Wolters Kluwer CCH Axcess / CCH Integrator, Workday / SAP RAR, Xero/QuickBooks AI, Zoho Invoice / Zoho Billing, Zuora / Zuora RevPro, Zuora Revenue / RevPro, spreadsheets/Excel, spreadsheets/Google Sheets

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 8 of 35 categories (23%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-travel-management, cross-border-payments-and-fx, entity-management, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, sales-tax-automation, spend-management-platforms, supplier-management
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 21 of 41 categories (51%); differing under the strict rule: account-reconciliation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cash-application, cash-flow-forecasting, corporate-cards, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, strategic-sourcing, supplier-management, treasury-management-systems
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 32 of 41 categories (78%); differing under the strict rule: account-reconciliation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, revenue-recognition, saas-metrics-and-analytics, strategic-sourcing, supplier-management, treasury-management-systems
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 20 of 41 categories (49%); differing under the strict rule: account-reconciliation, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-tax-provision, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-consolidation, financial-modeling-and-scenario-planning, fixed-asset-accounting, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, strategic-sourcing, supplier-management, treasury-management-systems
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 26 of 41 categories (63%); differing under the strict rule: accounts-receivable-automation, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cash-application, cash-flow-forecasting, contractor-payments, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, revenue-recognition, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Mistral Small: a direct first choice kept as first choice or alternative in 17 of 41 categories (41%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, expense-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 26 of 41 categories (63%); differing under the strict rule: account-reconciliation, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, entity-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, internal-controls-and-sox, invoicing-software, strategic-sourcing, supplier-management, treasury-management-systems
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 7 of 38 categories (18%); differing under the strict rule: account-reconciliation, accounting-software, accounts-receivable-automation, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, corporate-travel-management, entity-management, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 21 of 41 categories (51%); differing under the strict rule: account-reconciliation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-consolidation, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Kimi K2: a direct first choice kept as first choice or alternative in 24 of 41 categories (59%); differing under the strict rule: account-reconciliation, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, procure-to-pay, revenue-recognition, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 24 of 41 categories (59%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, entity-management, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, spend-management-platforms, supplier-management, treasury-management-systems
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 15 of 41 categories (37%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems


# Segment: Enterprise

# Finance AI Recommendation Index, run edition-2026-09

245 prompts, 12 models, 15,141 raw judge labels, 15,211 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 12,881 by alias or canonical name, 1577 by category-scoped alias, 155 from combined answers split into their products, 62 from combined answers counted once for their first product, 4 excluded by rule, 533 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 7 | 31 | 18% |
| GPT-5.4 mini | 10 | 31 | 24% |
| Gemini 3.5 Flash | 19 | 22 | 46% |
| Perplexity Sonar | 15 | 26 | 37% |
| Grok 4.1 Fast | 17 | 24 | 41% |
| Mistral Small | 3 | 38 | 7% |
| DeepSeek V4 Flash | 12 | 29 | 29% |
| Llama 4 Maverick | 3 | 32 | 9% |
| Qwen 3.7 Flash | 11 | 30 | 27% |
| Kimi K2 | 11 | 30 | 27% |
| GLM 4.7 FlashX | 15 | 26 | 37% |
| MiniMax M2.5 | 8 | 33 | 20% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 12 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| account-reconciliation | BlackLine | 61% | 51 | clear leader |
| accounting-software | Oracle NetSuite | 35% | 48 | contested |
| accounts-payable-automation | Tipalti | 18% | 40 | contested |
| accounts-receivable-automation | HighRadius | 67% | 43 | clear leader |
| ai-accounting-assistants | Vic.ai | 12% | 41 | contested |
| b2b-credit-management | HighRadius Credit Cloud | 72% | 40 | clear leader |
| b2b-payment-acceptance | HighRadius | 28% | 43 | contested |
| board-and-investor-reporting | Nasdaq Boardvantage | 20% | 45 | contested |
| business-banking | Rho | 20% | 45 | contested |
| business-bill-pay | Tipalti | 42% | 43 | clear leader |
| cap-table-management | Carta | 34% | 44 | contested |
| cash-application | HighRadius | 49% | 39 | clear leader |
| cash-flow-forecasting | Kyriba | 35% | 40 | contested |
| contractor-payments | Tipalti | 24% | 49 | contested |
| corporate-cards | Ramp | 51% | 41 | clear leader |
| corporate-performance-management | OneStream | 30% | 47 | contested |
| corporate-tax-provision | Thomson Reuters ONESOURCE Tax Provision | 64% | 44 | clear leader |
| corporate-travel-management | SAP Concur | 48% | 46 | clear leader |
| cross-border-payments-and-fx | Thunes | 22% | 37 | contested |
| entity-management | Diligent Entities | 39% | 46 | contested |
| erp-systems | SAP S/4HANA | 48% | 50 | clear leader |
| esg-and-carbon-reporting | Workiva | 38% | 50 | contested |
| expense-management | SAP Concur | 66% | 38 | clear leader |
| financial-close-management | BlackLine | 64% | 45 | clear leader |
| financial-consolidation | OneStream | 78% | 37 | clear leader |
| financial-modeling-and-scenario-planning | Anaplan | 56% | 39 | clear leader |
| financial-reporting-and-dashboards | Microsoft Power BI | 19% | 47 | contested |
| fixed-asset-accounting | Oracle Fusion Cloud Fixed Assets | 23% | 52 | contested |
| fpa-platforms | Anaplan | 48% | 40 | clear leader |
| global-e-invoicing-compliance | Sovos Compliance Network | 39% | 46 | contested |
| internal-controls-and-sox | AuditBoard | 25% | 48 | contested |
| invoicing-software | NetSuite SuiteBilling | 20% | 41 | contested |
| lease-accounting | Nakisa Lease Administration | 24% | 41 | contested |
| procure-to-pay | Coupa | 42% | 53 | clear leader |
| revenue-recognition | Zuora Revenue | 56% | 39 | clear leader |
| saas-metrics-and-analytics | ChartMogul | 19% | 43 | contested |
| sales-tax-automation | Avalara AvaTax | 44% | 50 | clear leader |
| spend-management-platforms | Coupa | 54% | 50 | clear leader |
| strategic-sourcing | SAP Ariba | 35% | 51 | contested |
| supplier-management | SAP Ariba | 40% | 43 | contested |
| treasury-management-systems | Kyriba | 47% | 49 | clear leader |

**account-reconciliation**: BlackLine 61%, HighRadius 6%, Trintech 6%, Trintech Cadency 6%, FloQast 4%

**accounting-software**: Oracle NetSuite 35%, SAP S/4HANA Finance 25%, Acumatica 19%, Oracle Fusion Cloud ERP 8%, Sage Intacct 8%

**accounts-payable-automation**: Coupa 18%, Tipalti 18%, HighRadius 15%, Basware 12%, Medius 10%

**accounts-receivable-automation**: HighRadius 67%, Billtrust 9%, Quadient AR 5%, Alguna 2%, BILL Accounts Receivable 2%

**ai-accounting-assistants**: Vic.ai 12%, BlackLine 10%, Oracle NetSuite 10%, FloQast 7%, Maxima 7%

**b2b-credit-management**: HighRadius Credit Cloud 72%, Bectran 5%, Credit Pulse 5%, Billtrust 2%, Dun & Bradstreet 2%

**b2b-payment-acceptance**: HighRadius 28%, Adyen 23%, Billtrust 14%, Stax 9%, Stripe 9%

**board-and-investor-reporting**: Nasdaq Boardvantage 20%, Diligent Boards 18%, Workiva 13%, Q4 11%, OnBoard 7%

**business-banking**: Rho 20%, Brex 18%, Chase Business Banking 16%, Mercury 9%, PNC Bank 7%

**business-bill-pay**: Tipalti 42%, HighRadius 23%, Coupa 12%, BILL 5%, Factura.ai 2%

**cap-table-management**: Carta 34%, Shareworks 23%, J.P. Morgan Workplace Solutions 9%, Qapita 9%, Mantle 7%

**cash-application**: HighRadius 49%, BlackLine Cash Application 8%, Stuut 8%, Ledge 5%, Transformance ClearMatch 5%

**cash-flow-forecasting**: Kyriba 35%, Tesorio 20%, HighRadius 15%, Anaplan 5%, Transformance CashPulse 5%

**contractor-payments**: Tipalti 24%, Routable 18%, Papaya Global 12%, Deel 10%, WorkMarket 8%

**corporate-cards**: Ramp 51%, Brex 15%, J.P. Morgan Commercial Cards 10%, American Express Corporate Card 7%, BILL Spend & Expense 5%

**corporate-performance-management**: Anaplan 30%, OneStream 30%, Oracle Fusion Cloud EPM 17%, Betterworks 4%, Workday Adaptive Planning 4%

**corporate-tax-provision**: Thomson Reuters ONESOURCE Tax Provision 64%, ADP SmartCompliance 5%, CCH Tagetik Tax Provision & Reporting 5%, CSC Corptax 5%, Sovos Tax Provision 5%

**corporate-travel-management**: SAP Concur 48%, Navan 28%, American Express Global Business Travel 7%, Amex GBT Egencia 4%, Ramp 4%

**cross-border-payments-and-fx**: Kyriba 22%, Thunes 22%, Airwallex 19%, Wise Business 14%, Corpay Cross-Border Payments 8%

**entity-management**: Diligent Entities 39%, Athennian 20%, CSC Entity Management 11%, Lextree 7%, LegalX 4%

**erp-systems**: SAP S/4HANA 48%, Oracle Fusion Cloud ERP 20%, Microsoft Dynamics 365 Finance & Operations 14%, Microsoft Dynamics 365 6%, Workday Financial Management 6%

**esg-and-carbon-reporting**: Workiva 38%, Watershed 20%, IBM Envizi 10%, Sweep 6%, Ditchcarbon 4%

**expense-management**: SAP Concur 66%, Ramp 11%, Brex 5%, Emburse 5%, Expensify 5%

**financial-close-management**: BlackLine 64%, FloQast 9%, OneStream 9%, HighRadius 7%, Numeric 4%

**financial-consolidation**: OneStream 78%, Oracle Fusion Cloud EPM 8%, Board 3%, Oracle Financial Consolidation and Close 3%, Oracle NetSuite 3%

**financial-modeling-and-scenario-planning**: Anaplan 56%, Limelight 18%, Pigment 5%, Acterys 3%, Board 3%

**financial-reporting-and-dashboards**: Microsoft Power BI 19%, OneStream 17%, Workday Adaptive Planning 9%, Acumatica 4%, Anaplan 4%

**fixed-asset-accounting**: Oracle Fusion Cloud Fixed Assets 23%, Sage Fixed Assets 17%, Microsoft Dynamics 365 Finance 10%, Oracle NetSuite 8%, Asset Panda 6%

**fpa-platforms**: Anaplan 48%, Workday Adaptive Planning 20%, Pigment 15%, Board 2%, Cube 2%

**global-e-invoicing-compliance**: Sovos Compliance Network 39%, Vertex 15%, Pagero 13%, Avalara E-Invoicing 7%, Basware 7%

**internal-controls-and-sox**: AuditBoard 25%, MetricStream 21%, Workiva 12%, Optro 10%, ServiceNow Integrated Risk Management 6%

**invoicing-software**: NetSuite SuiteBilling 20%, Tipalti 15%, HighRadius 12%, Zuora 10%, Chargebee 7%

**lease-accounting**: Nakisa Lease Administration 24%, FinQuery 15%, LeaseAccelerator 15%, Visual Lease 15%, Black Owl Systems 7%

**procure-to-pay**: Coupa 42%, SAP Ariba 36%, Ivalua 9%, Stampli 4%, GEP SMART 2%

**revenue-recognition**: Zuora Revenue 56%, Maxio 5%, NetSuite Advanced Revenue Management 5%, RightRev 5%, SAP Revenue Accounting and Reporting 5%

**saas-metrics-and-analytics**: ChartMogul 19%, Maxio Metrics 14%, ProfitWell Metrics 7%, Fairview 5%, Reveal 5%

**sales-tax-automation**: Avalara AvaTax 44%, Vertex 38%, Taxwire 4%, Zamp 4%, Anrok 2%

**spend-management-platforms**: Coupa 54%, Ramp 14%, Brex 6%, SAP Concur 6%, Payhawk 4%

**strategic-sourcing**: Coupa 35%, SAP Ariba 35%, Ivalua 8%, Jaggaer 8%, Zycus 4%

**supplier-management**: SAP Ariba 40%, Coupa 23%, GEP SMART 5%, Gatekeeper 5%, Ivalua 5%

**treasury-management-systems**: Kyriba 47%, Oracle Transportation Management 12%, GTreasury 8%, HighRadius 6%, Smartling 6%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **account-reconciliation**: BlackLine (6 models, 1 hard; 8 of 57 labels negative), Microsoft Excel (5 models, 5 hard; 5 of 5 labels negative), FloQast (5 models, 1 hard; 6 of 25 labels negative), Trintech Adra (3 models, 1 hard; 4 of 8 labels negative)
- **accounting-software**: QuickBooks (10 models, 8 hard; 11 of 15 labels negative), Xero (9 models, 9 hard; 15 of 19 labels negative), SAP S/4HANA Finance (8 models; 11 of 56 labels negative), Oracle NetSuite (6 models, 1 hard; 11 of 62 labels negative)
- **accounts-payable-automation**: BILL Accounts Payable (11 models, 10 hard; 20 of 27 labels negative), Ramp (7 models; 11 of 21 labels negative), Coupa (6 models, 2 hard; 7 of 45 labels negative), Stampli (6 models, 1 hard; 8 of 25 labels negative)
- **accounts-receivable-automation**: BILL Accounts Receivable (4 models, 3 hard; 5 of 8 labels negative), HighRadius (4 models; 4 of 54 labels negative), BlackLine Invoice-to-Cash (3 models, 1 hard; 3 of 12 labels negative), Billtrust (3 models; 3 of 44 labels negative)
- **ai-accounting-assistants**: ChatGPT (8 models, 5 hard; 8 of 8 labels negative), QuickBooks Online (7 models, 7 hard; 10 of 13 labels negative), Claude (7 models, 6 hard; 8 of 8 labels negative), Xero (6 models, 1 hard; 6 of 9 labels negative)
- **b2b-credit-management**: HighRadius Credit Cloud (5 models; 5 of 57 labels negative), SAP Credit Management (4 models, 1 hard; 4 of 9 labels negative), Esker (4 models; 4 of 33 labels negative), Kolleno (3 models, 3 hard; 3 of 3 labels negative)
- **b2b-payment-acceptance**: BILL Accounts Receivable (8 models, 4 hard; 10 of 16 labels negative), PayPal (6 models, 3 hard; 6 of 7 labels negative), Stripe (6 models, 1 hard; 6 of 37 labels negative), Melio (5 models, 4 hard; 5 of 7 labels negative)
- **board-and-investor-reporting**: Diligent Boards (8 models, 2 hard; 10 of 44 labels negative), Dropbox (3 models, 3 hard; 3 of 3 labels negative), Google Drive (3 models, 3 hard; 3 of 3 labels negative), Microsoft Excel (3 models, 3 hard; 3 of 3 labels negative)
- **business-banking**: Bank of America (7 models, 3 hard; 10 of 33 labels negative), Chase Business Banking (7 models, 2 hard; 9 of 43 labels negative), Wells Fargo (7 models, 2 hard; 8 of 19 labels negative), Citibank (6 models, 4 hard; 7 of 21 labels negative)
- **business-bill-pay**: BILL (12 models, 7 hard; 29 of 47 labels negative), Ramp (7 models, 2 hard; 10 of 21 labels negative), Brex (5 models, 1 hard; 5 of 8 labels negative), Melio (4 models, 4 hard; 9 of 14 labels negative)
- **cap-table-management**: Pulley (10 models, 13 hard; 22 of 42 labels negative), Carta (9 models, 4 hard; 19 of 62 labels negative), Shareworks (6 models; 8 of 55 labels negative), Cake Equity (5 models, 3 hard; 7 of 12 labels negative)
- **cash-application**: HighRadius (9 models, 2 hard; 11 of 52 labels negative), Billtrust (6 models, 3 hard; 8 of 31 labels negative), BlackLine Cash Application (6 models; 6 of 36 labels negative), Esker (4 models, 2 hard; 6 of 30 labels negative)
- **cash-flow-forecasting**: Microsoft Excel (7 models, 7 hard; 7 of 7 labels negative), Float (7 models, 3 hard; 8 of 13 labels negative), Anaplan (7 models, 2 hard; 8 of 31 labels negative), Google Sheets (4 models, 4 hard; 4 of 4 labels negative)
- **contractor-payments**: Deel (9 models, 4 hard; 11 of 49 labels negative), Gusto (5 models, 5 hard; 8 of 13 labels negative), Remote (5 models, 3 hard; 5 of 32 labels negative), Payoneer Workforce Management (5 models, 1 hard; 8 of 18 labels negative)
- **corporate-cards**: Brex (6 models, 2 hard; 7 of 54 labels negative), American Express Corporate Card (5 models, 1 hard; 9 of 33 labels negative), Ramp (3 models; 4 of 58 labels negative), SAP Concur (3 models; 3 of 8 labels negative)
- **corporate-performance-management**: Oracle Fusion Cloud EPM (10 models, 1 hard; 14 of 50 labels negative), Anaplan (9 models, 2 hard; 16 of 57 labels negative), Vena (9 models, 2 hard; 9 of 18 labels negative), Workday Adaptive Planning (8 models, 2 hard; 10 of 50 labels negative)
- **corporate-tax-provision**: Longview Tax (4 models; 5 of 26 labels negative), Spreadsheets (3 models, 3 hard; 3 of 3 labels negative), Thomson Reuters ONESOURCE Tax Provision (3 models, 1 hard; 3 of 56 labels negative), Bloomberg Tax Provision (3 models; 3 of 34 labels negative)
- **corporate-travel-management**: SAP Concur (7 models, 2 hard; 14 of 60 labels negative), TravelPerk (7 models, 2 hard; 11 of 37 labels negative), Navan (7 models, 1 hard; 8 of 58 labels negative), American Express Global Business Travel (5 models, 1 hard; 6 of 26 labels negative)
- **cross-border-payments-and-fx**: Wise Business (7 models, 1 hard; 11 of 33 labels negative), Payoneer (5 models, 1 hard; 5 of 16 labels negative), PayPal (4 models, 3 hard; 4 of 5 labels negative), Traditional banks (3 models, 1 hard; 4 of 4 labels negative)
- **entity-management**: CSC Entity Management (6 models, 1 hard; 6 of 34 labels negative), Computershare GEMS (6 models, 1 hard; 6 of 29 labels negative), EntityKeeper (5 models, 2 hard; 5 of 14 labels negative), Microsoft Excel (4 models, 4 hard; 4 of 4 labels negative)
- **erp-systems**: Oracle NetSuite (9 models, 2 hard; 12 of 31 labels negative), SAP S/4HANA (9 models; 11 of 62 labels negative), Oracle Fusion Cloud ERP (6 models; 7 of 53 labels negative), SAP ECC (5 models, 5 hard; 5 of 5 labels negative)
- **esg-and-carbon-reporting**: SAP Sustainability Control Tower (7 models, 1 hard; 9 of 21 labels negative), Salesforce Net Zero Cloud (6 models, 3 hard; 6 of 18 labels negative), IBM Envizi (6 models, 2 hard; 8 of 38 labels negative), Oracle (4 models; 4 of 4 labels negative)
- **expense-management**: Expensify (11 models, 5 hard; 15 of 34 labels negative), SAP Concur (6 models, 1 hard; 11 of 63 labels negative), Brex (5 models; 7 of 32 labels negative), BILL Spend & Expense (4 models, 1 hard; 4 of 15 labels negative)
- **financial-close-management**: FloQast (8 models, 3 hard; 12 of 45 labels negative), Numeric (7 models, 3 hard; 8 of 23 labels negative), BlackLine (7 models; 8 of 61 labels negative), Workiva (6 models; 7 of 38 labels negative)
- **financial-consolidation**: Oracle Fusion Cloud EPM (4 models, 1 hard; 4 of 34 labels negative), Planful (3 models, 3 hard; 5 of 22 labels negative), Anaplan (3 models, 2 hard; 3 of 11 labels negative), CCH Tagetik (3 models, 1 hard; 3 of 37 labels negative)
- **financial-modeling-and-scenario-planning**: Anaplan (7 models; 8 of 45 labels negative), Microsoft Excel (5 models, 5 hard; 6 of 7 labels negative), OneStream (5 models; 5 of 12 labels negative), Workday Adaptive Planning (5 models; 5 of 29 labels negative)
- **financial-reporting-and-dashboards**: Microsoft Power BI (8 models, 1 hard; 8 of 31 labels negative), Microsoft Excel (7 models, 7 hard; 7 of 7 labels negative), Tableau (7 models, 1 hard; 7 of 26 labels negative), Google Sheets (5 models, 5 hard; 5 of 5 labels negative)
- **fixed-asset-accounting**: Asset Panda (4 models, 2 hard; 4 of 25 labels negative), Sage Fixed Assets (4 models, 1 hard; 6 of 41 labels negative), UpKeep (4 models, 1 hard; 4 of 8 labels negative), Oracle NetSuite (4 models; 5 of 14 labels negative)
- **fpa-platforms**: Anaplan (10 models, 2 hard; 13 of 66 labels negative), Workday Adaptive Planning (9 models, 1 hard; 12 of 64 labels negative), Vena (8 models, 2 hard; 9 of 25 labels negative), Cube (7 models, 6 hard; 8 of 17 labels negative)
- **global-e-invoicing-compliance**: Tungsten Network (5 models, 1 hard; 5 of 14 labels negative), SAP Ariba (5 models; 5 of 11 labels negative), Avalara E-Invoicing (4 models; 5 of 19 labels negative), Sovos Compliance Network (4 models; 4 of 49 labels negative)
- **internal-controls-and-sox**: Vanta (4 models, 1 hard; 7 of 13 labels negative), MetricStream (4 models; 4 of 36 labels negative), Microsoft Excel (3 models, 3 hard; 3 of 3 labels negative), Drata (3 models, 1 hard; 6 of 9 labels negative)
- **invoicing-software**: FreshBooks (9 models, 10 hard; 13 of 13 labels negative), QuickBooks (8 models, 7 hard; 15 of 19 labels negative), BILL (7 models, 5 hard; 9 of 19 labels negative), Wave (5 models, 6 hard; 6 of 6 labels negative)
- **lease-accounting**: Oracle Lease Accounting (5 models, 2 hard; 6 of 10 labels negative), Microsoft Excel (4 models, 3 hard; 4 of 4 labels negative), FinQuery (4 models, 1 hard; 5 of 39 labels negative), SAP (4 models, 1 hard; 4 of 4 labels negative)
- **procure-to-pay**: SAP Ariba (8 models, 1 hard; 10 of 61 labels negative), Coupa (7 models, 1 hard; 8 of 55 labels negative), Oracle Fusion Cloud Procurement (3 models; 3 of 31 labels negative), Amazon Business (2 models, 1 hard; 2 of 2 labels negative)
- **revenue-recognition**: Maxio (5 models, 3 hard; 9 of 15 labels negative), Chargebee RevRec (5 models, 2 hard; 5 of 9 labels negative), Zuora Revenue (5 models, 2 hard; 8 of 57 labels negative), NetSuite Advanced Revenue Management (5 models, 1 hard; 9 of 37 labels negative)
- **saas-metrics-and-analytics**: ChartMogul (9 models, 7 hard; 15 of 47 labels negative), ProfitWell Metrics (9 models, 7 hard; 14 of 27 labels negative), Baremetrics (8 models, 10 hard; 15 of 35 labels negative), Tableau (7 models, 3 hard; 9 of 26 labels negative)
- **sales-tax-automation**: Avalara AvaTax (11 models, 1 hard; 16 of 67 labels negative), TaxJar (9 models, 7 hard; 17 of 26 labels negative), Vertex (7 models; 7 of 64 labels negative), TaxCloud (6 models, 3 hard; 6 of 7 labels negative)
- **spend-management-platforms**: Ramp (9 models, 5 hard; 17 of 45 labels negative), Coupa (9 models, 4 hard; 12 of 61 labels negative), BILL Spend & Expense (6 models, 3 hard; 6 of 14 labels negative), SAP Concur (6 models, 3 hard; 9 of 33 labels negative)
- **strategic-sourcing**: SAP Ariba (7 models, 3 hard; 8 of 55 labels negative), Coupa (4 models; 4 of 54 labels negative), Workday P2P/T&E (3 models, 2 hard; 3 of 3 labels negative), Ivalua (2 models; 2 of 45 labels negative)
- **supplier-management**: SAP Ariba (11 models, 5 hard; 18 of 58 labels negative), Coupa (10 models, 6 hard; 15 of 58 labels negative), Procurify (5 models, 4 hard; 5 of 6 labels negative), Gatekeeper (4 models, 3 hard; 5 of 14 labels negative)
- **treasury-management-systems**: SAP Treasury and Risk Management (6 models; 6 of 33 labels negative), Trovata (5 models, 2 hard; 7 of 21 labels negative), Agicap (4 models, 3 hard; 4 of 4 labels negative), Oracle Treasury (4 models; 4 of 13 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| account-reconciliation | BlackLine | 61% | 14% | 57 | endorsed leader |
| account-reconciliation | HighRadius | 6% | 5% | 37 | accepted challenger |
| account-reconciliation | Trintech | 6% | 8% | 24 | accepted challenger |
| account-reconciliation | Trintech Cadency | 6% | 12% | 25 | accepted challenger |
| account-reconciliation | FloQast | 4% | 24% | 25 | accepted challenger |
| account-reconciliation | OneStream | 2% | 0% | 20 | accepted challenger |
| account-reconciliation | ReconArt | 0% | 7% | 15 | accepted challenger |
| account-reconciliation | Numeric | 0% | 14% | 14 | accepted challenger |
| accounting-software | Oracle NetSuite | 35% | 18% | 62 | endorsed leader |
| accounting-software | SAP S/4HANA Finance | 25% | 20% | 56 | accepted challenger |
| accounting-software | Acumatica | 19% | 0% | 23 | accepted challenger |
| accounting-software | Oracle Fusion Cloud ERP | 8% | 10% | 21 | accepted challenger |
| accounting-software | Sage Intacct | 8% | 12% | 40 | accepted challenger |
| accounting-software | Microsoft Dynamics 365 Finance | 2% | 9% | 45 | accepted challenger |
| accounting-software | Workday Financial Management | 0% | 15% | 26 | accepted challenger |
| accounting-software | QuickBooks | 0% | 73% | 15 | criticized challenger |
| accounting-software | Xero | 0% | 79% | 19 | criticized challenger |
| accounts-payable-automation | Tipalti | 18% | 12% | 51 | accepted challenger |
| accounts-payable-automation | Coupa | 18% | 16% | 45 | accepted challenger |
| accounts-payable-automation | HighRadius | 15% | 0% | 28 | accepted challenger |
| accounts-payable-automation | Basware | 12% | 6% | 33 | accepted challenger |
| accounts-payable-automation | Medius | 10% | 4% | 28 | accepted challenger |
| accounts-payable-automation | SAP Concur Invoice | 5% | 30% | 10 | criticized challenger |
| accounts-payable-automation | Ramp | 5% | 52% | 21 | criticized challenger |
| accounts-payable-automation | SAP Concur | 2% | 19% | 26 | accepted challenger |
| accounts-payable-automation | SAP Ariba | 2% | 20% | 10 | accepted challenger |
| accounts-payable-automation | Stampli | 2% | 32% | 25 | criticized challenger |
| accounts-payable-automation | AvidXchange | 0% | 43% | 14 | criticized challenger |
| accounts-payable-automation | BILL Accounts Payable | 0% | 74% | 27 | criticized challenger |
| accounts-receivable-automation | HighRadius | 67% | 7% | 54 | endorsed leader |
| accounts-receivable-automation | Billtrust | 9% | 7% | 44 | accepted challenger |
| accounts-receivable-automation | Quadient AR | 5% | 0% | 12 | accepted challenger |
| accounts-receivable-automation | Tesorio | 0% | 6% | 17 | accepted challenger |
| accounts-receivable-automation | Esker | 0% | 11% | 19 | accepted challenger |
| accounts-receivable-automation | Sidetrade | 0% | 12% | 16 | accepted challenger |
| accounts-receivable-automation | Versapay | 0% | 15% | 20 | accepted challenger |
| accounts-receivable-automation | BlackLine Invoice-to-Cash | 0% | 25% | 12 | criticized challenger |
| ai-accounting-assistants | Vic.ai | 12% | 5% | 37 | accepted challenger |
| ai-accounting-assistants | BlackLine | 10% | 0% | 23 | accepted challenger |
| ai-accounting-assistants | Oracle NetSuite | 10% | 10% | 20 | accepted challenger |
| ai-accounting-assistants | FloQast | 7% | 8% | 26 | accepted challenger |
| ai-accounting-assistants | Sage Intacct | 7% | 12% | 24 | accepted challenger |
| ai-accounting-assistants | Numeric | 7% | 14% | 22 | accepted challenger |
| ai-accounting-assistants | Ramp Accounting Agent | 2% | 10% | 10 | accepted challenger |
| ai-accounting-assistants | Trullion | 0% | 0% | 11 | accepted challenger |
| ai-accounting-assistants | QuickBooks Online | 0% | 77% | 13 | criticized challenger |
| b2b-credit-management | HighRadius Credit Cloud | 72% | 9% | 57 | endorsed leader |
| b2b-credit-management | Credit Pulse | 5% | 0% | 14 | accepted challenger |
| b2b-credit-management | Bectran | 5% | 7% | 14 | accepted challenger |
| b2b-credit-management | Billtrust | 2% | 12% | 26 | accepted challenger |
| b2b-credit-management | Esker | 2% | 12% | 33 | accepted challenger |
| b2b-credit-management | Sidetrade | 0% | 0% | 10 | accepted challenger |
| b2b-credit-management | D&B Finance Analytics | 0% | 0% | 11 | accepted challenger |
| b2b-credit-management | Creditsafe | 0% | 7% | 14 | accepted challenger |
| b2b-credit-management | Tesorio | 0% | 15% | 13 | accepted challenger |
| b2b-credit-management | Nuvo | 0% | 18% | 17 | accepted challenger |
| b2b-payment-acceptance | HighRadius | 28% | 0% | 38 | accepted challenger |
| b2b-payment-acceptance | Adyen | 23% | 0% | 38 | accepted challenger |
| b2b-payment-acceptance | Billtrust | 14% | 0% | 17 | accepted challenger |
| b2b-payment-acceptance | Stripe | 9% | 16% | 37 | accepted challenger |
| b2b-payment-acceptance | Airwallex | 2% | 0% | 10 | accepted challenger |
| b2b-payment-acceptance | Worldpay | 2% | 11% | 19 | accepted challenger |
| b2b-payment-acceptance | Tipalti | 2% | 17% | 12 | accepted challenger |
| b2b-payment-acceptance | TreviPay | 0% | 0% | 10 | accepted challenger |
| b2b-payment-acceptance | Versapay | 0% | 0% | 10 | accepted challenger |
| b2b-payment-acceptance | BILL Accounts Receivable | 0% | 62% | 16 | criticized challenger |
| board-and-investor-reporting | Nasdaq Boardvantage | 20% | 8% | 36 | accepted challenger |
| board-and-investor-reporting | Diligent Boards | 18% | 23% | 44 | accepted challenger |
| board-and-investor-reporting | Workiva | 13% | 0% | 16 | accepted challenger |
| board-and-investor-reporting | OnBoard | 7% | 10% | 29 | accepted challenger |
| board-and-investor-reporting | Aprio Board Portal | 4% | 9% | 11 | accepted challenger |
| board-and-investor-reporting | Board Intelligence | 0% | 6% | 16 | accepted challenger |
| board-and-investor-reporting | Azeus Convene | 0% | 6% | 16 | accepted challenger |
| board-and-investor-reporting | BoardEffect | 0% | 23% | 13 | accepted challenger |
| business-banking | Rho | 20% | 21% | 24 | accepted challenger |
| business-banking | Brex | 18% | 19% | 32 | accepted challenger |
| business-banking | Chase Business Banking | 16% | 21% | 43 | accepted challenger |
| business-banking | Mercury | 9% | 37% | 30 | criticized challenger |
| business-banking | Ramp | 7% | 26% | 19 | criticized challenger |
| business-banking | Wells Fargo | 4% | 42% | 19 | criticized challenger |
| business-banking | Airwallex | 2% | 15% | 13 | accepted challenger |
| business-banking | Bank of America | 2% | 30% | 33 | criticized challenger |
| business-banking | Relay | 0% | 20% | 10 | accepted challenger |
| business-banking | HSBC | 0% | 23% | 13 | accepted challenger |
| business-banking | Citibank | 0% | 33% | 21 | criticized challenger |
| business-bill-pay | Tipalti | 42% | 2% | 45 | endorsed leader |
| business-bill-pay | HighRadius | 23% | 0% | 25 | accepted challenger |
| business-bill-pay | Coupa | 12% | 6% | 35 | accepted challenger |
| business-bill-pay | BILL | 5% | 62% | 47 | criticized challenger |
| business-bill-pay | SAP Ariba | 2% | 0% | 14 | accepted challenger |
| business-bill-pay | Stampli | 2% | 20% | 15 | accepted challenger |
| business-bill-pay | AvidXchange | 0% | 18% | 17 | accepted challenger |
| business-bill-pay | Ramp | 0% | 48% | 21 | criticized challenger |
| business-bill-pay | Melio | 0% | 64% | 14 | criticized challenger |
| cap-table-management | Carta | 34% | 31% | 62 | criticized default |
| cap-table-management | Shareworks | 23% | 15% | 55 | accepted challenger |
| cap-table-management | J.P. Morgan Workplace Solutions | 9% | 11% | 18 | accepted challenger |
| cap-table-management | Qapita | 9% | 12% | 26 | accepted challenger |
| cap-table-management | Pulley | 5% | 52% | 42 | criticized challenger |
| cap-table-management | Astrella | 2% | 18% | 17 | accepted challenger |
| cap-table-management | Eqvista | 2% | 39% | 18 | criticized challenger |
| cap-table-management | Ledgy | 0% | 16% | 37 | accepted challenger |
| cap-table-management | Cake Equity | 0% | 58% | 12 | criticized challenger |
| cash-application | HighRadius | 49% | 21% | 52 | endorsed leader |
| cash-application | BlackLine Cash Application | 8% | 17% | 36 | accepted challenger |
| cash-application | Esker | 3% | 20% | 30 | accepted challenger |
| cash-application | Emagia | 0% | 9% | 11 | accepted challenger |
| cash-application | Serrala | 0% | 11% | 19 | accepted challenger |
| cash-application | Versapay | 0% | 14% | 21 | accepted challenger |
| cash-application | Billtrust | 0% | 26% | 31 | criticized challenger |
| cash-flow-forecasting | Kyriba | 35% | 6% | 47 | endorsed leader |
| cash-flow-forecasting | Tesorio | 20% | 4% | 25 | accepted challenger |
| cash-flow-forecasting | HighRadius | 15% | 3% | 31 | accepted challenger |
| cash-flow-forecasting | Transformance CashPulse | 5% | 0% | 15 | accepted challenger |
| cash-flow-forecasting | Workday Adaptive Planning | 5% | 19% | 26 | accepted challenger |
| cash-flow-forecasting | Anaplan | 5% | 26% | 31 | criticized challenger |
| cash-flow-forecasting | Cube | 2% | 7% | 14 | accepted challenger |
| cash-flow-forecasting | GTreasury | 0% | 0% | 18 | accepted challenger |
| cash-flow-forecasting | Pigment | 0% | 9% | 11 | accepted challenger |
| cash-flow-forecasting | Float | 0% | 62% | 13 | criticized challenger |
| contractor-payments | Tipalti | 24% | 2% | 45 | accepted challenger |
| contractor-payments | Routable | 18% | 0% | 20 | accepted challenger |
| contractor-payments | Papaya Global | 12% | 5% | 39 | accepted challenger |
| contractor-payments | Deel | 10% | 22% | 49 | accepted challenger |
| contractor-payments | Worksuite | 8% | 0% | 28 | accepted challenger |
| contractor-payments | WorkMarket | 8% | 23% | 13 | accepted challenger |
| contractor-payments | Rippling | 4% | 14% | 29 | accepted challenger |
| contractor-payments | Remote | 0% | 16% | 32 | accepted challenger |
| contractor-payments | Payoneer Workforce Management | 0% | 44% | 18 | criticized challenger |
| contractor-payments | Wise Business | 0% | 45% | 11 | criticized challenger |
| contractor-payments | Gusto | 0% | 62% | 13 | criticized challenger |
| corporate-cards | Ramp | 51% | 7% | 58 | endorsed leader |
| corporate-cards | Brex | 15% | 13% | 54 | accepted challenger |
| corporate-cards | J.P. Morgan Commercial Cards | 10% | 5% | 19 | accepted challenger |
| corporate-cards | American Express Corporate Card | 7% | 27% | 33 | criticized challenger |
| corporate-cards | BILL Spend & Expense | 5% | 6% | 32 | accepted challenger |
| corporate-cards | Airwallex | 2% | 0% | 21 | accepted challenger |
| corporate-cards | Rippling Spend | 2% | 5% | 22 | accepted challenger |
| corporate-cards | Citi Commercial Cards | 2% | 6% | 17 | accepted challenger |
| corporate-cards | Rho | 2% | 20% | 10 | accepted challenger |
| corporate-cards | Navan | 0% | 12% | 16 | accepted challenger |
| corporate-performance-management | OneStream | 30% | 7% | 54 | accepted challenger |
| corporate-performance-management | Anaplan | 30% | 28% | 57 | criticized challenger |
| corporate-performance-management | Oracle Fusion Cloud EPM | 17% | 28% | 50 | criticized challenger |
| corporate-performance-management | Workday Adaptive Planning | 4% | 20% | 50 | accepted challenger |
| corporate-performance-management | SAP Analytics Cloud | 2% | 17% | 23 | accepted challenger |
| corporate-performance-management | Planful | 2% | 18% | 17 | accepted challenger |
| corporate-performance-management | CCH Tagetik | 0% | 0% | 11 | accepted challenger |
| corporate-performance-management | Board | 0% | 0% | 14 | accepted challenger |
| corporate-performance-management | Pigment | 0% | 6% | 16 | accepted challenger |
| corporate-performance-management | IBM Planning Analytics | 0% | 39% | 18 | criticized challenger |
| corporate-performance-management | Vena | 0% | 50% | 18 | criticized challenger |
| corporate-performance-management | SAP BPC | 0% | 60% | 10 | criticized challenger |
| corporate-performance-management | Oracle Hyperion | 0% | 73% | 11 | criticized challenger |
| corporate-tax-provision | Thomson Reuters ONESOURCE Tax Provision | 64% | 5% | 56 | endorsed leader |
| corporate-tax-provision | CSC Corptax | 5% | 7% | 27 | accepted challenger |
| corporate-tax-provision | Sovos Tax Provision | 5% | 11% | 28 | accepted challenger |
| corporate-tax-provision | Wolters Kluwer CCH Tagetik Tax Provision | 2% | 0% | 21 | accepted challenger |
| corporate-tax-provision | Vertex | 2% | 0% | 11 | accepted challenger |
| corporate-tax-provision | Bloomberg Tax Provision | 2% | 9% | 34 | accepted challenger |
| corporate-tax-provision | Longview Tax | 2% | 19% | 26 | accepted challenger |
| corporate-tax-provision | Oracle Tax Reporting | 0% | 0% | 15 | accepted challenger |
| corporate-tax-provision | Workiva Tax and Provision | 0% | 0% | 10 | accepted challenger |
| corporate-travel-management | SAP Concur | 48% | 23% | 60 | endorsed leader |
| corporate-travel-management | Navan | 28% | 14% | 58 | accepted challenger |
| corporate-travel-management | American Express Global Business Travel | 7% | 23% | 26 | accepted challenger |
| corporate-travel-management | Amex GBT Egencia | 4% | 19% | 31 | accepted challenger |
| corporate-travel-management | Ramp | 4% | 25% | 12 | criticized challenger |
| corporate-travel-management | BCD Travel | 2% | 26% | 23 | criticized challenger |
| corporate-travel-management | TravelPerk | 2% | 30% | 37 | criticized challenger |
| corporate-travel-management | Brex | 2% | 30% | 10 | criticized challenger |
| corporate-travel-management | Spotnana | 0% | 12% | 17 | accepted challenger |
| corporate-travel-management | CWT | 0% | 30% | 20 | criticized challenger |
| cross-border-payments-and-fx | Kyriba | 22% | 0% | 11 | accepted challenger |
| cross-border-payments-and-fx | Thunes | 22% | 4% | 26 | accepted challenger |
| cross-border-payments-and-fx | Airwallex | 19% | 0% | 41 | accepted challenger |
| cross-border-payments-and-fx | Wise Business | 14% | 33% | 33 | criticized challenger |
| cross-border-payments-and-fx | Corpay Cross-Border Payments | 8% | 8% | 12 | accepted challenger |
| cross-border-payments-and-fx | Convera | 3% | 0% | 10 | accepted challenger |
| cross-border-payments-and-fx | Tipalti | 3% | 0% | 10 | accepted challenger |
| cross-border-payments-and-fx | Nium | 3% | 5% | 22 | accepted challenger |
| cross-border-payments-and-fx | Adyen | 3% | 7% | 30 | accepted challenger |
| cross-border-payments-and-fx | Currencycloud | 0% | 0% | 12 | accepted challenger |
| cross-border-payments-and-fx | Stripe | 0% | 15% | 20 | accepted challenger |
| cross-border-payments-and-fx | Payoneer | 0% | 31% | 16 | criticized challenger |
| entity-management | Diligent Entities | 39% | 15% | 46 | endorsed leader |
| entity-management | Athennian | 20% | 8% | 37 | accepted challenger |
| entity-management | CSC Entity Management | 11% | 18% | 34 | accepted challenger |
| entity-management | Wolters Kluwer Legisway | 2% | 8% | 13 | accepted challenger |
| entity-management | Computershare GEMS | 2% | 21% | 29 | accepted challenger |
| entity-management | EntityKeeper | 2% | 36% | 14 | criticized challenger |
| entity-management | MinuteBox | 0% | 9% | 11 | accepted challenger |
| entity-management | CT Corporation Entity Management | 0% | 10% | 10 | accepted challenger |
| erp-systems | SAP S/4HANA | 48% | 18% | 62 | endorsed leader |
| erp-systems | Oracle Fusion Cloud ERP | 20% | 13% | 53 | accepted challenger |
| erp-systems | Microsoft Dynamics 365 Finance & Operations | 14% | 0% | 31 | accepted challenger |
| erp-systems | Microsoft Dynamics 365 | 6% | 5% | 21 | accepted challenger |
| erp-systems | Workday Financial Management | 6% | 5% | 38 | accepted challenger |
| erp-systems | Acumatica | 4% | 29% | 14 | criticized challenger |
| erp-systems | Oracle NetSuite | 2% | 39% | 31 | criticized challenger |
| erp-systems | Infor CloudSuite | 0% | 19% | 27 | accepted challenger |
| erp-systems | Epicor Kinetic | 0% | 20% | 10 | accepted challenger |
| esg-and-carbon-reporting | Workiva | 38% | 5% | 42 | endorsed leader |
| esg-and-carbon-reporting | Watershed | 20% | 9% | 33 | accepted challenger |
| esg-and-carbon-reporting | IBM Envizi | 10% | 21% | 38 | accepted challenger |
| esg-and-carbon-reporting | Sweep | 6% | 5% | 19 | accepted challenger |
| esg-and-carbon-reporting | Persefoni | 4% | 14% | 28 | accepted challenger |
| esg-and-carbon-reporting | Normative | 2% | 9% | 11 | accepted challenger |
| esg-and-carbon-reporting | Enablon | 2% | 27% | 11 | criticized challenger |
| esg-and-carbon-reporting | Salesforce Net Zero Cloud | 2% | 33% | 18 | criticized challenger |
| esg-and-carbon-reporting | Diligent ESG | 0% | 0% | 15 | accepted challenger |
| esg-and-carbon-reporting | Novisto | 0% | 10% | 20 | accepted challenger |
| esg-and-carbon-reporting | Sphera | 0% | 21% | 19 | accepted challenger |
| esg-and-carbon-reporting | SAP Sustainability Control Tower | 0% | 43% | 21 | criticized challenger |
| expense-management | SAP Concur | 66% | 17% | 63 | endorsed leader |
| expense-management | Ramp | 11% | 17% | 46 | accepted challenger |
| expense-management | Emburse | 5% | 6% | 32 | accepted challenger |
| expense-management | Brex | 5% | 22% | 32 | accepted challenger |
| expense-management | Expensify | 5% | 44% | 34 | criticized challenger |
| expense-management | Navan | 3% | 6% | 36 | accepted challenger |
| expense-management | Zoho Expense | 3% | 33% | 12 | criticized challenger |
| expense-management | Coupa Expense Management | 0% | 10% | 21 | accepted challenger |
| expense-management | BILL Spend & Expense | 0% | 27% | 15 | criticized challenger |
| financial-close-management | BlackLine | 64% | 13% | 61 | endorsed leader |
| financial-close-management | OneStream | 9% | 3% | 39 | accepted challenger |
| financial-close-management | FloQast | 9% | 27% | 45 | criticized challenger |
| financial-close-management | HighRadius | 7% | 0% | 10 | accepted challenger |
| financial-close-management | Numeric | 4% | 35% | 23 | criticized challenger |
| financial-close-management | Workiva | 2% | 18% | 38 | accepted challenger |
| financial-close-management | CCH Tagetik | 0% | 0% | 11 | accepted challenger |
| financial-close-management | Trintech Cadency | 0% | 9% | 11 | accepted challenger |
| financial-close-management | Trintech | 0% | 13% | 30 | accepted challenger |
| financial-consolidation | OneStream | 78% | 2% | 55 | endorsed leader |
| financial-consolidation | Oracle Fusion Cloud EPM | 8% | 12% | 34 | accepted challenger |
| financial-consolidation | Oracle NetSuite | 3% | 15% | 13 | accepted challenger |
| financial-consolidation | Oracle Financial Consolidation and Close | 3% | 30% | 10 | criticized challenger |
| financial-consolidation | Prophix | 0% | 7% | 15 | accepted challenger |
| financial-consolidation | CCH Tagetik | 0% | 8% | 37 | accepted challenger |
| financial-consolidation | Vena | 0% | 10% | 10 | accepted challenger |
| financial-consolidation | SAP S/4HANA Finance for Group Reporting | 0% | 12% | 16 | accepted challenger |
| financial-consolidation | BlackLine | 0% | 18% | 17 | accepted challenger |
| financial-consolidation | Planful | 0% | 23% | 22 | accepted challenger |
| financial-consolidation | Anaplan | 0% | 27% | 11 | criticized challenger |
| financial-modeling-and-scenario-planning | Anaplan | 56% | 18% | 45 | endorsed leader |
| financial-modeling-and-scenario-planning | Limelight | 18% | 0% | 10 | accepted challenger |
| financial-modeling-and-scenario-planning | Pigment | 5% | 21% | 14 | accepted challenger |
| financial-modeling-and-scenario-planning | Workday Adaptive Planning | 3% | 17% | 29 | accepted challenger |
| financial-modeling-and-scenario-planning | OneStream | 3% | 42% | 12 | criticized challenger |
| financial-modeling-and-scenario-planning | Vena | 0% | 7% | 15 | accepted challenger |
| financial-modeling-and-scenario-planning | Oracle Fusion Cloud EPM | 0% | 23% | 13 | accepted challenger |
| financial-reporting-and-dashboards | Microsoft Power BI | 19% | 26% | 31 | criticized challenger |
| financial-reporting-and-dashboards | OneStream | 17% | 21% | 19 | accepted challenger |
| financial-reporting-and-dashboards | Workday Adaptive Planning | 9% | 13% | 15 | accepted challenger |
| financial-reporting-and-dashboards | Anaplan | 4% | 15% | 13 | accepted challenger |
| financial-reporting-and-dashboards | SAP Analytics Cloud | 2% | 12% | 17 | accepted challenger |
| financial-reporting-and-dashboards | Oracle NetSuite | 2% | 20% | 10 | accepted challenger |
| financial-reporting-and-dashboards | Tableau | 2% | 27% | 26 | criticized challenger |
| financial-reporting-and-dashboards | Looker | 0% | 13% | 15 | accepted challenger |
| financial-reporting-and-dashboards | Qlik Sense | 0% | 29% | 14 | criticized challenger |
| financial-reporting-and-dashboards | IBM Cognos Analytics | 0% | 33% | 12 | criticized challenger |
| fixed-asset-accounting | Oracle Fusion Cloud Fixed Assets | 23% | 3% | 29 | accepted challenger |
| fixed-asset-accounting | Sage Fixed Assets | 17% | 15% | 41 | accepted challenger |
| fixed-asset-accounting | Microsoft Dynamics 365 Finance | 10% | 7% | 14 | accepted challenger |
| fixed-asset-accounting | Oracle NetSuite | 8% | 36% | 14 | criticized challenger |
| fixed-asset-accounting | SAP Asset Accounting | 6% | 14% | 22 | accepted challenger |
| fixed-asset-accounting | Asset Panda | 6% | 16% | 25 | accepted challenger |
| fixed-asset-accounting | NetSuite Fixed Assets Management | 4% | 0% | 19 | accepted challenger |
| fixed-asset-accounting | Bloomberg Tax Fixed Assets | 4% | 0% | 14 | accepted challenger |
| fixed-asset-accounting | IBM Maximo | 2% | 16% | 19 | accepted challenger |
| fpa-platforms | Anaplan | 48% | 20% | 66 | endorsed leader |
| fpa-platforms | Workday Adaptive Planning | 20% | 19% | 64 | accepted challenger |
| fpa-platforms | Pigment | 15% | 10% | 40 | accepted challenger |
| fpa-platforms | Board | 2% | 3% | 31 | accepted challenger |
| fpa-platforms | OneStream | 2% | 9% | 45 | accepted challenger |
| fpa-platforms | IBM Planning Analytics | 2% | 19% | 21 | accepted challenger |
| fpa-platforms | Cube | 2% | 47% | 17 | criticized challenger |
| fpa-platforms | CCH Tagetik | 0% | 7% | 15 | accepted challenger |
| fpa-platforms | SAP Analytics Cloud | 0% | 10% | 20 | accepted challenger |
| fpa-platforms | Oracle Fusion Cloud EPM | 0% | 11% | 36 | accepted challenger |
| fpa-platforms | Planful | 0% | 19% | 21 | accepted challenger |
| fpa-platforms | Vena | 0% | 36% | 25 | criticized challenger |
| global-e-invoicing-compliance | Sovos Compliance Network | 39% | 8% | 49 | endorsed leader |
| global-e-invoicing-compliance | Vertex | 15% | 0% | 19 | accepted challenger |
| global-e-invoicing-compliance | Pagero | 13% | 8% | 37 | accepted challenger |
| global-e-invoicing-compliance | Basware | 7% | 11% | 27 | accepted challenger |
| global-e-invoicing-compliance | Avalara E-Invoicing | 7% | 26% | 19 | criticized challenger |
| global-e-invoicing-compliance | HighRadius | 0% | 0% | 14 | accepted challenger |
| global-e-invoicing-compliance | Tipalti | 0% | 0% | 10 | accepted challenger |
| global-e-invoicing-compliance | Coupa | 0% | 17% | 12 | accepted challenger |
| global-e-invoicing-compliance | Tungsten Network | 0% | 36% | 14 | criticized challenger |
| global-e-invoicing-compliance | SAP Ariba | 0% | 45% | 11 | criticized challenger |
| internal-controls-and-sox | AuditBoard | 25% | 7% | 30 | accepted challenger |
| internal-controls-and-sox | MetricStream | 21% | 11% | 36 | accepted challenger |
| internal-controls-and-sox | Workiva | 12% | 3% | 35 | accepted challenger |
| internal-controls-and-sox | Optro | 10% | 9% | 11 | accepted challenger |
| internal-controls-and-sox | ServiceNow Integrated Risk Management | 6% | 0% | 32 | accepted challenger |
| internal-controls-and-sox | SAP GRC | 4% | 0% | 17 | accepted challenger |
| internal-controls-and-sox | Archer | 4% | 10% | 20 | accepted challenger |
| internal-controls-and-sox | Pathlock | 2% | 0% | 11 | accepted challenger |
| internal-controls-and-sox | IBM OpenPages | 0% | 0% | 10 | accepted challenger |
| internal-controls-and-sox | Diligent One Platform | 0% | 5% | 21 | accepted challenger |
| internal-controls-and-sox | Vanta | 0% | 54% | 13 | criticized challenger |
| invoicing-software | NetSuite SuiteBilling | 20% | 3% | 36 | accepted challenger |
| invoicing-software | Tipalti | 15% | 4% | 27 | accepted challenger |
| invoicing-software | HighRadius | 12% | 0% | 18 | accepted challenger |
| invoicing-software | Zuora | 10% | 7% | 15 | accepted challenger |
| invoicing-software | Chargebee | 7% | 0% | 19 | accepted challenger |
| invoicing-software | SAP S/4HANA | 7% | 17% | 12 | accepted challenger |
| invoicing-software | SAP Ariba | 7% | 18% | 11 | accepted challenger |
| invoicing-software | BILL | 5% | 47% | 19 | criticized challenger |
| invoicing-software | Coupa | 2% | 12% | 17 | accepted challenger |
| invoicing-software | SAP Concur | 2% | 12% | 16 | accepted challenger |
| invoicing-software | Sage Intacct | 0% | 6% | 17 | accepted challenger |
| invoicing-software | QuickBooks | 0% | 79% | 19 | criticized challenger |
| invoicing-software | FreshBooks | 0% | 100% | 13 | criticized challenger |
| lease-accounting | Nakisa Lease Administration | 24% | 8% | 40 | accepted challenger |
| lease-accounting | LeaseAccelerator | 15% | 5% | 37 | accepted challenger |
| lease-accounting | Visual Lease | 15% | 11% | 45 | accepted challenger |
| lease-accounting | FinQuery | 15% | 13% | 39 | accepted challenger |
| lease-accounting | Black Owl Systems | 7% | 5% | 20 | accepted challenger |
| lease-accounting | MRI ProLease | 7% | 6% | 31 | accepted challenger |
| lease-accounting | BlackLine Lease Accounting | 5% | 0% | 13 | accepted challenger |
| lease-accounting | CoStar Real Estate Manager | 2% | 21% | 14 | accepted challenger |
| lease-accounting | Spacebase | 2% | 27% | 11 | criticized challenger |
| lease-accounting | Trullion | 0% | 10% | 21 | accepted challenger |
| lease-accounting | Oracle Lease Accounting | 0% | 60% | 10 | criticized challenger |
| procure-to-pay | Coupa | 42% | 15% | 55 | endorsed leader |
| procure-to-pay | SAP Ariba | 36% | 16% | 61 | endorsed leader |
| procure-to-pay | Ivalua | 9% | 2% | 41 | accepted challenger |
| procure-to-pay | GEP SMART | 2% | 3% | 32 | accepted challenger |
| procure-to-pay | Zip | 2% | 8% | 13 | accepted challenger |
| procure-to-pay | Oracle Fusion Cloud Procurement | 2% | 10% | 31 | accepted challenger |
| procure-to-pay | Jaggaer | 0% | 7% | 30 | accepted challenger |
| revenue-recognition | Zuora Revenue | 56% | 14% | 57 | endorsed leader |
| revenue-recognition | Younium | 5% | 9% | 11 | accepted challenger |
| revenue-recognition | RightRev | 5% | 10% | 42 | accepted challenger |
| revenue-recognition | SAP Revenue Accounting and Reporting | 5% | 11% | 46 | accepted challenger |
| revenue-recognition | NetSuite Advanced Revenue Management | 5% | 24% | 37 | accepted challenger |
| revenue-recognition | Maxio | 5% | 60% | 15 | criticized challenger |
| revenue-recognition | Workday Financial Management | 3% | 14% | 21 | accepted challenger |
| revenue-recognition | Oracle Revenue Management Cloud | 0% | 7% | 14 | accepted challenger |
| revenue-recognition | Sage Intacct Revenue Recognition | 0% | 14% | 14 | accepted challenger |
| saas-metrics-and-analytics | ChartMogul | 19% | 32% | 47 | criticized challenger |
| saas-metrics-and-analytics | Maxio Metrics | 14% | 6% | 17 | accepted challenger |
| saas-metrics-and-analytics | ProfitWell Metrics | 7% | 52% | 27 | criticized challenger |
| saas-metrics-and-analytics | Databox | 2% | 13% | 15 | accepted challenger |
| saas-metrics-and-analytics | Looker | 2% | 21% | 29 | accepted challenger |
| saas-metrics-and-analytics | Microsoft Power BI | 2% | 24% | 25 | accepted challenger |
| saas-metrics-and-analytics | Tableau | 2% | 35% | 26 | criticized challenger |
| saas-metrics-and-analytics | Baremetrics | 2% | 43% | 35 | criticized challenger |
| saas-metrics-and-analytics | Amplitude | 0% | 15% | 26 | accepted challenger |
| saas-metrics-and-analytics | Mixpanel | 0% | 24% | 17 | accepted challenger |
| sales-tax-automation | Avalara AvaTax | 44% | 24% | 67 | endorsed leader |
| sales-tax-automation | Vertex | 38% | 11% | 64 | endorsed leader |
| sales-tax-automation | Zamp | 4% | 8% | 12 | accepted challenger |
| sales-tax-automation | Thomson Reuters ONESOURCE | 2% | 17% | 24 | accepted challenger |
| sales-tax-automation | Anrok | 2% | 31% | 16 | criticized challenger |
| sales-tax-automation | Sovos | 0% | 15% | 41 | accepted challenger |
| sales-tax-automation | TaxJar | 0% | 65% | 26 | criticized challenger |
| spend-management-platforms | Coupa | 54% | 20% | 61 | endorsed leader |
| spend-management-platforms | Ramp | 14% | 38% | 45 | criticized challenger |
| spend-management-platforms | SAP Concur | 6% | 27% | 33 | criticized challenger |
| spend-management-platforms | Brex | 6% | 33% | 33 | criticized challenger |
| spend-management-platforms | Payhawk | 4% | 16% | 19 | accepted challenger |
| spend-management-platforms | SAP Ariba | 2% | 15% | 26 | accepted challenger |
| spend-management-platforms | Spendesk | 2% | 36% | 11 | criticized challenger |
| spend-management-platforms | BILL Spend & Expense | 2% | 43% | 14 | criticized challenger |
| spend-management-platforms | Ivalua | 0% | 0% | 13 | accepted challenger |
| spend-management-platforms | Oracle Fusion Cloud Procurement | 0% | 7% | 15 | accepted challenger |
| spend-management-platforms | Navan | 0% | 7% | 14 | accepted challenger |
| spend-management-platforms | Emburse | 0% | 8% | 13 | accepted challenger |
| spend-management-platforms | Jaggaer | 0% | 10% | 10 | accepted challenger |
| spend-management-platforms | Airbase | 0% | 23% | 26 | accepted challenger |
| strategic-sourcing | Coupa | 35% | 7% | 54 | endorsed leader |
| strategic-sourcing | SAP Ariba | 35% | 15% | 55 | endorsed leader |
| strategic-sourcing | Ivalua | 8% | 4% | 45 | accepted challenger |
| strategic-sourcing | Jaggaer | 8% | 5% | 40 | accepted challenger |
| strategic-sourcing | Zycus | 4% | 10% | 20 | accepted challenger |
| strategic-sourcing | GEP SMART | 2% | 3% | 29 | accepted challenger |
| strategic-sourcing | Keelvar | 0% | 8% | 12 | accepted challenger |
| supplier-management | SAP Ariba | 40% | 31% | 58 | criticized default |
| supplier-management | Coupa | 23% | 26% | 58 | criticized challenger |
| supplier-management | GEP SMART | 5% | 4% | 26 | accepted challenger |
| supplier-management | Ivalua | 5% | 10% | 39 | accepted challenger |
| supplier-management | Gatekeeper | 5% | 36% | 14 | criticized challenger |
| supplier-management | Jaggaer | 2% | 12% | 32 | accepted challenger |
| supplier-management | Oracle Fusion Cloud Procurement | 0% | 25% | 16 | criticized challenger |
| treasury-management-systems | Kyriba | 47% | 2% | 49 | endorsed leader |
| treasury-management-systems | GTreasury | 8% | 3% | 31 | accepted challenger |
| treasury-management-systems | HighRadius | 6% | 0% | 15 | accepted challenger |
| treasury-management-systems | ION Treasury | 2% | 14% | 22 | accepted challenger |
| treasury-management-systems | FIS Quantum | 0% | 8% | 12 | accepted challenger |
| treasury-management-systems | FIS | 0% | 10% | 10 | accepted challenger |
| treasury-management-systems | SAP Treasury and Risk Management | 0% | 18% | 33 | accepted challenger |
| treasury-management-systems | Coupa Treasury | 0% | 18% | 11 | accepted challenger |
| treasury-management-systems | Oracle Treasury | 0% | 31% | 13 | criticized challenger |
| treasury-management-systems | Trovata | 0% | 33% | 21 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products.  have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**Anthropic products** (1 products, 11 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Claude | 0/1/1 |  | 0/3/3 | 0/1/1 | 0/1/1 | 0/1/1 | 0/1/1 |  | 0/1/1 | 0/1/1 |  | 0/1/1 |

Mean label weight on Anthropic products: Claude Haiku 4.5 -3.00 over 1 labels; the other 11 models -2.70 over 10 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**OpenAI products** (2 products, 13 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT | 0/1/1 |  | 0/1/1 | 0/1/1 | 0/2/2 | 0/1/1 | 0/1/1 |  | 0/1/1 | 0/1/1 | 0/1/1 | 0/1/1 |
| GPT-4 |  |  | 0/2/2 |  |  |  |  |  |  |  |  |  |

Mean label weight on OpenAI products: GPT-5.4 mini +0.00 over 0 labels; the other 11 models -2.62 over 13 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (8 products, 86 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Looker | 3/0/3 | 2/0/2 | 4/2/6 | 2/0/2 | 5/2/7 | 2/0/2 | 4/0/4 |  | 4/3/7 | 3/2/5 | 4/3/7 | 3/0/3 |
| Google Sheets | 0/1/1 |  | 0/5/5 |  | 0/5/5 |  | 0/1/1 |  | 0/5/5 | 0/1/1 | 0/4/4 | 0/2/2 |
| Gemini |  |  | 0/1/1 |  | 0/1/1 |  | 0/1/1 |  |  |  |  |  |
| Google Drive |  |  | 0/1/1 |  |  |  | 0/1/1 |  |  |  | 0/1/1 |  |
| Google Analytics |  | 0/1/1 |  |  | 0/1/1 |  |  |  |  |  | 0/1/1 |  |
| Looker Studio |  |  |  | 0/1/1 |  |  |  |  |  |  | 0/1/1 |  |
| BigQuery |  |  | 2/0/2 |  |  |  |  |  |  |  |  |  |
| Google Slides |  |  |  | 0/1/1 |  |  |  |  |  |  |  |  |

Mean label weight on Google products: Gemini 3.5 Flash -0.93 over 15 labels; the other 11 models -0.62 over 71 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 533 labels counted under the raw name, for human review:

"Complete" by SAP Concur & Amex GBT in corporate-travel-management (1), AWS Data Modeling in Glue/Bedrock in financial-modeling-and-scenario-planning (1), Aatrix in contractor-payments (1), Abrigo in b2b-credit-management (1), ActiveReports in financial-reporting-and-dashboards (1), Adeptia Automate in accounts-payable-automation (1), Adobe Analytics in saas-metrics-and-analytics (1), Affinity in strategic-sourcing (1), Agilysis in supplier-management (1), Agricultural Bank of China (ABC) in business-banking (1), Airwalnce in cash-flow-forecasting (1), Algoan in board-and-investor-reporting (1), Alibaba Cloud Quick BI in saas-metrics-and-analytics (1), Allvue Investor Portal in board-and-investor-reporting (1), Allvue Systems in board-and-investor-reporting (1), AmSoft in fixed-asset-accounting (1), American Express Global Commercial Pay (Amex) in corporate-cards (1), American Express Global Corporate Payments in corporate-cards (1), Amex GBT Neo in corporate-travel-management (1), Amperity in entity-management (1), Anacomp in cash-flow-forecasting (1), Apache Airflow in financial-consolidation (1), AppDynamics in saas-metrics-and-analytics (1), AppSheet in internal-controls-and-sox (1), Apptio Cloudability in saas-metrics-and-analytics (1), Asana Portfolio in corporate-performance-management (1), Asure Payroll Tax Management in corporate-tax-provision (1), Auditive in supplier-management (1), Auditoria.ai in ai-accounting-assistants (1), Avalara VAT & Compliance in global-e-invoicing-compliance (1), Avalara VAT Returns & Reporting in global-e-invoicing-compliance (1), Axis Bank's Current Account for Large Corporates in business-banking (1), Axway eInvoicing in global-e-invoicing-compliance (1), Azure Data Studio extensions in financial-modeling-and-scenario-planning (1), Baker Hill in b2b-credit-management (1), Bank of China (BoC) in business-banking (1), Bead AI in internal-controls-and-sox (1), Benevity in esg-and-carbon-reporting (1), BeyondIntranet's Strategic Sourcing Software in strategic-sourcing (1), BillQuick (BQE Software) in invoicing-software (1), Billtrust Buyer Payment Portal in b2b-payment-acceptance (1), BlackLine Fixed Assets in fixed-asset-accounting (1), Blaze.tech in supplier-management (1), Blue Ridge in account-reconciliation (1), Blueprism/UiPath-led customized flows in entity-management (1), BoardBook in board-and-investor-reporting (1), BoardEdge in board-and-investor-reporting (1), BoardPak in board-and-investor-reporting (1), Boardwise in board-and-investor-reporting (1), Bordinal in board-and-investor-reporting (1), Bottomline Paymode-X in business-bill-pay (1), Brex Payables / Brex Bill Pay in business-bill-pay (1), BrizoConsol in financial-consolidation (1), Brookson Group in contractor-payments (1), Budgetly in expense-management (1), C&R Software's Debt Manager in accounts-receivable-automation (1), CAB Payments in cross-border-payments-and-fx (1), CGI in business-bill-pay (1), CLARC Infinity in global-e-invoicing-compliance (1), CRIF in b2b-credit-management (1), CT/CSC in entity-management (1), CargoWise in treasury-management-systems (1), CartaX in cap-table-management (1), Cegid Allmybanks in treasury-management-systems (1), Centraleyes in supplier-management (1), Ceridian Dayforce HCM in treasury-management-systems (1), Charles Schwab Stock Plan Services in cap-table-management (1), ChartDB in financial-modeling-and-scenario-planning (1), China Construction Bank (CCB) in business-banking (1), Citibank CitiDirect BE in b2b-payment-acceptance (1), Clarity Business Travel in corporate-travel-management (1), Clarity PPM in corporate-performance-management (1), Click2Gov in business-bill-pay (1), Cliq, Inc. (formerly Cardflex) in cross-border-payments-and-fx (1), CloudEagle.ai in saas-metrics-and-analytics (1), CloudNuro.ai in saas-metrics-and-analytics (1), Cognitivescale in accounts-receivable-automation (1), CollaborateMD in invoicing-software (1), Collibra in entity-management (1), Comarch Business Banking in business-banking (1), Cometly in saas-metrics-and-analytics (1), Commercial checking at a major bank in business-banking (1), Commonwealth Bank in corporate-cards (1), Comp AI in accounting-software (1), Conduent in contractor-payments (1), Confluence in internal-controls-and-sox (1), Conga Compliance Cloud in entity-management (1), Contour in revenue-recognition (1), Contractor-of-record in contractor-payments (1), Copper Mountain Systems in account-reconciliation (1), Cornerstone in treasury-management-systems (1), Cornerstone OnDemand in treasury-management-systems (1), Cortera in b2b-credit-management (1), Coupa Procure‑to‑Pay (e‑invoice) in global-e-invoicing-compliance (1), Covisint (now part of OpenText) in entity-management (1), Cozero in esg-and-carbon-reporting (1), Creatio in financial-close-management (1), CreditPoint Software in b2b-credit-management (1), CtrlPrint in financial-reporting-and-dashboards (1), D&B ERAM (Enterprise Risk Assessment Manager) in b2b-credit-management (1), DBeaver in financial-modeling-and-scenario-planning (1), DKB Business in business-banking (1), Dagster in financial-consolidation (1), DataGrip in financial-modeling-and-scenario-planning (1), Datadog Cloud Cost Management in saas-metrics-and-analytics (1), DebtAgent in b2b-credit-management (1), Deel HR in contractor-payments (1), Deloitte's Compliance Dashboard in internal-controls-and-sox (1), Descartes TMS in treasury-management-systems (1), DevExpress in financial-reporting-and-dashboards (1), Diligen (DiliTrust) in entity-management (1), Diligent Alboon (formerly Board Books) in board-and-investor-reporting (1), Diligent Internal Controls in internal-controls-and-sox (1), Diligent Internal Controls / Audit in internal-controls-and-sox (1), Dipexia in corporate-tax-provision (1), Direct Travel in corporate-travel-management (1), Docuflair in global-e-invoicing-compliance (1), Dotnet Report in board-and-investor-reporting (1), Dun & Bradstreet's enterprise credit-risk stack in b2b-credit-management (1), Dynatrace in saas-metrics-and-analytics (1), EDI Link / EDI Network Providers in global-e-invoicing-compliance (1), EFILOS (SCREDIT) in b2b-credit-management (1), ERP-Native Modules (SAP Treasury or Oracle Treasury) in treasury-management-systems (1), ESOP Direct (Owned by Qapita) in cap-table-management (1), EXMO Ltd. in cross-border-payments-and-fx (1), Eisys in fixed-asset-accounting (1), Eleven in revenue-recognition (1), Embeddable in saas-metrics-and-analytics (1), EnKash in b2b-payment-acceptance (1), EnergyCAP Emissions in esg-and-carbon-reporting (1), Epic in corporate-tax-provision (1), Equinix in entity-management (1), Equity Management (formerly EQ) in cap-table-management (1), Everhour in invoicing-software (1), Everstake (formerly Taulia) in cash-application (1), Everstream Analytics in supplier-management (1), Excel add-ons in financial-consolidation (1), ExpenseOnDemand in expense-management (1), Experian PowerCurve in b2b-credit-management (1), Fawry (Egypt) in business-bill-pay (1), Ferry AI in revenue-recognition (1), Fidelitone in fixed-asset-accounting (1), Fidelity Equity Plan Solutions in cap-table-management (1), Finastra FusionBanking in business-banking (1), Finmo (Enterprise plan) in treasury-management-systems (1), Fintastic in fpa-platforms (1), Fintech (formerly Indus) in treasury-management-systems (1), Finvert in b2b-payment-acceptance (1), Fireblocks Payments in b2b-payment-acceptance (1), Firstofficer in saas-metrics-and-analytics (1), Float Corporate Card in corporate-cards (1), Freehand in accounts-receivable-automation (1), Freelancer in contractor-payments (1), Fulfil in accounting-software (1), GE (now Synchrony‑run) in corporate-cards (1), GEP SmartSource in supplier-management (1), GEP WORLD in strategic-sourcing (1), GSI in entity-management (1), Gainsight Revv in revenue-recognition (1), Generic Options (SharePoint/Excel) in entity-management (1), Gigacatalyst in saas-metrics-and-analytics (1), Goldman Sachs' Marcus for Business in business-banking (1), Google (Looker) in financial-reporting-and-dashboards (1), Google Docs templates in invoicing-software (1), Gresham in account-reconciliation (1), HDFC/ICICI/Axis in corporate-cards (1), HSBC FX Overlay in cross-border-payments-and-fx (1), HTX (Huobi Global SA) in cross-border-payments-and-fx (1), Hackolade in financial-modeling-and-scenario-planning (1), Handelsblatt in business-banking (1), Help Lightning in accounts-receivable-automation (1), Hexagon in fixed-asset-accounting (1), HighQ in entity-management (1), HighRadius E-Invoicing & Payment (EIPP) in b2b-payment-acceptance (1), Hightouch in entity-management (1), Holistics in financial-reporting-and-dashboards (1), House of Control IFRS 16 in lease-accounting (1), Hyperspace in board-and-investor-reporting (1), IBM AP Automation in accounts-payable-automation (1), IBM Apptio in spend-management-platforms (1), IBM Rational System Architect in financial-modeling-and-scenario-planning (1), IBM TripplePoint in expense-management (1), ING Wholesale Banking in business-banking (1), Ignite Procurement in supplier-management (1), Incorta in financial-reporting-and-dashboards (1), Industrial and Commercial Bank of China (ICBC) in business-banking (1), Infinite IT Solutions in global-e-invoicing-compliance (1), Infor CloudSuite EPM in corporate-performance-management (1), Infor Distribution in erp-systems (1), Infor Legacy On-Premise (LN, Baan, XA, SX.e, LX) in erp-systems (1), Infor M3 in erp-systems (1), IntegrityNext in supplier-management (1), Interos in supplier-management (1), IntraFi/ICS in business-banking (1), Invoice Tracker (eBllity) in invoicing-software (1), Invoicedge in global-e-invoicing-compliance (1), Invoicetrack (Springtime Technologies) in global-e-invoicing-compliance (1), J.P. Morgan Treasury Services in business-banking (1), JLL in lease-accounting (1), JPMorgan Chase Apex in b2b-payment-acceptance (1), Kaggle in financial-modeling-and-scenario-planning (1), KlearNow in spend-management-platforms (1), Kubeflow in financial-modeling-and-scenario-planning (1), Kurums in strategic-sourcing (1), LeaseEnterprise (dodaso) in lease-accounting (1), LeaseHawk in lease-accounting (1), LeasePlan in fixed-asset-accounting (1), Leaselyte in lease-accounting (1), Legacy ERP‑built cash apps** (e.g., older SAP/Oracle AR modules) in cash-application (1), LexisNexis Entity Management in entity-management (1), Lightdash in saas-metrics-and-analytics (1), LiveRamp in entity-management (1), Locus Technologies in esg-and-carbon-reporting (1), Lumanu in contractor-payments (1), Luzmo in saas-metrics-and-analytics (1), MSCI ESG Manager / Reporting Service in esg-and-carbon-reporting (1), MUFG (Mitsubishi UFJ Financial Group) in business-banking (1), Maestro in contractor-payments (1), Maintenance Care in fixed-asset-accounting (1), ManageEngine Application Control Plus in corporate-performance-management (1), ManagerPlus in fixed-asset-accounting (1), MasterTax (by Equifax) in corporate-tax-provision (1), Mastercard B2B Connect in cross-border-payments-and-fx (1), Mastercard Multi-Currency FX (formerly Currency Cloud) in cross-border-payments-and-fx (1), Metreon in saas-metrics-and-analytics (1), MetricStream's ESGRC in esg-and-carbon-reporting (1), Microsoft 365 Copilot in board-and-investor-reporting (1), Microsoft Dynamics 365 Sales in financial-close-management (1), Microsoft Dynamics Credit Management in b2b-credit-management (1), Microsoft Power Platform (Power BI + Dataverse + Copilot) in esg-and-carbon-reporting (1), MindBridge AI Auditor in revenue-recognition (1), Mindsprint ProcureSnow in supplier-management (1), MobileXpense in spend-management-platforms (1), MoonPay (B2B SDK/API) in b2b-payment-acceptance (1), Morgan Stanley in business-banking (1), MuchBetter in b2b-payment-acceptance (1), Multex in board-and-investor-reporting (1), Nakisa Portfolio Management Suite in fixed-asset-accounting (1), Nasdaq Governance Services in entity-management (1), Nasdaq's tools in board-and-investor-reporting (1), Navicat in financial-modeling-and-scenario-planning (1), NetSuite Accounts Receivable Collections in accounts-receivable-automation (1), NetSuite Advanced Financials in fixed-asset-accounting (1), NetSuite Automation (NS Automation) in accounts-receivable-automation (1), NetSuite Leasing Add-ons in lease-accounting (1), NetSuite OneStream (or NetSuites native EPM modules) in corporate-performance-management (1), NetSuite Planning & Budgeting in financial-modeling-and-scenario-planning (1), NetSuite SuiteApp for Bill Pay in business-bill-pay (1), NetSuite core bundles in cash-application (1), NetSuite\u2019s Advanced Revenue Management (ARM) in revenue-recognition (1), New Relic in saas-metrics-and-analytics (1), Nexbal in global-e-invoicing-compliance (1), NextFPA in fpa-platforms (1), Noxus.ai in supplier-management (1), Nummuspay in b2b-payment-acceptance (1), Nutanix in financial-consolidation (1), O B Payments (UK) in b2b-payment-acceptance (1), ONES.com in corporate-performance-management (1), ONESOURCE IDT Determination Original in sales-tax-automation (1), OVEESO in fixed-asset-accounting (1), Obi ESG in esg-and-carbon-reporting (1), Odoo Tax in global-e-invoicing-compliance (1), On Arrival in corporate-travel-management (1), OnePay Enterprise in business-banking (1), Ontra in entity-management (1), OpenEA in financial-modeling-and-scenario-planning (1), OpenText VIM in accounts-payable-automation (1), Oracle Billing and Revenue Management in invoicing-software (1), Oracle Cloud Applications / Predictive Cash Forecasting in cash-flow-forecasting (1), Oracle Cloud Financials in financial-consolidation (1), Oracle Cloud SCM in cash-application (1), Oracle Cloud/NetSuite in accounting-software (1), Oracle Collections in accounts-receivable-automation (1), Oracle E-Business Suite budgeting in fpa-platforms (1), Oracle Fusion Cloud Accounts Payable / Payables Agent in accounts-payable-automation (1), Oracle Fusion Cloud ERP Collections in accounts-receivable-automation (1), Oracle Fusion Cloud HCM in corporate-performance-management (1), Oracle Fusion Cloud HCM/EPM in corporate-performance-management (1), Oracle Fusion Cloud Payables in business-bill-pay (1), Oracle Fusion Cloud Sales / Oracle CX in financial-close-management (1), Oracle Fusion Cloud Supplier Payment Management in business-bill-pay (1), Oracle HCM Cloud in treasury-management-systems (1), Oracle HCM Cloud / Oracle Talent Management Cloud in treasury-management-systems (1), Oracle Hyperion Tax Provision in corporate-tax-provision (1), Oracle Intelligent Invoice Automation in accounts-payable-automation (1), Oracle MDM in entity-management (1), Oracle NetSuite Invoice in cash-application (1), Oracle Risk Management in internal-controls-and-sox (1), Oracle Risk Management and Compliance in internal-controls-and-sox (1), Oracle SAP in fixed-asset-accounting (1), Oracle Textura in contractor-payments (1), Oracle Transactional Cloud in global-e-invoicing-compliance (1), Oracle or OneStream in account-reconciliation (1), Oracle's built-in cash application in accounts-receivable-automation (1), Oracle's native AP modules in accounts-payable-automation (1), Orbital in cross-border-payments-and-fx (1), Orbus Infinity in financial-modeling-and-scenario-planning (1), Orbus iServer in financial-modeling-and-scenario-planning (1), Orderbird in supplier-management (1), Outlook in internal-controls-and-sox (1), OxPay SG in cross-border-payments-and-fx (1), PPM Express in board-and-investor-reporting (1), PTC Vuforia (AR Suite) in accounts-receivable-automation (1), Palm Treasury in treasury-management-systems (1), Parasol in contractor-payments (1), PayPal P2P in business-bill-pay (1), PayPal's TIO Networks in business-bill-pay (1), PayTrace in b2b-payment-acceptance (1), Paymate in b2b-payment-acceptance (1), Pega in b2b-credit-management (1), Periscope AI in strategic-sourcing (1), PlateSpin (Broadcom) in financial-consolidation (1), Plexus Group in corporate-tax-provision (1), Plouton AI in accounts-payable-automation (1), Plumb Bill Pay in business-bill-pay (1), PowerApps in internal-controls-and-sox (1), PowerPlan Tax Provision in corporate-tax-provision (1), Prefect in financial-consolidation (1), Prevalent (Mitrabyte) in supplier-management (1), Prezi in board-and-investor-reporting (1), ProQsmart in strategic-sourcing (1), Procor in corporate-tax-provision (1), ProcurePort ProcureWare / eBid Systems in procure-to-pay (1), Procurement (Tipalti) in procure-to-pay (1), Procurement Express in spend-management-platforms (1), Prodigy in procure-to-pay (1), Productiv in saas-metrics-and-analytics (1), Provena in cash-flow-forecasting (1), Provenir in b2b-credit-management (1), Pruvio in global-e-invoicing-compliance (1), PwC's GLIMR in entity-management (1), Querio in saas-metrics-and-analytics (1), QuickBooks-native add-ons in accounts-receivable-automation (1), RBS's Business Bank Account in business-banking (1), REPAY in b2b-payment-acceptance (1), RFP Software in strategic-sourcing (1), RFP360 in strategic-sourcing (1), RWS Trados Enterprise in treasury-management-systems (1), Raindrop in strategic-sourcing (1), Raindrop Systems in global-e-invoicing-compliance (1), Readsoft Invoice Processing in invoicing-software (1), Recurly Analytics in saas-metrics-and-analytics (1), RevenueArc in saas-metrics-and-analytics (1), RevenueGrid in saas-metrics-and-analytics (1), Revitas (now part of Dell Boomi) in revenue-recognition (1), Revv in revenue-recognition (1), Rexi in account-reconciliation (1), Rimini Street in accounts-receivable-automation (1), Roomex in corporate-travel-management (1), Rules-based / legacy OCR tools in cash-application (1), SAP 4Hana in strategic-sourcing (1), SAP Accounting and Financial Close in financial-close-management (1), SAP Business AI in ai-accounting-assistants (1), SAP Business Analytics in financial-consolidation (1), SAP Cash Alignment in cash-flow-forecasting (1), SAP Collections in accounts-receivable-automation (1), SAP Commerce B2B Credit Management in b2b-credit-management (1), SAP Consolidation (SAP BFC / SAP Group Reporting) in financial-consolidation (1), SAP Contract and Lease Management in lease-accounting (1), SAP Contract and Lease Management / SAP RE-FX in lease-accounting (1), SAP Disputes Management in business-bill-pay (1), SAP FIM in account-reconciliation (1), SAP Finance in financial-reporting-and-dashboards (1), SAP Financial Close in financial-consolidation (1), SAP Financial Close / Intercompany and close tooling in account-reconciliation (1), SAP Financial Close / SAP ecosystem tools in financial-close-management (1), SAP Financial Close cockpit in financial-close-management (1), SAP Financial Closing in financial-reporting-and-dashboards (1), SAP Fioneer in business-bill-pay (1), SAP IBP in supplier-management (1), SAP Intelligent Asset Management / SAP EAM in fixed-asset-accounting (1), SAP Lease Administration in lease-accounting (1), SAP Multi-Bank Connectivity in cross-border-payments-and-fx (1), SAP RE-FX in lease-accounting (1), SAP Revenue Cloud in revenue-recognition (1), SAP S/4HANA + SAP Business Network / Ariba integration in accounts-payable-automation (1), SAP S/4HANA / ECC in fixed-asset-accounting (1), SAP S/4HANA Cloud / SAP Finance in fixed-asset-accounting (1), SAP S/4HANA Cloud Accounts Receivable Automation in accounts-receivable-automation (1), SAP S/4HANA Cloud Collections and Dispute Management in accounts-receivable-automation (1), SAP S/4HANA S2P in spend-management-platforms (1), SAP S4/HANA in accounts-payable-automation (1), SAP SRM in supplier-management (1), SAP Sales Cloud in financial-close-management (1), SAP SuccessFactors Recruiting in strategic-sourcing (1), SAP's Invoice Payment Manager in accounts-payable-automation (1), SAP's native AR module in accounts-receivable-automation (1), SAS Business Intelligence in financial-reporting-and-dashboards (1), SAS Credit Risk Manager in b2b-credit-management (1), SAS Model Risk Management in financial-modeling-and-scenario-planning (1), SAS Risk & Fraud / Credit Scoring in b2b-credit-management (1), SDK.finance in business-banking (1), SQLDB in financial-modeling-and-scenario-planning (1), Salesforce Data 360 in entity-management (1), Salesforce Revenue Management in revenue-recognition (1), Salesforce Revenue Recognition in revenue-recognition (1), Saviynt in internal-controls-and-sox (1), Scentry in global-e-invoicing-compliance (1), ScopeAR in accounts-receivable-automation (1), SecureCrews in contractor-payments (1), Sedna in global-e-invoicing-compliance (1), Semarchy xDM in entity-management (1), Sendwave in cross-border-payments-and-fx (1), Serrala FS² AutoBank in cash-application (1), ServiceFusion in invoicing-software (1), ServiceNow PPM in corporate-performance-management (1), ServiceNow Procurement Orchestration in spend-management-platforms (1), ServiceNow Strategic Portfolio Management in corporate-performance-management (1), ServiceNow's SaaS Overview Dashboard in saas-metrics-and-analytics (1), SharePoint Lists in internal-controls-and-sox (1), SiGREEN in esg-and-carbon-reporting (1), SightCall in accounts-receivable-automation (1), Signal AI in saas-metrics-and-analytics (1), Simetrik in account-reconciliation (1), SimpleKPI in board-and-investor-reporting (1), Simplypay in business-bill-pay (1), SmartRecruiters in strategic-sourcing (1), Société Générale in business-banking (1), SoftComply in internal-controls-and-sox (1), Solver Global in cash-flow-forecasting (1), Sovos Withholding Tax in corporate-tax-provision (1), Spendnotify in spend-management-platforms (1), Spreadsheet-Based Asset Tracking (Excel) in fixed-asset-accounting (1), SprintAP in invoicing-software (1), Standard Chartered Corporate Banking (Straight2Bank S2B) in business-banking (1), Standard NetSuite Cash 360 in cash-flow-forecasting (1), Stellar Hosted in saas-metrics-and-analytics (1), Stenn in b2b-payment-acceptance (1), Stripe Issuing in corporate-cards (1), Stripe's built-in analytics in saas-metrics-and-analytics (1), Stripe‑style payment processors with no reconciliation in cash-application (1), SugarCRM in financial-close-management (1), SunTrust (now Truist) in corporate-cards (1), Sustaenia in esg-and-carbon-reporting (1), Symbology in fixed-asset-accounting (1), Symmetry Software or BSI (Business Software, Inc.) in corporate-tax-provision (1), Syntellis in board-and-investor-reporting (1), TCF National Bank in business-banking (1), TMF Group / Vistra in entity-management (1), TRIGOS in cash-flow-forecasting (1), TablePlus in financial-modeling-and-scenario-planning (1), Tallie in expense-management (1), TamaView in fixed-asset-accounting (1), TaniHub/TaniFund in b2b-payment-acceptance (1), Tax Technologies, Inc. Tax Series in corporate-tax-provision (1), Tealium in entity-management (1), TeamViewer (Frontline) in accounts-receivable-automation (1), Teamed in entity-management (1), Timbre (formerly Divvy) in business-banking (1), TimelyBill in invoicing-software (1), Topal in cap-table-management (1), Topup Two Rich in contractor-payments (1), Topup.com in contractor-payments (1), Tradeshift Tax Compliance in global-e-invoicing-compliance (1), Tradeverifyd in supplier-management (1), Trados (SDL Trados Cloud) in treasury-management-systems (1), TransPerfect GlobalLink in treasury-management-systems (1), Translated in treasury-management-systems (1), Traxion (Traxion Technologies) in cash-application (1), Treasure Data in entity-management (1), Treasury4 TMS in treasury-management-systems (1), Trinet in cap-table-management (1), Triodos in business-banking (1), TripStax in corporate-travel-management (1), Triumfe in contractor-payments (1), True Commerce in global-e-invoicing-compliance (1), Trustmoor in entity-management (1), U.S. Bank Commercial Cards in corporate-cards (1), U.S. Bank purchasing-card programs in corporate-cards (1), Ultimo in fixed-asset-accounting (1), UniBee (cloud or self‑hosted) in invoicing-software (1), Unit4 FP&A in fpa-platforms (1), VMware vSphere in financial-consolidation (1), Velixo in financial-reporting-and-dashboards (1), Vena Copilot in ai-accounting-assistants (1), Vendor360 (by ServiceNow) in supplier-management (1), Venn in cap-table-management (1), Verdantis in fixed-asset-accounting (1), Vertex VAT Compliance in global-e-invoicing-compliance (1), Vertisys in global-e-invoicing-compliance (1), Vimaan in financial-modeling-and-scenario-planning (1), Visa Business Credit Card in corporate-cards (1), Visa Business Payments in business-bill-pay (1), VisibleThread in strategic-sourcing (1), Visier in cap-table-management (1), Wallester Business in business-banking (1), Warp in contractor-payments (1), Wdesk (Workiva) in financial-modeling-and-scenario-planning (1), Wells Fargo Treasury Services in business-banking (1), Wirecard in b2b-payment-acceptance (1), Wolters Kluwer CCH Axcess Tax / CCH Integrator in corporate-tax-provision (1), Wolters Kluwer OneSumX for Risk / Credit Risk in b2b-credit-management (1), Word in board-and-investor-reporting (1), Workday Asset Management in fixed-asset-accounting (1), Workday HCM in corporate-performance-management (1), Workday Performance Management in corporate-performance-management (1), Workday Performance Module in corporate-performance-management (1), Workday Prism / Lease Finance in lease-accounting (1), Workday Revenue Center / Financial Management in revenue-recognition (1), Workday Strategic Procurement in spend-management-platforms (1), Workiva Tax Reporting in corporate-tax-provision (1), Wyn Enterprise in board-and-investor-reporting (1), XLReporting in financial-reporting-and-dashboards (1), XTM in treasury-management-systems (1), Xendoo in ai-accounting-assistants (1), Yurbi in saas-metrics-and-analytics (1), Zeotap in entity-management (1), Zoho Bill Pay in business-bill-pay (1), Zoho Financial Services in accounts-receivable-automation (1), Zuora RevOps in invoicing-software (1), Zycase in spend-management-platforms (1), Zycus Merlin AI in strategic-sourcing (1), Zynstra in accounts-payable-automation (1), basic SAP/Oracle FA sub-modules in fixed-asset-accounting (1), eConnect in global-e-invoicing-compliance (1), eSpeed in board-and-investor-reporting (1), eTender in strategic-sourcing (1), eZBoard in board-and-investor-reporting (1), ebidtopay in supplier-management (1), iCIMS Talent Cloud in strategic-sourcing (1), iCloud in internal-controls-and-sox (1), iPayTotal in b2b-payment-acceptance (1), ibexFA in fixed-asset-accounting (1), insightsoftware JustPerform in account-reconciliation (1), mParticle in saas-metrics-and-analytics (1), mTrip in corporate-travel-management (1), memoQ TMS in treasury-management-systems (1), monday Work Management in corporate-performance-management (1), nBanks in business-banking (1), pgAdmin in financial-modeling-and-scenario-planning (1), reconcile.one in account-reconciliation (1), salesforce-based legal packages in entity-management (1), standard SAP built-in cash tools in cash-flow-forecasting (1)

Excluded by rule, 4 labels not scored:

FitGap (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), FitGap Enterprise BaaS (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), WifiTalents (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Zipdo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 1577 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

Avalara in sales-tax-automation read as Avalara AvaTax (58), HighRadius in b2b-credit-management read as HighRadius Credit Cloud (41), Sovos in global-e-invoicing-compliance read as Sovos Compliance Network (39), BlackLine in cash-application read as BlackLine Cash Application (27), Workday in erp-systems read as Workday Financial Management (27), SAP S/4HANA in accounting-software read as SAP S/4HANA Finance (25), JPMorgan Chase in business-banking read as Chase Business Banking (19), Nakisa in lease-accounting read as Nakisa Lease Administration (18), NetSuite in accounting-software read as Oracle NetSuite (18), ServiceNow GRC in internal-controls-and-sox read as ServiceNow Integrated Risk Management (18), Payoneer in contractor-payments read as Payoneer Workforce Management (17), Avalara in global-e-invoicing-compliance read as Avalara E-Invoicing (16), Citi in business-banking read as Citibank (15), Coupa in expense-management read as Coupa Expense Management (15), Maxio in saas-metrics-and-analytics read as Maxio Metrics (14), SAP S/4HANA Cloud in accounting-software read as SAP S/4HANA Finance (14), Thomson Reuters ONESOURCE in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (14), NetSuite in invoicing-software read as NetSuite SuiteBilling (13), BILL in accounts-payable-automation read as BILL Accounts Payable (12), Diligent in board-and-investor-reporting read as Diligent Boards (12), NetSuite in erp-systems read as Oracle NetSuite (12), Oracle NetSuite in invoicing-software read as NetSuite SuiteBilling (12), Oracle Procurement Cloud in procure-to-pay read as Oracle Fusion Cloud Procurement (11), Rippling in corporate-cards read as Rippling Spend (11), Bill.com in b2b-payment-acceptance read as BILL Accounts Receivable (10), CCH Tagetik in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (10), Chase in business-banking read as Chase Business Banking (10), NetSuite in ai-accounting-assistants read as Oracle NetSuite (10), Oracle Cloud EPM in corporate-performance-management read as Oracle Fusion Cloud EPM (10), Oracle EPM Cloud in corporate-performance-management read as Oracle Fusion Cloud EPM (10), Oracle ERP Cloud in erp-systems read as Oracle Fusion Cloud ERP (10), SAP Treasury in treasury-management-systems read as SAP Treasury and Risk Management (10), Workday in revenue-recognition read as Workday Financial Management (10), Bill.com in business-bill-pay read as BILL (9), Black Owl in lease-accounting read as Black Owl Systems (9), Sage Intacct in revenue-recognition read as Sage Intacct Revenue Recognition (9), Oracle Cloud EPM in financial-modeling-and-scenario-planning read as Oracle Fusion Cloud EPM (8), Oracle Procurement Cloud in spend-management-platforms read as Oracle Fusion Cloud Procurement (8), Transformance in cash-flow-forecasting read as Transformance CashPulse (8), Vena Solutions in financial-modeling-and-scenario-planning read as Vena (8), Wolters Kluwer CCH Tagetik in financial-consolidation read as CCH Tagetik (8), American Express in corporate-cards read as American Express Corporate Card (7), Aprio in board-and-investor-reporting read as Aprio Board Portal (7), BlackLine in accounts-receivable-automation read as BlackLine Invoice-to-Cash (7), Citi in corporate-cards read as Citi Commercial Cards (7), Excel in cash-flow-forecasting read as Microsoft Excel (7), Oracle Procurement Cloud in supplier-management read as Oracle Fusion Cloud Procurement (7), ProfitWell in saas-metrics-and-analytics read as ProfitWell Metrics (7), Ramp in ai-accounting-assistants read as Ramp Accounting Agent (7), SAP Group Reporting in financial-consolidation read as SAP S/4HANA Finance for Group Reporting (7), Sovos in corporate-tax-provision read as Sovos Tax Provision (7), Workiva in corporate-tax-provision read as Workiva Tax and Provision (7), Zuora in revenue-recognition read as Zuora Revenue (7), Bill.com in invoicing-software read as BILL (6), Corpay in cross-border-payments-and-fx read as Corpay Cross-Border Payments (6), Excel in financial-reporting-and-dashboards read as Microsoft Excel (6), IBM Cognos in financial-reporting-and-dashboards read as IBM Cognos Analytics (6), Microsoft Dynamics 365 Finance in erp-systems read as Microsoft Dynamics 365 Finance & Operations (6), Oracle Cloud ERP in accounting-software read as Oracle Fusion Cloud ERP (6), Perk (formerly TravelPerk) in corporate-travel-management read as TravelPerk (6), QuickBooks Online in invoicing-software read as QuickBooks (6), Acumatica Cloud ERP in accounting-software read as Acumatica (5), AppDeck in board-and-investor-reporting read as AppDeck Board Portal (5), Bill.com in accounts-payable-automation read as BILL Accounts Payable (5), CT Corporation in entity-management read as CT Corporation Entity Management (5), Chargebee in revenue-recognition read as Chargebee RevRec (5), DiliTrust in entity-management read as DiliTrust Entity Management (5), Diligent in entity-management read as Diligent Entities (5), Infor in erp-systems read as Infor CloudSuite (5), J.P. Morgan in business-banking read as Chase Business Banking (5), NetSuite in financial-reporting-and-dashboards read as Oracle NetSuite (5), NetSuite in fixed-asset-accounting read as Oracle NetSuite (5), NetSuite Fixed Assets in fixed-asset-accounting read as NetSuite Fixed Assets Management (5), Oracle in lease-accounting read as Oracle Lease Accounting (5), Oracle EPM in financial-consolidation read as Oracle Fusion Cloud EPM (5), Prophix One in financial-consolidation read as Prophix (5), SAP in erp-systems read as SAP S/4HANA (5), Tungsten Automation in global-e-invoicing-compliance read as Tungsten Network (5), Vena Solutions in fpa-platforms read as Vena (5), Workday in ai-accounting-assistants read as Workday Financial Management (5), Workday Financials in accounting-software read as Workday Financial Management (5), Adra in account-reconciliation read as Trintech Adra (4), Amex in corporate-cards read as American Express Corporate Card (4), BCD in corporate-travel-management read as BCD Travel (4), Computershare in entity-management read as Computershare GEMS (4), Corpay in business-bill-pay read as Corpay Complete (4), Corpay Cross-Border in cross-border-payments-and-fx read as Corpay Cross-Border Payments (4), Coupa Expense in expense-management read as Coupa Expense Management (4), DiliTrust Governance Suite in entity-management read as DiliTrust Entity Management (4), Excel in financial-modeling-and-scenario-planning read as Microsoft Excel (4), GEP in procure-to-pay read as GEP SMART (4), GEP in supplier-management read as GEP SMART (4), Longview in corporate-tax-provision read as Longview Tax (4), Microsoft Dynamics 365 Finance & Operations in accounting-software read as Microsoft Dynamics 365 Finance (4), Oracle in corporate-performance-management read as Oracle Fusion Cloud EPM (4), Oracle in treasury-management-systems read as Oracle Treasury (4), Oracle EPM in corporate-performance-management read as Oracle Fusion Cloud EPM (4), Oracle EPM in fpa-platforms read as Oracle Fusion Cloud EPM (4), Oracle EPM Cloud in financial-consolidation read as Oracle Fusion Cloud EPM (4), Oracle FCCS in financial-close-management read as Oracle Financial Consolidation and Close (4), PayPal in contractor-payments read as PayPal MassPay (4), QuickBooks in ai-accounting-assistants read as QuickBooks Online (4), Salesforce Agentforce Revenue Management in revenue-recognition read as Salesforce Revenue Cloud (4), Vena Solutions in corporate-performance-management read as Vena (4), Wolters Kluwer CCH Tagetik in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (4), Wolters Kluwer CCH Tagetik in fpa-platforms read as CCH Tagetik (4), Workday in accounting-software read as Workday Financial Management (4), Workday in fpa-platforms read as Workday Adaptive Planning (4), Adaptive Insights in fpa-platforms read as Workday Adaptive Planning (3), AngelList in cap-table-management read as AngelList Stack (3), Avalara (AvaTax) in sales-tax-automation read as Avalara AvaTax (3), BILL in expense-management read as BILL Spend & Expense (3), BILL AP/AR in accounts-payable-automation read as BILL Accounts Payable (3), Bill.com in expense-management read as BILL Spend & Expense (3), BlackLine in lease-accounting read as BlackLine Lease Accounting (3), Bottomline in business-bill-pay read as Bottomline Technologies (3), CCH Tagetik (Wolters Kluwer) in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (3), CSC in entity-management read as CSC Entity Management (3), CoStar in lease-accounting read as CoStar Real Estate Manager (3), Coupa in treasury-management-systems read as Coupa Treasury (3), Diligent in esg-and-carbon-reporting read as Diligent ESG (3), Diligent in internal-controls-and-sox read as Diligent One Platform (3), Excel in account-reconciliation read as Microsoft Excel (3), Expensify in corporate-travel-management read as Expensify Travel (3), LogicGate in internal-controls-and-sox read as LogicGate Risk Cloud (3), MRI Software in lease-accounting read as MRI ProLease (3), NetSuite in financial-close-management read as Oracle NetSuite (3), NetSuite in financial-consolidation read as Oracle NetSuite (3), NetSuite in lease-accounting read as NetSuite Lease Accounting (3), NetSuite (Oracle) in invoicing-software read as NetSuite SuiteBilling (3), ONESOURCE in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (3), Oracle in procure-to-pay read as Oracle Fusion Cloud Procurement (3), Oracle ERP Cloud (Fusion) in erp-systems read as Oracle Fusion Cloud ERP (3), Oracle FCCS in financial-consolidation read as Oracle Financial Consolidation and Close (3), Oracle Fusion Cloud in erp-systems read as Oracle Fusion Cloud ERP (3), PNC in business-banking read as PNC Bank (3), Prophix in account-reconciliation read as Prophix One (3), QuickBooks in revenue-recognition read as QuickBooks Online (3), Ramp Bill Pay in accounts-payable-automation read as Ramp (3), Ramp Bill Pay in business-bill-pay read as Ramp (3), SAP in esg-and-carbon-reporting read as SAP Sustainability Control Tower (3), SAP BPC in corporate-performance-management read as SAP BPC (3), SAP S/4HANA Finance in financial-reporting-and-dashboards read as SAP S/4HANA (3), Salesforce in esg-and-carbon-reporting read as Salesforce Net Zero Cloud (3), ServiceNow in internal-controls-and-sox read as ServiceNow Integrated Risk Management (3), Sigma in financial-reporting-and-dashboards read as Sigma Computing (3), Sovos Compliance Cloud in global-e-invoicing-compliance read as Sovos Compliance Network (3), Wolters Kluwer in fpa-platforms read as CCH Tagetik (3), Workday Adaptive in fpa-platforms read as Workday Adaptive Planning (3), Accruent in lease-accounting read as Accruent Lucernex (2), Acumatica in financial-consolidation read as Acumatica Cloud ERP (2), Adaptive Insights (Workday) in cash-flow-forecasting read as Workday Adaptive Planning (2), Adaptive Insights (Workday) in fpa-platforms read as Workday Adaptive Planning (2), Adra in financial-close-management read as Trintech Adra (2), BILL in accounts-receivable-automation read as BILL Accounts Receivable (2), BILL in b2b-payment-acceptance read as BILL Accounts Receivable (2), BILL (formerly Bill.com) in accounts-payable-automation read as BILL Accounts Payable (2), BILL (formerly Bill.com) in accounts-receivable-automation read as BILL Accounts Receivable (2), Bassets in fixed-asset-accounting read as Bassets eDepreciation (2), Bill.com in accounts-receivable-automation read as BILL Accounts Receivable (2), Bill.com in contractor-payments read as BILL (2), Bill.com in spend-management-platforms read as BILL Spend & Expense (2), Bill.com (BILL) in b2b-payment-acceptance read as BILL Accounts Receivable (2), Bill.com (BILL) in invoicing-software read as BILL (2), BlackLine (Invoice-to-Cash) in cash-application read as BlackLine Cash Application (2), Bloomberg Tax in fixed-asset-accounting read as Bloomberg Tax Fixed Assets (2), CSC (Corporation Service Company) in entity-management read as CSC Entity Management (2), Certent in cap-table-management read as Certent Equity Management (2), Citi Commercial in corporate-cards read as Citi Commercial Cards (2), Divvy (by Bill.com) in corporate-cards read as BILL Spend & Expense (2), Dynamics 365 Business Central in accounting-software read as Microsoft Dynamics 365 Business Central (2), Epicor in erp-systems read as Epicor Kinetic (2), Excel in board-and-investor-reporting read as Microsoft Excel (2), Excel in cap-table-management read as Microsoft Excel (2), Excel in entity-management read as Microsoft Excel (2), Excel in internal-controls-and-sox read as Microsoft Excel (2), Excel in lease-accounting read as Microsoft Excel (2), Experian in b2b-credit-management read as Experian Business Credit Reports (2), Experian Business in b2b-credit-management read as Experian Business Credit Reports (2), FIS Quantum in cash-flow-forecasting read as FIS Treasury and Risk Manager (2), GEP in spend-management-platforms read as GEP SMART (2), GEP in strategic-sourcing read as GEP SMART (2), Hyperion Financial Management in corporate-performance-management read as Oracle Hyperion (2), J.P. Morgan Chase in business-banking read as Chase Business Banking (2), JPMorgan in corporate-cards read as J.P. Morgan Commercial Cards (2), JPMorgan Chase in corporate-cards read as J.P. Morgan Commercial Cards (2), Microsoft Dynamics in procure-to-pay read as Microsoft Dynamics 365 (2), NetSuite in cash-application read as Oracle NetSuite (2), NetSuite in procure-to-pay read as Oracle NetSuite (2), NetSuite in revenue-recognition read as Oracle NetSuite (2), NetSuite in saas-metrics-and-analytics read as Oracle NetSuite (2), NetSuite (Oracle) in ai-accounting-assistants read as Oracle NetSuite (2), ONESOURCE (Thomson Reuters) in sales-tax-automation read as Thomson Reuters ONESOURCE (2), Oracle in supplier-management read as Oracle Fusion Cloud Procurement (2), Oracle Cloud EPM in financial-consolidation read as Oracle Fusion Cloud EPM (2), Oracle Cloud EPM (FCCS) in financial-consolidation read as Oracle Fusion Cloud EPM (2), Oracle Cloud EPM Tax Reporting in corporate-tax-provision read as Oracle Tax Reporting (2), Oracle EPM Cloud in financial-modeling-and-scenario-planning read as Oracle Fusion Cloud EPM (2), Oracle EPM Cloud in fpa-platforms read as Oracle Fusion Cloud EPM (2), Oracle Fusion in erp-systems read as Oracle Fusion Cloud ERP (2), Oracle Fusion in procure-to-pay read as Oracle Fusion Cloud Procurement (2), Oracle Fusion Cloud EPM in fpa-platforms read as Oracle Fusion Cloud EPM (2), Oracle NetSuite (SuiteBilling) in invoicing-software read as NetSuite SuiteBilling (2), Oracle Procurement in procure-to-pay read as Oracle Fusion Cloud Procurement (2), Oracle Procurement in spend-management-platforms read as Oracle Fusion Cloud Procurement (2), Oracle Procurement Cloud in strategic-sourcing read as Oracle Fusion Cloud Procurement (2), ProfitWell (Paddle Retain) in saas-metrics-and-analytics read as ProfitWell Metrics (2), ProfitWell (now part of Paddle) in saas-metrics-and-analytics read as ProfitWell Metrics (2), Qlik in financial-reporting-and-dashboards read as Qlik Sense (2), Quadient in accounts-receivable-automation read as Quadient AR (2), Quadient in b2b-credit-management read as Quadient AR (2), QuickBooks in contractor-payments read as QuickBooks Contractor Payments (2), QuickBooks in global-e-invoicing-compliance read as QuickBooks Online (2), QuickBooks Bill Pay in accounts-payable-automation read as QuickBooks (2), Rippling in expense-management read as Rippling Spend (2), Rippling in spend-management-platforms read as Rippling Spend (2), SAP in revenue-recognition read as SAP Revenue Accounting and Reporting (2), SAP in treasury-management-systems read as SAP Treasury and Risk Management (2), SAP BPC (Business Planning & Consolidation) in corporate-performance-management read as SAP BPC (2), SAP S/4HANA Group Reporting in financial-consolidation read as SAP S/4HANA Finance for Group Reporting (2), SAP Treasury in cash-flow-forecasting read as SAP Treasury and Risk Management (2), SaaSOptics in saas-metrics-and-analytics read as Maxio Metrics (2), SmartSuite in internal-controls-and-sox read as SmartSuite SOX Management (2), Thomson Reuters in sales-tax-automation read as Thomson Reuters ONESOURCE (2), Transformance in cash-application read as Transformance ClearMatch (2), Transformance (CashPulse) in cash-flow-forecasting read as Transformance CashPulse (2), Transformance (ClearMatch) in cash-application read as Transformance ClearMatch (2), Tungsten Automation (Tungsten Network) in global-e-invoicing-compliance read as Tungsten Network (2), Vena Solutions in financial-close-management read as Vena (2), Vena Solutions in financial-consolidation read as Vena (2), Vena Solutions in financial-reporting-and-dashboards read as Vena (2), Workday Adaptive in cash-flow-forecasting read as Workday Adaptive Planning (2), Workday Adaptive in corporate-performance-management read as Workday Adaptive Planning (2), ADP WorkMarket in contractor-payments read as WorkMarket (1), Acumatica in ai-accounting-assistants read as Acumatica Cloud ERP (1), Acumatica in fixed-asset-accounting read as Acumatica Fixed Assets (1), Acumatica Cloud ERP in erp-systems read as Acumatica (1), Adaptive Insights in financial-consolidation read as Workday Adaptive Planning (1), Adaptive Insights in financial-modeling-and-scenario-planning read as Workday Adaptive Planning (1), Adaptive Insights in financial-reporting-and-dashboards read as Workday Adaptive Planning (1), Adaptive Insights (Workday) in corporate-performance-management read as Workday Adaptive Planning (1), Adaptive Insights (a Workday Product) in fpa-platforms read as Workday Adaptive Planning (1), Adaptive Insights (now part of Workday) in corporate-performance-management read as Workday Adaptive Planning (1), Adaptive Insights (now part of Workday) in financial-reporting-and-dashboards read as Workday Adaptive Planning (1), Adra (Trintech) in account-reconciliation read as Trintech Adra (1), Adra (Trintech) in financial-close-management read as Trintech Adra (1), Adra by Trintech in financial-close-management read as Trintech Adra (1), American Express in business-banking read as American Express Business Checking (1), American Express (Amex Corporate Program) in corporate-cards read as American Express Corporate Card (1), American Express (Amex Gilt Edge) in corporate-cards read as American Express Corporate Card (1), American Express (Membership Rewards) in corporate-cards read as American Express Corporate Card (1), American Express Corporate in corporate-cards read as American Express Corporate Card (1), Ariba in procure-to-pay read as SAP Ariba (1), Ariba in supplier-management read as SAP Ariba (1), Avalara (AvaTax / Avalara for Enterprise) in sales-tax-automation read as Avalara AvaTax (1), Avalara (AvaTax Enterprise & CertCapture) in sales-tax-automation read as Avalara AvaTax (1), Avalara (Avalara AvaTax / Avalara Platform) in sales-tax-automation read as Avalara AvaTax (1), Avalara (Avalara AvaTax for Enterprise) in global-e-invoicing-compliance read as Avalara E-Invoicing (1), Avalara (an Intuit company) in global-e-invoicing-compliance read as Avalara E-Invoicing (1), Avalara E-Invoicing and Live Reporting (ELR) in global-e-invoicing-compliance read as Avalara E-Invoicing (1), BILL in corporate-cards read as BILL Spend & Expense (1), BILL in corporate-travel-management read as BILL Spend & Expense (1), BILL in spend-management-platforms read as BILL Spend & Expense (1), BILL (Bill.com / Divvy) in b2b-payment-acceptance read as BILL Accounts Receivable (1), BILL (Bill.com) in accounts-receivable-automation read as BILL Accounts Receivable (1), BILL (bill.com) in accounts-payable-automation read as BILL Accounts Payable (1), BILL (formerly Bill.com) in b2b-payment-acceptance read as BILL Accounts Receivable (1), BILL (formerly Divvy) in corporate-cards read as BILL Spend & Expense (1), BILL AR in accounts-receivable-automation read as BILL Accounts Receivable (1), BILL Payments in accounts-payable-automation read as BILL Accounts Payable (1), BILL.com in ai-accounting-assistants read as BILL (1), BILL.com in business-bill-pay read as BILL (1), Bassets Standard in fixed-asset-accounting read as Bassets eDepreciation (1), Bench in accounting-software read as Bench Accounting (1), Bill (formerly Bill.com) in accounts-payable-automation read as BILL Accounts Payable (1), Bill.com in cash-application read as BILL (1), Bill.com in cash-flow-forecasting read as BILL (1), Bill.com in global-e-invoicing-compliance read as BILL (1), Bill.com (AP/AR automation) in global-e-invoicing-compliance read as BILL (1), Bill.com (BILL) in accounts-payable-automation read as BILL Accounts Payable (1), Bill.com (BILL) in business-bill-pay read as BILL (1), Bill.com (or BILL) in accounts-payable-automation read as BILL Accounts Payable (1), BlackLine (AR/Cash Application module) in cash-application read as BlackLine Cash Application (1), BlackLine (Cash Application) in cash-application read as BlackLine Cash Application (1), BlackLine (Invoice-to-Cash Suite) in cash-application read as BlackLine Cash Application (1), BlackLine (formerly OneSource) in lease-accounting read as BlackLine Lease Accounting (1), BlackLine Accounts Payable Automation in accounts-payable-automation read as BlackLine (1), BlackLine Revenue Recognition in revenue-recognition read as BlackLine Revenue Management (1), Bloomberg Tax in corporate-tax-provision read as Bloomberg Tax Provision (1), Booke in ai-accounting-assistants read as Booke AI (1), CCH Tagetik (by SAP) in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (1), CSC (Corporate Service Corporation) in entity-management read as CSC Entity Management (1), CT Corporation (Wolters Kluwer) in entity-management read as CT Corporation Entity Management (1), Centage in financial-consolidation read as Centage Planning Maestro (1), Centage (formerly Budget Maestro) in cash-flow-forecasting read as Centage Planning Maestro (1), Certify in expense-management read as Emburse (1), Certify (now Emburse Certify) in expense-management read as Emburse (1), Certify (now part of Emburse) in expense-management read as Emburse (1), Citi (AAdvantage) in corporate-cards read as Citi Commercial Cards (1), Citi (Business Edge / Purchasing Solutions) in corporate-cards read as Citi Commercial Cards (1), ClearPoint in board-and-investor-reporting read as ClearPoint Strategy (1), Corpay (Cross-Border) in cross-border-payments-and-fx read as Corpay Cross-Border Payments (1), Corpay (formerly Nvoicepay) in business-bill-pay read as Corpay Complete (1), Coupa in b2b-payment-acceptance read as Coupa Pay (1), Coupa (Coupafinance) in expense-management read as Coupa Expense Management (1), CreditPulse in b2b-credit-management read as Credit Pulse (1), Creditpulse in b2b-credit-management read as Credit Pulse (1), DAVO Sales Tax in sales-tax-automation read as DAVO (1), Dext Prepare (formerly Expensify) in ai-accounting-assistants read as Dext (1), Diligent (HighBond) in internal-controls-and-sox read as Diligent One Platform (1), Diligent (Legisway) in entity-management read as Diligent Entities (1), Diligent (One Platform) in board-and-investor-reporting read as Diligent Boards (1), Diligent (formerly HighBond / OnControl) in internal-controls-and-sox read as Diligent One Platform (1), Diligent (formerly HighBond/Diligent Boards) in internal-controls-and-sox read as Diligent One Platform (1), Diligent (formerly MultiLogix / HighBond) in esg-and-carbon-reporting read as Diligent ESG (1), Divvy in corporate-cards read as BILL Spend & Expense (1), Divvy (BILL) in corporate-cards read as BILL Spend & Expense (1), Divvy (Bill.com) in corporate-cards read as BILL Spend & Expense (1), Divvy (by BILL) in corporate-cards read as BILL Spend & Expense (1), Divvy (now BILL Divvy) in corporate-cards read as BILL Spend & Expense (1), Dynamics 365 Business Central in erp-systems read as Microsoft Dynamics 365 Business Central (1), Dynamics 365 Finance & Operations in cash-flow-forecasting read as Microsoft Dynamics 365 Finance (1), Dynamics 365 Finance & Operations (F&O) in erp-systems read as Microsoft Dynamics 365 Finance & Operations (1), ER/Studio Data Architect in financial-modeling-and-scenario-planning read as ER/Studio (1), Emburse Expense Enterprise in expense-management read as Emburse (1), Exactera in corporate-tax-provision read as Exactera Tax Provision (1), Excel in financial-consolidation read as Microsoft Excel (1), Experian Business (Ascend Commercial) in b2b-credit-management read as Experian Business Credit Reports (1), FCM in corporate-travel-management read as FCM Travel (1), FIS Integrity in cash-flow-forecasting read as FIS Treasury and Risk Manager (1), FIS Treasury in cash-flow-forecasting read as FIS Treasury and Risk Manager (1), FMIS in fixed-asset-accounting read as FMIS Fixed Assets (1), FactSet IR Solutions in board-and-investor-reporting read as FactSet (1), Fifth Third in business-banking read as Fifth Third Bank (1), Finance Automation by Redwood in financial-close-management read as Redwood (1), First Republic Bank in business-banking read as First Republic (1), GEP (GEP SMART) in strategic-sourcing read as GEP SMART (1), GEP (SMART / Quantum Intelligence) in strategic-sourcing read as GEP SMART (1), Google BigQuery in saas-metrics-and-analytics read as BigQuery (1), Google Gemini in ai-accounting-assistants read as Gemini (1), Gust in cap-table-management read as Gust Equity Management (1), Hevo in account-reconciliation read as Hevo Data (1), HighRadius (Credit Cloud) in b2b-credit-management read as HighRadius Credit Cloud (1), HighRadius Treasury Management in cash-flow-forecasting read as HighRadius (1), Hyperion Planning in corporate-performance-management read as Oracle Hyperion (1), IBM in esg-and-carbon-reporting read as IBM Envizi (1), IBM in financial-close-management read as IBM Cognos Controller (1), IBM in fpa-platforms read as IBM Planning Analytics (1), IBM in internal-controls-and-sox read as IBM OpenPages (1), IBM InfoSphere in financial-modeling-and-scenario-planning read as IBM InfoSphere Data Architect (1), ION in treasury-management-systems read as ION Treasury (1), ION (Reval) in treasury-management-systems read as ION Treasury (1), ION Group (Reval, Wallstreet Suite, IT2) in treasury-management-systems read as ION Treasury (1), Infor (CloudSuite) in erp-systems read as Infor CloudSuite (1), Infor (like LN or M3) in erp-systems read as Infor CloudSuite (1), Informatica MDM in entity-management read as Informatica (1), Intacct (part of Sage) in invoicing-software read as Sage Intacct (1), Intuit / QuickBooks (Intuit Assist) in ai-accounting-assistants read as QuickBooks Online (1), J.P. Morgan in corporate-cards read as J.P. Morgan Commercial Cards (1), J.P. Morgan (One Card) in corporate-cards read as J.P. Morgan Commercial Cards (1), J.P. Morgan Chase in corporate-cards read as J.P. Morgan Commercial Cards (1), JPMorgan in business-banking read as Chase Business Banking (1), MRI Software in fixed-asset-accounting read as MRI Fixed Asset Accounting (1), Maxima AI in account-reconciliation read as Maxima (1), Maxio (formerly SaaSOptics) in saas-metrics-and-analytics read as Maxio Metrics (1), Microsoft Dynamics in accounting-software read as Microsoft Dynamics 365 (1), Microsoft Dynamics in erp-systems read as Microsoft Dynamics 365 (1), Microsoft Dynamics in financial-reporting-and-dashboards read as Microsoft Dynamics 365 (1), Microsoft Dynamics in fixed-asset-accounting read as Microsoft Dynamics 365 (1), Microsoft Dynamics in supplier-management read as Microsoft Dynamics 365 (1), Microsoft Dynamics 365 in accounts-payable-automation read as Microsoft Dynamics 365 Finance (1), Microsoft Intune Endpoint Privilege Management (EPM) in corporate-performance-management read as Microsoft Intune EPM (1), Microsoft SharePoint in entity-management read as SharePoint (1), Microsoft Sustainability Manager in esg-and-carbon-reporting read as Microsoft Cloud for Sustainability (1), Microsoft Visio in financial-modeling-and-scenario-planning read as Visio (1), Moody's Analytics in b2b-credit-management read as Moody's (1), NetSuite in account-reconciliation read as Oracle NetSuite (1), NetSuite in supplier-management read as Oracle NetSuite (1), NetSuite (Fixed Asset Management Module) in fixed-asset-accounting read as Oracle NetSuite (1), NetSuite (Fixed Assets SuiteApp) in lease-accounting read as NetSuite Lease Accounting (1), NetSuite (Oracle Cloud ERP) in accounting-software read as Oracle NetSuite (1), NetSuite (Oracle NetSuite) in accounting-software read as Oracle NetSuite (1), NetSuite (Oracle) in erp-systems read as Oracle NetSuite (1), NetSuite (Oracle) in financial-reporting-and-dashboards read as Oracle NetSuite (1), NetSuite (Oracle) in fixed-asset-accounting read as Oracle NetSuite (1), NetSuite (by Oracle) in invoicing-software read as NetSuite SuiteBilling (1), NetSuite ERP (by Oracle) in invoicing-software read as NetSuite SuiteBilling (1), Netgain (NetAsset) in fixed-asset-accounting read as NetAsset (1), Netwrix in internal-controls-and-sox read as Netwrix Auditor (1), ONESOURCE (Thomson Reuters) in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (1), Odoo Accounting in accounting-software read as Odoo (1), OneTrust in internal-controls-and-sox read as OneTrust GRC (1), OneTrust (Risk Manager) in internal-controls-and-sox read as OneTrust GRC (1), Onit Board in board-and-investor-reporting read as Onit (1), Oracle in b2b-credit-management read as Oracle Fusion Cloud Credit Management (1), Oracle Account Reconciliation Cloud Service (ARCS) in account-reconciliation read as Oracle Account Reconciliation Cloud (1), Oracle Cloud EPM in account-reconciliation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM in financial-close-management read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Account Reconciliation) in account-reconciliation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Financial Consolidation and Close - FCCS) in financial-consolidation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Financial Consolidation and Close Cloud Service - FCCS) in financial-consolidation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Financial Consolidation and Close) in financial-consolidation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Hyperion successor) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (Hyperion/FCCS/EPBCS) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle Cloud ERP in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Cloud ERP (Fusion) in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Cloud ERP (Oracle Fusion) in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Cloud ERP (with Collaboration Messaging Framework – CMK) in global-e-invoicing-compliance read as Oracle Fusion Cloud ERP (1), Oracle Cloud Tax Reporting (TRCS / Tax Reporting Cloud Service) in corporate-tax-provision read as Oracle Tax Reporting (1), Oracle EPM in account-reconciliation read as Oracle Fusion Cloud EPM (1), Oracle EPM in financial-close-management read as Oracle Fusion Cloud EPM (1), Oracle EPM (FCCS/EPBCS) in financial-reporting-and-dashboards read as Oracle Fusion Cloud EPM (1), Oracle EPM Cloud (EPBCS) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle EPM Cloud (Fusion Cloud EPM) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle EPM Cloud (formerly Hyperion) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle EPM Cloud suite in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle ERP in accounting-software read as Oracle Fusion Cloud ERP (1), Oracle ERP in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle ERP in invoicing-software read as Oracle Fusion Cloud ERP (1), Oracle ERP in treasury-management-systems read as Oracle Treasury (1), Oracle ERP Cloud in accounting-software read as Oracle Fusion Cloud ERP (1), Oracle ERP Cloud in financial-reporting-and-dashboards read as Oracle Fusion Cloud ERP (1), Oracle ERP Cloud (Fusion) in fixed-asset-accounting read as Oracle Cloud ERP (1), Oracle ERP Cloud (or Oracle Fusion Cloud ERP) in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle FCCS (Enterprise Tier) in financial-consolidation read as Oracle Financial Consolidation and Close (1), Oracle Financials in ai-accounting-assistants read as Oracle Fusion Cloud Financial Management (1), Oracle Fusion Cloud in accounting-software read as Oracle Fusion Cloud ERP (1), Oracle Fusion Cloud in financial-reporting-and-dashboards read as Oracle Fusion Cloud ERP (1), Oracle Fusion Cloud EPM in financial-reporting-and-dashboards read as Oracle Fusion Cloud EPM (1), Oracle Fusion Cloud Financial Management in accounting-software read as Oracle Fusion Cloud Financials (1), Oracle Fusion Cloud Financials in financial-reporting-and-dashboards read as Oracle Fusion Cloud ERP (1), Oracle Hyperion HFM in corporate-performance-management read as Oracle Hyperion (1), Oracle Procurement Cloud (OIC) in strategic-sourcing read as Oracle Fusion Cloud Procurement (1), Oracle Revenue Management Cloud Service (RMC) in revenue-recognition read as Oracle Revenue Management Cloud (1), Oracle Treasury in cash-flow-forecasting read as Oracle Treasury Management (1), Oracle Treasury Management in treasury-management-systems read as Oracle Treasury (1), Pangea in cross-border-payments-and-fx read as Pangea Prime (1), Paylocity in spend-management-platforms read as Paylocity for Finance (1), PowerBI in board-and-investor-reporting read as Microsoft Power BI (1), PowerBI in saas-metrics-and-analytics read as Microsoft Power BI (1), ProfitWell (Paddle Metrics) in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell (Paddle) in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell (by Paddle) in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell (now "Paddle Metrics") in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell / Paddle Metrics in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell/Paddle in saas-metrics-and-analytics read as ProfitWell Metrics (1), Qlik in board-and-investor-reporting read as Qlik Sense (1), Qlik Cloud Analytics in saas-metrics-and-analytics read as Qlik (1), Quadient (YayPay) in accounts-receivable-automation read as Quadient AR (1), Quadient AR in cash-application read as Quadient Accounts Receivable (1), Quadient AR (former YayPay) in cash-application read as Quadient Accounts Receivable (1), Quadient AR (formerly YayPay) in cash-application read as Quadient Accounts Receivable (1), Quadient Accounts Receivable (formerly YayPay) in accounts-receivable-automation read as Quadient AR (1), Quadient Taxware in sales-tax-automation read as Quadient (1), Quantrix in financial-modeling-and-scenario-planning read as Quantrix Modeler (1), QuickBooks in business-bill-pay read as QuickBooks Online (1), QuickBooks in cash-application read as QuickBooks Online (1), QuickBooks in expense-management read as QuickBooks Online Expenses (1), QuickBooks in financial-reporting-and-dashboards read as QuickBooks Online (1), QuickBooks in sales-tax-automation read as QuickBooks Sales Tax (1), QuickBooks (Online & Desktop) in ai-accounting-assistants read as QuickBooks Online (1), QuickBooks Advanced in ai-accounting-assistants read as QuickBooks Online (1), QuickBooks Desktop in invoicing-software read as QuickBooks (1), QuickBooks Enterprise in ai-accounting-assistants read as QuickBooks Online (1), QuickBooks Enterprise in global-e-invoicing-compliance read as QuickBooks Online (1), QuickBooks Expense Management (or Intuit ecosystem standalone) in expense-management read as QuickBooks Online Expenses (1), QuickBooks Online (Core) in invoicing-software read as QuickBooks (1), QuickBooks Online (QBO) in invoicing-software read as QuickBooks (1), QuickBooks Online (Standard Plans) in invoicing-software read as QuickBooks (1), Ramp Enterprise in ai-accounting-assistants read as Ramp Accounting Agent (1), Rho in treasury-management-systems read as Rho Treasury (1), Ripple Payments in cross-border-payments-and-fx read as Ripple (1), SAP in accounting-software read as SAP S/4HANA Finance (1), SAP in cash-flow-forecasting read as SAP Treasury and Risk Management (1), SAP in fixed-asset-accounting read as SAP Asset Accounting (1), SAP Ariba / SAP Business Network in global-e-invoicing-compliance read as SAP Business Network (1), SAP Ariba / SAP Business Network in supplier-management read as SAP Ariba (1), SAP Ariba Buying and Invoicing in accounts-payable-automation read as SAP Ariba (1), SAP Ariba Invoice Management in accounts-payable-automation read as SAP Ariba (1), SAP BPC (Business Planning and Consolidation) in corporate-performance-management read as SAP BPC (1), SAP BPC (now part of SAP EPM / SAP Analytics Cloud) in corporate-performance-management read as SAP BPC (1), SAP Cloud ERP in invoicing-software read as SAP S/4HANA (1), SAP Document and Reporting Compliance (SAP DRC) in global-e-invoicing-compliance read as SAP Document & Reporting Compliance (1), SAP Document and Reporting Compliance / SAP AP in global-e-invoicing-compliance read as SAP Document & Reporting Compliance (1), SAP S/4HANA Cloud (Finance) in accounting-software read as SAP S/4HANA Finance (1), SAP S/4HANA Cloud (Public Edition) in accounting-software read as SAP S/4HANA Finance (1), SAP standard in cash-application read as SAP Cash Application (1), SVB in business-banking read as Silicon Valley Bank (1), Sage in fixed-asset-accounting read as Sage Fixed Assets (1), Salesforce Sales Cloud in financial-close-management read as Salesforce (1), ServiceNow GRC (Integrated Risk Management) in internal-controls-and-sox read as ServiceNow Integrated Risk Management (1), Shopify in sales-tax-automation read as Shopify Tax (1), Sigma in saas-metrics-and-analytics read as Sigma Computing (1), Sovos (Compliance Cloud E-Invoicing) in global-e-invoicing-compliance read as Sovos Compliance Network (1), Sovos (Sovos Intelligent Compliance) in global-e-invoicing-compliance read as Sovos Compliance Network (1), Sovos (formerly Thomson Reuters ONE Source) in global-e-invoicing-compliance read as Sovos Compliance Network (1), Sovos Compliance / Sovos E-Invoicing in global-e-invoicing-compliance read as Sovos Compliance Network (1), Sovos e‑Invoice & VAT Compliance in global-e-invoicing-compliance read as Sovos Compliance Network (1), Square for Business in b2b-payment-acceptance read as Square (1), Synapse in business-banking read as Synapse Financial Technologies (1), TalentDesk.io in contractor-payments read as TalentDesk (1), Temenos Transact in business-banking read as Temenos (1), Thomson Reuters (ONESOURCE) in sales-tax-automation read as Thomson Reuters ONESOURCE (1), Thomson Reuters ONESOURCE (Income Tax) in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (1), Thomson Reuters ONESOURCE e-invoicing / Pagero in global-e-invoicing-compliance read as Pagero (1), Thomson Reuters OneSource Corporate Tax in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (1), Transformance in accounts-receivable-automation read as Transformance CollectPulse (1), Tungsten (Kofax) in global-e-invoicing-compliance read as Tungsten Network (1), Tungsten Automation (Kofax) in global-e-invoicing-compliance read as Tungsten Network (1), Tungsten Automation (formerly Tungsten Network) in global-e-invoicing-compliance read as Tungsten Network (1), Vena Solutions in account-reconciliation read as Vena (1), Vena Solutions in cash-flow-forecasting read as Vena (1), Venmo in b2b-payment-acceptance read as Venmo for Business (1), Vertex O Series in sales-tax-automation read as Vertex (1), Wave Accounting in accounting-software read as Wave (1), Wave Accounting in global-e-invoicing-compliance read as Wave (1), Wave Accounting in invoicing-software read as Wave (1), Wolters Kluwer in financial-close-management read as CCH Tagetik (1), Wolters Kluwer in financial-consolidation read as CCH Tagetik (1), Wolters Kluwer (CCH Tagetik) in corporate-performance-management read as CCH Tagetik (1), Wolters Kluwer (CCH Tagetik) in financial-close-management read as CCH Tagetik (1), Wolters Kluwer - CCH Tagetik in financial-close-management read as CCH Tagetik (1), Wolters Kluwer / CCH Tagetik in financial-consolidation read as CCH Tagetik (1), Wolters Kluwer CCH SureTax in sales-tax-automation read as CCH SureTax (1), Wolters Kluwer CCH Tagetik in account-reconciliation read as CCH Tagetik (1), Wolters Kluwer CCH Tagetik in corporate-performance-management read as CCH Tagetik (1), Wolters Kluwer CCH Tagetik in esg-and-carbon-reporting read as CCH Tagetik (1), Wolters Kluwer CCH Tagetik Corporate Tax / Tax Provision & Reporting in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (1), Workday in financial-modeling-and-scenario-planning read as Workday Adaptive Planning (1), Workday Adaptive in financial-consolidation read as Workday Adaptive Planning (1), Workday Adaptive in financial-reporting-and-dashboards read as Workday Adaptive Planning (1), Workday Enterprise Management Cloud in erp-systems read as Workday Financial Management (1), Workday Expenses in expense-management read as Workday (1), Workday Financials in erp-systems read as Workday Financial Management (1), Workday P2P in strategic-sourcing read as Workday P2P/T&E (1), Workday Procurement in procure-to-pay read as Workday P2P/T&E (1), Workday Spend Management in spend-management-platforms read as Workday (1), Workiva Tax & Provision in corporate-tax-provision read as Workiva Tax and Provision (1), Workiva Tax Provision in corporate-tax-provision read as Workiva Tax and Provision (1), Xero in business-bill-pay read as Xero Bills (1), Yardi in lease-accounting read as Yardi Corom (1), Yardi Fixed Assets Manager in fixed-asset-accounting read as Yardi (1), YayPay (Quadient) in accounts-receivable-automation read as Quadient AR (1), Zoho in expense-management read as Zoho Expense (1)

Combined answers split into one label per product: Airbase/Paylocity, American Express Corporate Program + SAP Concur, AutoRek / SmartStream, Bank of America / PNC, Bill.com / Expensify, BlackLine/LeaseAccelerator, Boardvantage / Nasdaq Boardvantage, Brex/Ramp Travel, CCH Tagetik/Planful, CT Corporation / CSC Global, ChatFin / Basis AI, CoStar Real Estate Manager + Visual Lease, CoStar/LeaseAccelerator, Corpay / Convera, Coupa / SAP, Deem / Engine, Determine/Corcentric, Diligent Boards / Diligent One, Diligent One Platform / Diligent ESG, Galvanize/AuditBoard, Google Slides/PowerPoint, IBM Maximo Application Suite / IBM Maximo, Ivalua / GEP SMART, J.P. Morgan Workplace Solutions / Global Shares, J.P. Morgan/Citi, JPMorgan/Citi, Lunos/Ledge, MaxCredible/CreditDevice, Microsoft Dynamics 365 Business Central / NAV, Moss/Payhawk, Nomentia / Cashforce, Oracle Assets / Oracle Cloud ERP, Oracle Cloud EPM / Hyperion, Oracle ERP Cloud / Oracle Fusion Cloud ERP, Oracle Financial Consolidation and Close / Oracle EPM Cloud, Oracle Fusion / NetSuite, Oracle Fusion Cloud ERP / NetSuite, Oracle Fusion Cloud ERP / SAP S/4HANA, Oracle Hyperion Financial Management (HFM) & Oracle Fusion Cloud EPM, Oracle NetSuite / SAP S/4HANA Asset Accounting, Paddle / ProfitWell, Pagero/Thomson Reuters, Payoneer / Hyperwallet, Pigment / Cube, Quadient AR / YayPay, QuickBooks Desktop / QuickBooks Online (QBOL), QuickBooks Enterprise / Intuit Enterprise Suite, QuickBooks Online / QuickBooks Enterprise, SAP Analytics Cloud / SAP BPC, SAP Analytics Cloud / SAP BPC / SAP Group Reporting, SAP Ariba / Concur Invoice, SAP Ariba / SAP Concur (AP), SAP Asset Accounting / SAP S/4HANA, SAP Business Network / SAP Ariba supplier management, SAP Concur / American Express Corporate, SAP Concur/Ariba, SAP Fixed Asset Accounting / SAP EAM, SAP GRC / MetricStream, SAP Group Reporting / SAP BPC, SAP Process Control / SAP GRC, SAP Revenue Management / SAP RAR, SAP S/4HANA & Oracle Lease Accounting, SAP S/4HANA / SAP Analytics Cloud (SAC), SAP/SAP Concur/SAP Cloud ERP, SaaSGrid/Grid, Sage X3 / Sage 300, ShareFile/Citrix, Shareworks / Diligent, Sphera / Enablon, TIBCO Jaspersoft / JasperReports, TaxJar/Anrok, Thomson Reuters / Wolters Kluwer (CCH Tagetik or Tax Network Direct), Tipalti/HighRadius, Tungsten Automation / Tungsten Network, U.S. Bank/PNC, Upwork / Fiverr Enterprise, Vertex Tax Accounting / Vertex Tax Provision, Vertex Tax Provision / Vertex Corporate Tax, Wise Business / Wise Platform, Wise Platform / Wise Business, Wolters Kluwer CCH Tagetik / CCH Integrator

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 16 of 38 categories (42%); differing under the strict rule: accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, strategic-sourcing, supplier-management
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 25 of 41 categories (61%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, board-and-investor-reporting, business-bill-pay, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, expense-management, financial-consolidation, financial-modeling-and-scenario-planning, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 35 of 41 categories (85%); differing under the strict rule: account-reconciliation, accounting-software, ai-accounting-assistants, board-and-investor-reporting, cap-table-management, cash-flow-forecasting, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, esg-and-carbon-reporting, expense-management, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, invoicing-software, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, strategic-sourcing, supplier-management
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 27 of 41 categories (66%); differing under the strict rule: accounting-software, accounts-payable-automation, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, financial-reporting-and-dashboards, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, procure-to-pay, saas-metrics-and-analytics, sales-tax-automation, treasury-management-systems
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 29 of 41 categories (71%); differing under the strict rule: accounting-software, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cap-table-management, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, financial-reporting-and-dashboards, fixed-asset-accounting, global-e-invoicing-compliance, invoicing-software, lease-accounting, saas-metrics-and-analytics, strategic-sourcing, supplier-management, treasury-management-systems
- Mistral Small: a direct first choice kept as first choice or alternative in 17 of 41 categories (41%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 30 of 41 categories (73%); differing under the strict rule: accounting-software, accounts-payable-automation, ai-accounting-assistants, b2b-credit-management, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-travel-management, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, financial-close-management, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 9 of 35 categories (26%); differing under the strict rule: account-reconciliation, accounting-software, accounts-receivable-automation, b2b-payment-acceptance, board-and-investor-reporting, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, strategic-sourcing, supplier-management, treasury-management-systems
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 25 of 41 categories (61%); differing under the strict rule: accounting-software, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, financial-reporting-and-dashboards, fixed-asset-accounting, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, saas-metrics-and-analytics, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Kimi K2: a direct first choice kept as first choice or alternative in 28 of 41 categories (68%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cap-table-management, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, expense-management, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, saas-metrics-and-analytics, strategic-sourcing, supplier-management, treasury-management-systems
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 26 of 41 categories (63%); differing under the strict rule: accounting-software, ai-accounting-assistants, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, saas-metrics-and-analytics, strategic-sourcing, treasury-management-systems
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 27 of 41 categories (66%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, accounts-receivable-automation, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, financial-close-management, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, supplier-management, treasury-management-systems


# Segment: Small business

# Finance AI Recommendation Index, run edition-2026-09

246 prompts, 12 models, 15,349 raw judge labels, 15,394 scored labels after normalization. Published weights: first choice +3, alternative +2, mention +1, soft negative -2, hard negative -3.

Scored under vendor alias table version 2026-10.7. Raw judge labels are the permanent record; the numbers below are derived from them and are regenerated for every run whenever the alias table changes, so the whole series is always scored under one table version. Resolution of raw names: 13,298 by alias or canonical name, 1396 by category-scoped alias, 99 from combined answers split into their products, 49 from combined answers counted once for their first product, 2 excluded by rule, 550 unresolved and counted under the raw name.

## Paraphrase stability

Share of categories where a model's first choice set on the direct prompt equals its set on the paraphrase.

| Model | Same | Different | Stability |
|---|---|---|---|
| Claude Haiku 4.5 | 4 | 34 | 11% |
| GPT-5.4 mini | 8 | 33 | 20% |
| Gemini 3.5 Flash | 12 | 29 | 29% |
| Perplexity Sonar | 11 | 30 | 27% |
| Grok 4.1 Fast | 10 | 31 | 24% |
| Mistral Small | 5 | 36 | 12% |
| DeepSeek V4 Flash | 13 | 28 | 32% |
| Llama 4 Maverick | 2 | 32 | 6% |
| Qwen 3.7 Flash | 4 | 37 | 10% |
| Kimi K2 | 9 | 32 | 22% |
| GLM 4.7 FlashX | 5 | 36 | 12% |
| MiniMax M2.5 | 6 | 35 | 15% |

A looser measure, whether a direct first choice survives as a first choice or alternative on the paraphrase, is in the appendix.

## Standing by category

First choice share across the direct, paraphrase, budget and scale prompts and all 12 models. The top product's share is published alongside the label: contested means the top share is at or below 40%, and a category just above the line is not meaningfully different from one just below it. Consensus means every model's direct-prompt first choice is the same single product.

| Category | Top product | Top share | First choices | Status |
|---|---|---|---|---|
| account-reconciliation | QuickBooks Online | 39% | 49 | contested |
| accounting-software | QuickBooks Online | 51% | 49 | clear leader |
| accounts-payable-automation | BILL Accounts Payable | 41% | 44 | clear leader |
| accounts-receivable-automation | BILL Accounts Receivable | 27% | 49 | contested |
| ai-accounting-assistants | QuickBooks Online | 40% | 48 | contested |
| b2b-credit-management | Chaser | 39% | 49 | contested |
| b2b-payment-acceptance | Helcim | 35% | 43 | contested |
| board-and-investor-reporting | Visible | 23% | 44 | contested |
| business-banking | Mercury | 33% | 51 | contested |
| business-bill-pay | Melio | 57% | 47 | clear leader |
| cap-table-management | Pulley | 30% | 56 | contested |
| cash-application | QuickBooks Payments | 14% | 49 | contested |
| cash-flow-forecasting | Float | 31% | 48 | contested |
| contractor-payments | Gusto | 59% | 46 | clear leader |
| corporate-cards | Ramp | 74% | 42 | clear leader |
| corporate-performance-management | Cube | 16% | 57 | contested |
| corporate-tax-provision | Bloomberg Tax Provision | 14% | 51 | contested |
| corporate-travel-management | Navan | 33% | 49 | contested |
| cross-border-payments-and-fx | Wise Business | 73% | 44 | clear leader |
| entity-management | EntityKeeper | 25% | 44 | contested |
| erp-systems | Odoo | 31% | 49 | contested |
| esg-and-carbon-reporting | Greenly | 41% | 46 | clear leader |
| expense-management | Zoho Expense | 36% | 47 | contested |
| financial-close-management | Numeric | 36% | 50 | contested |
| financial-consolidation | Joiin | 25% | 51 | contested |
| financial-modeling-and-scenario-planning | Clockwork | 12% | 50 | contested |
| financial-reporting-and-dashboards | QuickBooks Online | 38% | 40 | contested |
| fixed-asset-accounting | Xero | 15% | 52 | contested |
| fpa-platforms | Clockwork | 60% | 47 | clear leader |
| global-e-invoicing-compliance | Invoicemonk | 28% | 46 | contested |
| internal-controls-and-sox | Complies.ai | 14% | 49 | contested |
| invoicing-software | Zoho Invoice | 31% | 42 | contested |
| lease-accounting | EZLease | 25% | 48 | contested |
| procure-to-pay | Ramp | 27% | 51 | contested |
| revenue-recognition | Maxio | 17% | 48 | contested |
| saas-metrics-and-analytics | ChartMogul | 37% | 49 | contested |
| sales-tax-automation | TaxJar | 29% | 48 | contested |
| spend-management-platforms | Ramp | 51% | 49 | clear leader |
| strategic-sourcing | Tradogram | 45% | 47 | clear leader |
| supplier-management | Precoro | 40% | 43 | contested |
| treasury-management-systems | Agicap | 21% | 43 | contested |

**account-reconciliation**: QuickBooks Online 39%, Xero 33%, Wave 8%, Zoho Books 8%, Numeric 4%

**accounting-software**: QuickBooks Online 51%, Xero 20%, Wave 18%, Zoho Books 8%, QuickBooks 2%

**accounts-payable-automation**: BILL Accounts Payable 41%, Ramp 27%, Melio 20%, QuickBooks 7%, Rho 2%

**accounts-receivable-automation**: BILL Accounts Receivable 27%, Chaser 18%, Upflow 12%, Zoho Books 12%, Wave 8%

**ai-accounting-assistants**: QuickBooks Online 40%, Wave 12%, Xero 10%, Lunos AI 6%, Pilot 6%

**b2b-credit-management**: Chaser 39%, Paidnice 16%, Creditsafe 6%, Resolve Pay 6%, Experian Business Credit Reports 4%

**b2b-payment-acceptance**: Helcim 35%, Melio 14%, BILL Accounts Receivable 12%, Nickel 9%, Bill360 7%

**board-and-investor-reporting**: Visible 23%, BoardPro 20%, Boardable 20%, I'mBoard 11%, AppDeck Board Portal 5%

**business-banking**: Mercury 33%, Bluevine 25%, Novo 12%, Relay 6%, Brex 4%

**business-bill-pay**: Melio 57%, BILL 23%, Ramp 11%, Bank Bill Pay 4%, Plooto 2%

**cap-table-management**: Pulley 30%, Cake Equity 20%, Carta 16%, Eqvista 16%, Mantle 5%

**cash-application**: QuickBooks Payments 14%, BILL 12%, Gaviti 10%, RemitClear 8%, Wave 8%

**cash-flow-forecasting**: Float 31%, Cash Flow Frog 15%, QuickBooks Cash Flow Planner 15%, Trezy 8%, Chaser 6%

**contractor-payments**: Gusto 59%, Square Payroll 11%, BILL 4%, QuickBooks Contractor Payments 4%, Tax1099 4%

**corporate-cards**: Ramp 74%, BILL Spend & Expense 7%, Capital One Spark Cash Plus 7%, Airwallex 5%, Brex 2%

**corporate-performance-management**: Cube 16%, Vena 14%, Drivetrain 12%, Workday Adaptive Planning 11%, Datarails 9%

**corporate-tax-provision**: Bloomberg Tax Provision 14%, TurboTax Business 12%, Exactera Tax Provision 8%, Avalara 6%, Drake Tax Provision 6%

**corporate-travel-management**: Navan 33%, Booking.com for Business 20%, TravelPerk 18%, Ramp 8%, Rippling Travel 6%

**cross-border-payments-and-fx**: Wise Business 73%, Revolut Business 7%, Airwallex 5%, Corpay Cross-Border Payments 5%, WorldFirst 5%

**entity-management**: EntityKeeper 25%, ContractZen 16%, MinuteBox 14%, Diliforce 11%, Filejet 7%

**erp-systems**: Odoo 31%, Microsoft Dynamics 365 Business Central 27%, ERPNext 16%, Sage Intacct 12%, Oracle NetSuite 8%

**esg-and-carbon-reporting**: Greenly 41%, ExecutESG 13%, Persefoni 9%, Sustain.Life 9%, Wardn 7%

**expense-management**: Zoho Expense 36%, Ramp 23%, Expensify 19%, BILL Spend & Expense 13%, Brex 6%

**financial-close-management**: Numeric 36%, FloQast 18%, DOKKA Close 8%, Finlens 8%, PivotXL 6%

**financial-consolidation**: Joiin 25%, Fathom 14%, Centage Planning Maestro 12%, Datarails 10%, LiveFlow 10%

**financial-modeling-and-scenario-planning**: Clockwork 12%, LivePlan 10%, Float 8%, Google Sheets 8%, Cube 6%

**financial-reporting-and-dashboards**: QuickBooks Online 38%, Zoho Books 20%, Fathom 15%, Wave 15%, Clockwork 2%

**fixed-asset-accounting**: AssetAccountant 15%, Xero 15%, QuickBooks 13%, AssetTiger 12%, Fixed Asset Pro 10%

**fpa-platforms**: Clockwork 60%, Fathom 13%, Cube 9%, Jirav 4%, Aleph 2%

**global-e-invoicing-compliance**: Invoicemonk 28%, Xero 20%, Quaderno 9%, Avalara E-Invoicing 4%, QuickBooks Online 4%

**internal-controls-and-sox**: Complies.ai 14%, Hyperproof 10%, Vanta 10%, Drata 8%, FloQast 6%

**invoicing-software**: Zoho Invoice 31%, QuickBooks 29%, FreshBooks 19%, Wave 14%, Xero 7%

**lease-accounting**: EZLease 25%, iLeasePro 19%, LeaseGuru 12%, FinQuery 10%, Spacebase 8%

**procure-to-pay**: Ramp 27%, Precoro 24%, Procurify 16%, Tradogram 10%, BILL 6%

**revenue-recognition**: Maxio 17%, QuickBooks Online 10%, Finlens 8%, Flowrev 8%, Pipedrive 8%

**saas-metrics-and-analytics**: ChartMogul 37%, ProfitWell Metrics 29%, Databox 14%, Baremetrics 8%, Looker Studio 8%

**sales-tax-automation**: TaxJar 29%, TaxCloud 27%, Avalara AvaTax 19%, Zamp 8%, Zoho Books 6%

**spend-management-platforms**: Ramp 51%, BILL Spend & Expense 35%, Zoho Expense 6%, Brex 4%, Expensify 2%

**strategic-sourcing**: Tradogram 45%, AuraVMS 11%, oboloo 9%, PandaDoc 4%, Procurify 4%

**supplier-management**: Precoro 40%, Tradogram 14%, oboloo 7%, Softr 5%, Airtable 2%

**treasury-management-systems**: Agicap 21%, Trezy 9%, FreightPOP 7%, Fygr 7%, Mercury 7%

## Anti-recommendations

Products most often labeled soft or hard negative, with the number of models that did so at least once in the category, and the share of that product's labels in the category that were negative. A high negative share on a product with few labels is a warning; a low share on a product with many labels is salience, not sentiment.

- **account-reconciliation**: BlackLine (10 models, 10 hard; 23 of 30 labels negative), FloQast (5 models, 5 hard; 12 of 28 labels negative), Trintech (5 models, 5 hard; 6 of 8 labels negative), Microsoft Excel (5 models, 4 hard; 5 of 5 labels negative)
- **accounting-software**: QuickBooks Online (9 models, 3 hard; 13 of 59 labels negative), FreshBooks (8 models, 2 hard; 11 of 53 labels negative), Wave (8 models, 2 hard; 10 of 36 labels negative), Oracle NetSuite (5 models, 3 hard; 7 of 11 labels negative)
- **accounts-payable-automation**: BILL Accounts Payable (9 models; 13 of 62 labels negative), Basware (7 models, 6 hard; 7 of 7 labels negative), SAP Concur (7 models, 6 hard; 8 of 9 labels negative), Coupa (7 models, 5 hard; 8 of 10 labels negative)
- **accounts-receivable-automation**: BILL Accounts Receivable (6 models, 2 hard; 7 of 44 labels negative), HighRadius (4 models, 4 hard; 8 of 11 labels negative), QuickBooks Online (4 models, 1 hard; 5 of 16 labels negative), Quadient AR (3 models, 1 hard; 3 of 6 labels negative)
- **ai-accounting-assistants**: ChatGPT (8 models, 8 hard; 9 of 9 labels negative), Claude (6 models, 6 hard; 7 of 7 labels negative), Gemini (5 models, 5 hard; 5 of 5 labels negative), QuickBooks Online (5 models; 6 of 54 labels negative)
- **b2b-credit-management**: HighRadius Credit Cloud (5 models, 8 hard; 11 of 12 labels negative), Sidetrade (3 models, 2 hard; 4 of 4 labels negative), Dun & Bradstreet (3 models, 1 hard; 4 of 10 labels negative), Kolleno (3 models, 1 hard; 3 of 9 labels negative)
- **b2b-payment-acceptance**: BILL Accounts Receivable (7 models, 3 hard; 10 of 41 labels negative), Stripe (7 models, 1 hard; 11 of 42 labels negative), Melio (4 models; 4 of 38 labels negative), PayPal (4 models; 6 of 17 labels negative)
- **board-and-investor-reporting**: Diligent Boards (9 models, 10 hard; 24 of 29 labels negative), Nasdaq Boardvantage (9 models, 8 hard; 16 of 23 labels negative), OnBoard (4 models, 2 hard; 6 of 26 labels negative), Google Drive (3 models, 2 hard; 3 of 4 labels negative)
- **business-banking**: Bank of America (8 models, 4 hard; 12 of 21 labels negative), Wells Fargo (8 models, 4 hard; 10 of 16 labels negative), Mercury (7 models, 4 hard; 7 of 50 labels negative), Chase Business Banking (7 models, 1 hard; 11 of 36 labels negative)
- **business-bill-pay**: BILL (11 models, 9 hard; 18 of 60 labels negative), Melio (6 models, 1 hard; 6 of 57 labels negative), Tipalti (5 models, 1 hard; 6 of 14 labels negative), AvidXchange (4 models, 1 hard; 4 of 5 labels negative)
- **cap-table-management**: Carta (11 models, 2 hard; 27 of 62 labels negative), Pulley (7 models, 6 hard; 10 of 57 labels negative), Shareworks (5 models, 4 hard; 6 of 9 labels negative), AngelList Stack (4 models, 5 hard; 5 of 6 labels negative)
- **cash-application**: HighRadius (11 models, 7 hard; 30 of 37 labels negative), Billtrust (10 models, 6 hard; 22 of 29 labels negative), Cash App (7 models, 6 hard; 8 of 8 labels negative), Esker (7 models, 3 hard; 9 of 11 labels negative)
- **cash-flow-forecasting**: Float (6 models, 1 hard; 7 of 53 labels negative), Anaplan (5 models, 5 hard; 6 of 7 labels negative), Workday Adaptive Planning (3 models, 4 hard; 4 of 5 labels negative), GTreasury (3 models, 2 hard; 3 of 3 labels negative)
- **contractor-payments**: PayPal MassPay (7 models, 7 hard; 9 of 11 labels negative), Venmo (7 models, 6 hard; 7 of 7 labels negative), Cash App (5 models, 4 hard; 5 of 5 labels negative), Stripe (4 models, 3 hard; 4 of 5 labels negative)
- **corporate-cards**: Brex (9 models, 2 hard; 13 of 56 labels negative), American Express Corporate Card (5 models, 1 hard; 5 of 19 labels negative), Ramp (4 models; 4 of 60 labels negative), WEX (3 models, 3 hard; 3 of 3 labels negative)
- **corporate-performance-management**: Oracle Fusion Cloud EPM (10 models, 14 hard; 19 of 22 labels negative), Anaplan (10 models, 12 hard; 24 of 32 labels negative), OneStream (9 models, 10 hard; 15 of 17 labels negative), Workday Adaptive Planning (8 models, 3 hard; 14 of 33 labels negative)
- **corporate-tax-provision**: Thomson Reuters ONESOURCE Tax Provision (8 models, 11 hard; 22 of 35 labels negative), Bloomberg Tax Provision (7 models, 7 hard; 15 of 39 labels negative), CSC Corptax (5 models, 4 hard; 11 of 13 labels negative), Vertex (5 models, 2 hard; 7 of 9 labels negative)
- **corporate-travel-management**: SAP Concur (11 models, 8 hard; 25 of 33 labels negative), Navan (8 models, 1 hard; 10 of 53 labels negative), Expedia for Business (5 models, 5 hard; 5 of 8 labels negative), Booking.com for Business (5 models, 3 hard; 5 of 37 labels negative)
- **cross-border-payments-and-fx**: Payoneer (8 models, 2 hard; 10 of 38 labels negative), PayPal (7 models, 5 hard; 11 of 15 labels negative), Revolut Business (4 models, 1 hard; 4 of 18 labels negative), Thunes (4 models, 1 hard; 6 of 14 labels negative)
- **entity-management**: Diligent Entities (9 models, 12 hard; 23 of 38 labels negative), Athennian (7 models, 6 hard; 16 of 35 labels negative), CSC Entity Management (7 models, 5 hard; 14 of 21 labels negative), CT Corporation Entity Management (4 models; 5 of 5 labels negative)
- **erp-systems**: SAP S/4HANA (11 models, 10 hard; 15 of 19 labels negative), Oracle NetSuite (10 models, 2 hard; 22 of 53 labels negative), Oracle Fusion Cloud ERP (9 models, 8 hard; 9 of 9 labels negative), Microsoft Dynamics 365 Business Central (6 models, 1 hard; 6 of 57 labels negative)
- **esg-and-carbon-reporting**: Workiva (10 models, 9 hard; 26 of 27 labels negative), IBM Envizi (7 models, 8 hard; 13 of 13 labels negative), Diligent ESG (7 models, 5 hard; 8 of 10 labels negative), Sphera (7 models, 4 hard; 8 of 8 labels negative)
- **expense-management**: BILL Spend & Expense (7 models, 2 hard; 8 of 53 labels negative), Expensify (7 models, 1 hard; 7 of 55 labels negative), SAP Concur (6 models, 6 hard; 9 of 10 labels negative), Brex (2 models, 2 hard; 2 of 28 labels negative)
- **financial-close-management**: BlackLine (11 models, 14 hard; 29 of 33 labels negative), Workiva (9 models, 6 hard; 11 of 14 labels negative), FloQast (9 models, 2 hard; 15 of 46 labels negative), OneStream (5 models, 2 hard; 5 of 5 labels negative)
- **financial-consolidation**: OneStream (8 models, 4 hard; 9 of 16 labels negative), Oracle NetSuite (4 models, 3 hard; 8 of 17 labels negative), Oracle Hyperion (3 models, 3 hard; 4 of 4 labels negative), Sage Intacct (3 models, 2 hard; 6 of 16 labels negative)
- **financial-modeling-and-scenario-planning**: Anaplan (5 models, 8 hard; 13 of 15 labels negative), Microsoft Excel (5 models, 1 hard; 8 of 22 labels negative), Workday Adaptive Planning (4 models, 5 hard; 6 of 7 labels negative), Jirav (3 models, 3 hard; 6 of 23 labels negative)
- **financial-reporting-and-dashboards**: Tableau (8 models, 5 hard; 8 of 13 labels negative), Microsoft Power BI (6 models, 3 hard; 6 of 22 labels negative), Improvado (5 models, 4 hard; 5 of 5 labels negative), Microsoft Excel (5 models, 3 hard; 5 of 6 labels negative)
- **fixed-asset-accounting**: QuickBooks (7 models, 1 hard; 10 of 32 labels negative), Bloomberg Tax Fixed Assets (5 models, 4 hard; 6 of 9 labels negative), SAP Asset Accounting (5 models, 4 hard; 6 of 7 labels negative), Sage Fixed Assets (5 models, 1 hard; 6 of 28 labels negative)
- **fpa-platforms**: Workday Adaptive Planning (11 models, 13 hard; 19 of 23 labels negative), Anaplan (10 models, 12 hard; 18 of 20 labels negative), Vena (9 models, 2 hard; 11 of 19 labels negative), Planful (8 models, 5 hard; 9 of 13 labels negative)
- **global-e-invoicing-compliance**: FreshBooks (8 models, 2 hard; 8 of 32 labels negative), Wave (6 models, 1 hard; 8 of 24 labels negative), Basware (4 models, 4 hard; 5 of 6 labels negative), Invoice Simple (4 models, 4 hard; 4 of 4 labels negative)
- **internal-controls-and-sox**: Workiva (11 models, 5 hard; 17 of 25 labels negative), AuditBoard (9 models, 5 hard; 15 of 26 labels negative), Oracle GRC (7 models, 6 hard; 9 of 9 labels negative), SAP GRC (6 models, 4 hard; 6 of 6 labels negative)
- **invoicing-software**: QuickBooks (9 models, 2 hard; 12 of 54 labels negative), Wave (8 models; 10 of 48 labels negative), FreshBooks (6 models, 1 hard; 7 of 52 labels negative), Invoice Simple (4 models, 2 hard; 4 of 4 labels negative)
- **lease-accounting**: Visual Lease (7 models, 4 hard; 11 of 19 labels negative), Microsoft Excel (4 models, 5 hard; 5 of 6 labels negative), Trullion (4 models, 3 hard; 4 of 23 labels negative), LeaseAccelerator (4 models, 1 hard; 4 of 7 labels negative)
- **procure-to-pay**: Coupa (12 models, 12 hard; 25 of 30 labels negative), SAP Ariba (12 models, 12 hard; 22 of 25 labels negative), Procurify (7 models, 1 hard; 8 of 47 labels negative), Alibaba (4 models; 4 of 4 labels negative)
- **revenue-recognition**: QuickBooks Online (11 models, 3 hard; 18 of 43 labels negative), Xero (8 models, 1 hard; 11 of 21 labels negative), Oracle NetSuite (6 models, 7 hard; 11 of 13 labels negative), Zuora Revenue (6 models, 7 hard; 14 of 18 labels negative)
- **saas-metrics-and-analytics**: Baremetrics (6 models; 7 of 47 labels negative), Amplitude (5 models, 3 hard; 6 of 16 labels negative), Tableau (5 models, 2 hard; 8 of 8 labels negative), Looker (4 models, 1 hard; 5 of 6 labels negative)
- **sales-tax-automation**: Avalara AvaTax (11 models, 4 hard; 23 of 50 labels negative), Vertex (7 models, 4 hard; 11 of 22 labels negative), TaxJar (6 models, 3 hard; 9 of 53 labels negative), Sovos (3 models, 1 hard; 3 of 10 labels negative)
- **spend-management-platforms**: SAP Concur (8 models, 7 hard; 10 of 11 labels negative), Brex (8 models, 2 hard; 14 of 49 labels negative), Expensify (7 models, 2 hard; 10 of 37 labels negative), Coupa (6 models, 3 hard; 6 of 7 labels negative)
- **strategic-sourcing**: SAP Ariba (11 models, 13 hard; 27 of 28 labels negative), Coupa (9 models, 9 hard; 15 of 17 labels negative), LinkedIn Recruiter (5 models, 2 hard; 8 of 10 labels negative), Alibaba (4 models, 1 hard; 4 of 4 labels negative)
- **supplier-management**: Coupa (11 models, 18 hard; 31 of 36 labels negative), SAP Ariba (9 models, 16 hard; 22 of 26 labels negative), Jaggaer (9 models, 5 hard; 9 of 10 labels negative), Ivalua (7 models, 7 hard; 9 of 11 labels negative)
- **treasury-management-systems**: Kyriba (10 models, 7 hard; 26 of 33 labels negative), SAP Treasury and Risk Management (8 models, 8 hard; 13 of 14 labels negative), GTreasury (7 models, 6 hard; 12 of 17 labels negative), ION Treasury (4 models, 4 hard; 4 of 4 labels negative)

## Leadership and criticism

First-choice share and negative label rate are independent, so every product with at least 10 labels in a category is placed on both axes. Cutoffs: leader at 30% or more of first choices, criticized at 25% or more negative labels. An endorsed leader is recommended and not criticized; a criticized default is recommended while the models list its problems; a criticized challenger is named mostly to be warned against.

| Category | Product | First-choice share | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|
| account-reconciliation | QuickBooks Online | 39% | 7% | 60 | endorsed leader |
| account-reconciliation | Xero | 33% | 2% | 55 | endorsed leader |
| account-reconciliation | Zoho Books | 8% | 0% | 16 | accepted challenger |
| account-reconciliation | Wave | 8% | 17% | 12 | accepted challenger |
| account-reconciliation | Numeric | 4% | 14% | 14 | accepted challenger |
| account-reconciliation | FloQast | 2% | 43% | 28 | criticized challenger |
| account-reconciliation | Ramp | 0% | 0% | 14 | accepted challenger |
| account-reconciliation | BlackLine | 0% | 77% | 30 | criticized challenger |
| accounting-software | QuickBooks Online | 51% | 22% | 59 | endorsed leader |
| accounting-software | Xero | 20% | 3% | 59 | accepted challenger |
| accounting-software | Wave | 18% | 28% | 36 | criticized challenger |
| accounting-software | Zoho Books | 8% | 2% | 46 | accepted challenger |
| accounting-software | FreshBooks | 0% | 21% | 53 | accepted challenger |
| accounting-software | Oracle NetSuite | 0% | 64% | 11 | criticized challenger |
| accounts-payable-automation | BILL Accounts Payable | 41% | 21% | 62 | endorsed leader |
| accounts-payable-automation | Ramp | 27% | 10% | 52 | accepted challenger |
| accounts-payable-automation | Melio | 20% | 7% | 46 | accepted challenger |
| accounts-payable-automation | QuickBooks | 7% | 0% | 17 | accepted challenger |
| accounts-payable-automation | Plooto | 0% | 0% | 11 | accepted challenger |
| accounts-payable-automation | Stampli | 0% | 29% | 14 | criticized challenger |
| accounts-payable-automation | Tipalti | 0% | 48% | 25 | criticized challenger |
| accounts-payable-automation | Coupa | 0% | 80% | 10 | criticized challenger |
| accounts-receivable-automation | BILL Accounts Receivable | 27% | 16% | 44 | accepted challenger |
| accounts-receivable-automation | Chaser | 18% | 6% | 34 | accepted challenger |
| accounts-receivable-automation | Zoho Books | 12% | 10% | 20 | accepted challenger |
| accounts-receivable-automation | Upflow | 12% | 11% | 27 | accepted challenger |
| accounts-receivable-automation | FreshBooks | 6% | 10% | 21 | accepted challenger |
| accounts-receivable-automation | Gaviti | 4% | 18% | 11 | accepted challenger |
| accounts-receivable-automation | QuickBooks Online | 2% | 31% | 16 | criticized challenger |
| accounts-receivable-automation | Invoiced | 0% | 8% | 13 | accepted challenger |
| accounts-receivable-automation | Billtrust | 0% | 50% | 10 | criticized challenger |
| accounts-receivable-automation | HighRadius | 0% | 73% | 11 | criticized challenger |
| ai-accounting-assistants | QuickBooks Online | 40% | 11% | 54 | endorsed leader |
| ai-accounting-assistants | Wave | 12% | 7% | 15 | accepted challenger |
| ai-accounting-assistants | Xero | 10% | 6% | 47 | accepted challenger |
| ai-accounting-assistants | Zoho Books | 6% | 0% | 23 | accepted challenger |
| ai-accounting-assistants | Pilot | 6% | 8% | 12 | accepted challenger |
| ai-accounting-assistants | Digits | 4% | 19% | 16 | accepted challenger |
| ai-accounting-assistants | FreshBooks | 2% | 0% | 20 | accepted challenger |
| ai-accounting-assistants | BILL | 2% | 10% | 10 | accepted challenger |
| ai-accounting-assistants | Zeni | 0% | 15% | 13 | accepted challenger |
| ai-accounting-assistants | Vic.ai | 0% | 27% | 11 | criticized challenger |
| ai-accounting-assistants | Botkeeper | 0% | 50% | 10 | criticized challenger |
| b2b-credit-management | Chaser | 39% | 7% | 43 | endorsed leader |
| b2b-credit-management | Paidnice | 16% | 0% | 27 | accepted challenger |
| b2b-credit-management | Resolve Pay | 6% | 0% | 10 | accepted challenger |
| b2b-credit-management | Creditsafe | 6% | 12% | 16 | accepted challenger |
| b2b-credit-management | Nav Business | 4% | 0% | 12 | accepted challenger |
| b2b-credit-management | Experian Business Credit Reports | 4% | 8% | 12 | accepted challenger |
| b2b-credit-management | Upflow | 2% | 10% | 10 | accepted challenger |
| b2b-credit-management | Dun & Bradstreet | 2% | 40% | 10 | criticized challenger |
| b2b-credit-management | Satago | 0% | 0% | 20 | accepted challenger |
| b2b-credit-management | HighRadius Credit Cloud | 0% | 92% | 12 | criticized challenger |
| b2b-payment-acceptance | Helcim | 35% | 0% | 32 | endorsed leader |
| b2b-payment-acceptance | Melio | 14% | 11% | 38 | accepted challenger |
| b2b-payment-acceptance | BILL Accounts Receivable | 12% | 24% | 41 | accepted challenger |
| b2b-payment-acceptance | Nickel | 9% | 0% | 16 | accepted challenger |
| b2b-payment-acceptance | Stripe | 7% | 26% | 42 | criticized challenger |
| b2b-payment-acceptance | Square | 5% | 29% | 17 | criticized challenger |
| b2b-payment-acceptance | PayPal | 5% | 35% | 17 | criticized challenger |
| b2b-payment-acceptance | Wise Business | 0% | 0% | 10 | accepted challenger |
| b2b-payment-acceptance | Plooto | 0% | 8% | 13 | accepted challenger |
| b2b-payment-acceptance | QuickBooks Payments | 0% | 11% | 18 | accepted challenger |
| board-and-investor-reporting | Visible | 23% | 0% | 12 | accepted challenger |
| board-and-investor-reporting | BoardPro | 20% | 0% | 30 | accepted challenger |
| board-and-investor-reporting | Boardable | 20% | 0% | 35 | accepted challenger |
| board-and-investor-reporting | I'mBoard | 11% | 0% | 10 | accepted challenger |
| board-and-investor-reporting | AppDeck Board Portal | 5% | 0% | 18 | accepted challenger |
| board-and-investor-reporting | OnBoard | 2% | 23% | 26 | accepted challenger |
| board-and-investor-reporting | Nasdaq Boardvantage | 2% | 70% | 23 | criticized challenger |
| board-and-investor-reporting | BoardEffect | 0% | 20% | 10 | accepted challenger |
| board-and-investor-reporting | Diligent Boards | 0% | 83% | 29 | criticized challenger |
| business-banking | Mercury | 33% | 14% | 50 | endorsed leader |
| business-banking | Bluevine | 25% | 12% | 41 | accepted challenger |
| business-banking | Novo | 12% | 16% | 31 | accepted challenger |
| business-banking | Relay | 6% | 18% | 33 | accepted challenger |
| business-banking | Found | 4% | 0% | 12 | accepted challenger |
| business-banking | Brex | 4% | 12% | 17 | accepted challenger |
| business-banking | Chase Business Banking | 4% | 31% | 36 | criticized challenger |
| business-banking | Axos Bank | 2% | 9% | 11 | accepted challenger |
| business-banking | Rho | 2% | 10% | 10 | accepted challenger |
| business-banking | Bank of America | 0% | 57% | 21 | criticized challenger |
| business-banking | Wells Fargo | 0% | 62% | 16 | criticized challenger |
| business-bill-pay | Melio | 57% | 11% | 57 | endorsed leader |
| business-bill-pay | BILL | 23% | 30% | 60 | criticized challenger |
| business-bill-pay | Ramp | 11% | 2% | 47 | accepted challenger |
| business-bill-pay | Bank Bill Pay | 4% | 10% | 10 | accepted challenger |
| business-bill-pay | Plooto | 2% | 0% | 16 | accepted challenger |
| business-bill-pay | QuickBooks Bill Pay | 2% | 8% | 26 | accepted challenger |
| business-bill-pay | Tipalti | 0% | 43% | 14 | criticized challenger |
| cap-table-management | Pulley | 30% | 18% | 57 | endorsed leader |
| cap-table-management | Cake Equity | 20% | 0% | 44 | accepted challenger |
| cap-table-management | Eqvista | 16% | 7% | 41 | accepted challenger |
| cap-table-management | Carta | 16% | 44% | 62 | criticized challenger |
| cap-table-management | Qapita | 5% | 7% | 15 | accepted challenger |
| cap-table-management | Ledgy | 0% | 3% | 29 | accepted challenger |
| cash-application | QuickBooks Payments | 14% | 0% | 24 | accepted challenger |
| cash-application | BILL | 12% | 5% | 20 | accepted challenger |
| cash-application | Gaviti | 10% | 5% | 19 | accepted challenger |
| cash-application | Lunos | 4% | 0% | 10 | accepted challenger |
| cash-application | Upflow | 4% | 0% | 15 | accepted challenger |
| cash-application | Versapay | 2% | 7% | 15 | accepted challenger |
| cash-application | Billtrust | 2% | 76% | 29 | criticized challenger |
| cash-application | HighRadius | 0% | 81% | 37 | criticized challenger |
| cash-application | Esker | 0% | 82% | 11 | criticized challenger |
| cash-application | BlackLine Cash Application | 0% | 100% | 12 | criticized challenger |
| cash-flow-forecasting | Float | 31% | 13% | 53 | endorsed leader |
| cash-flow-forecasting | Cash Flow Frog | 15% | 5% | 37 | accepted challenger |
| cash-flow-forecasting | QuickBooks Cash Flow Planner | 15% | 9% | 22 | accepted challenger |
| cash-flow-forecasting | Pulse | 6% | 3% | 29 | accepted challenger |
| cash-flow-forecasting | Xero Cash Flow Forecasting | 2% | 10% | 10 | accepted challenger |
| cash-flow-forecasting | Futrli | 2% | 20% | 10 | accepted challenger |
| cash-flow-forecasting | Agicap | 2% | 23% | 13 | accepted challenger |
| cash-flow-forecasting | Dryrun | 0% | 0% | 17 | accepted challenger |
| cash-flow-forecasting | Fathom | 0% | 5% | 21 | accepted challenger |
| contractor-payments | Gusto | 59% | 2% | 55 | endorsed leader |
| contractor-payments | Square Payroll | 11% | 19% | 16 | accepted challenger |
| contractor-payments | Wingspan | 4% | 0% | 12 | accepted challenger |
| contractor-payments | QuickBooks Contractor Payments | 4% | 0% | 13 | accepted challenger |
| contractor-payments | BILL | 4% | 17% | 12 | accepted challenger |
| contractor-payments | Wise Business | 2% | 9% | 23 | accepted challenger |
| contractor-payments | Remote | 0% | 5% | 21 | accepted challenger |
| contractor-payments | Deel | 0% | 9% | 45 | accepted challenger |
| contractor-payments | Melio | 0% | 15% | 13 | accepted challenger |
| contractor-payments | Rippling | 0% | 18% | 17 | accepted challenger |
| contractor-payments | Tipalti | 0% | 23% | 13 | accepted challenger |
| contractor-payments | PayPal MassPay | 0% | 82% | 11 | criticized challenger |
| corporate-cards | Ramp | 74% | 7% | 60 | endorsed leader |
| corporate-cards | BILL Spend & Expense | 7% | 0% | 39 | accepted challenger |
| corporate-cards | Airwallex | 5% | 0% | 12 | accepted challenger |
| corporate-cards | Brex | 2% | 23% | 56 | accepted challenger |
| corporate-cards | Rho | 0% | 0% | 14 | accepted challenger |
| corporate-cards | American Express Corporate Card | 0% | 26% | 19 | criticized challenger |
| corporate-performance-management | Cube | 16% | 4% | 24 | accepted challenger |
| corporate-performance-management | Vena | 14% | 6% | 35 | accepted challenger |
| corporate-performance-management | Drivetrain | 12% | 0% | 14 | accepted challenger |
| corporate-performance-management | Workday Adaptive Planning | 11% | 42% | 33 | criticized challenger |
| corporate-performance-management | Datarails | 9% | 3% | 29 | accepted challenger |
| corporate-performance-management | Prophix | 4% | 0% | 12 | accepted challenger |
| corporate-performance-management | Jirav | 2% | 0% | 11 | accepted challenger |
| corporate-performance-management | Planful | 2% | 22% | 18 | accepted challenger |
| corporate-performance-management | Anaplan | 0% | 75% | 32 | criticized challenger |
| corporate-performance-management | Oracle Fusion Cloud EPM | 0% | 86% | 22 | criticized challenger |
| corporate-performance-management | OneStream | 0% | 88% | 17 | criticized challenger |
| corporate-tax-provision | Bloomberg Tax Provision | 14% | 38% | 39 | criticized challenger |
| corporate-tax-provision | TurboTax Business | 12% | 24% | 17 | accepted challenger |
| corporate-tax-provision | Exactera Tax Provision | 8% | 8% | 12 | accepted challenger |
| corporate-tax-provision | Avalara | 6% | 18% | 11 | accepted challenger |
| corporate-tax-provision | TaxAct Business | 4% | 0% | 12 | accepted challenger |
| corporate-tax-provision | Thomson Reuters ONESOURCE Tax Provision | 4% | 63% | 35 | criticized challenger |
| corporate-tax-provision | Sovos Tax Provision | 2% | 33% | 12 | criticized challenger |
| corporate-tax-provision | CSC Corptax | 2% | 85% | 13 | criticized challenger |
| corporate-tax-provision | Workiva Tax and Provision | 0% | 10% | 10 | accepted challenger |
| corporate-tax-provision | H&R Block Small Business | 0% | 45% | 11 | criticized challenger |
| corporate-tax-provision | Longview Tax | 0% | 73% | 11 | criticized challenger |
| corporate-travel-management | Navan | 33% | 19% | 53 | endorsed leader |
| corporate-travel-management | Booking.com for Business | 20% | 14% | 37 | accepted challenger |
| corporate-travel-management | TravelPerk | 18% | 8% | 59 | accepted challenger |
| corporate-travel-management | Ramp | 8% | 8% | 24 | accepted challenger |
| corporate-travel-management | Rippling Travel | 6% | 5% | 22 | accepted challenger |
| corporate-travel-management | TravelBank | 2% | 0% | 10 | accepted challenger |
| corporate-travel-management | Engine | 2% | 0% | 12 | accepted challenger |
| corporate-travel-management | Brex | 2% | 7% | 15 | accepted challenger |
| corporate-travel-management | SAP Concur | 2% | 76% | 33 | criticized challenger |
| corporate-travel-management | Amex GBT Egencia | 0% | 40% | 15 | criticized challenger |
| cross-border-payments-and-fx | Wise Business | 73% | 5% | 64 | endorsed leader |
| cross-border-payments-and-fx | Revolut Business | 7% | 22% | 18 | accepted challenger |
| cross-border-payments-and-fx | Airwallex | 5% | 6% | 49 | accepted challenger |
| cross-border-payments-and-fx | OFX | 2% | 0% | 10 | accepted challenger |
| cross-border-payments-and-fx | Stripe | 2% | 18% | 17 | accepted challenger |
| cross-border-payments-and-fx | Payoneer | 0% | 26% | 38 | criticized challenger |
| cross-border-payments-and-fx | Thunes | 0% | 43% | 14 | criticized challenger |
| cross-border-payments-and-fx | PayPal | 0% | 73% | 15 | criticized challenger |
| entity-management | EntityKeeper | 25% | 10% | 42 | accepted challenger |
| entity-management | ContractZen | 16% | 0% | 16 | accepted challenger |
| entity-management | MinuteBox | 14% | 8% | 12 | accepted challenger |
| entity-management | Diliforce | 11% | 0% | 10 | accepted challenger |
| entity-management | Filejet | 7% | 0% | 12 | accepted challenger |
| entity-management | LegalX | 7% | 0% | 11 | accepted challenger |
| entity-management | Carta | 2% | 13% | 15 | accepted challenger |
| entity-management | Diligent Entities | 2% | 61% | 38 | criticized challenger |
| entity-management | Corporify | 0% | 0% | 11 | accepted challenger |
| entity-management | Athennian | 0% | 46% | 35 | criticized challenger |
| entity-management | CSC Entity Management | 0% | 67% | 21 | criticized challenger |
| erp-systems | Odoo | 31% | 2% | 62 | endorsed leader |
| erp-systems | Microsoft Dynamics 365 Business Central | 27% | 11% | 57 | accepted challenger |
| erp-systems | ERPNext | 16% | 8% | 37 | accepted challenger |
| erp-systems | Sage Intacct | 12% | 9% | 32 | accepted challenger |
| erp-systems | Oracle NetSuite | 8% | 42% | 53 | criticized challenger |
| erp-systems | Zoho One | 4% | 0% | 25 | accepted challenger |
| erp-systems | QuickBooks | 2% | 32% | 19 | criticized challenger |
| erp-systems | Katana | 0% | 0% | 14 | accepted challenger |
| erp-systems | Cin7 | 0% | 0% | 14 | accepted challenger |
| erp-systems | Acumatica | 0% | 4% | 28 | accepted challenger |
| erp-systems | SAP Business One | 0% | 12% | 34 | accepted challenger |
| erp-systems | SAP S/4HANA | 0% | 79% | 19 | criticized challenger |
| esg-and-carbon-reporting | Greenly | 41% | 4% | 47 | endorsed leader |
| esg-and-carbon-reporting | ExecutESG | 13% | 0% | 12 | accepted challenger |
| esg-and-carbon-reporting | Sustain.Life | 9% | 6% | 18 | accepted challenger |
| esg-and-carbon-reporting | Persefoni | 9% | 35% | 20 | criticized challenger |
| esg-and-carbon-reporting | Wardn | 7% | 0% | 19 | accepted challenger |
| esg-and-carbon-reporting | Aclymate | 4% | 0% | 11 | accepted challenger |
| esg-and-carbon-reporting | Coolset | 0% | 14% | 14 | accepted challenger |
| esg-and-carbon-reporting | Sweep | 0% | 27% | 15 | criticized challenger |
| esg-and-carbon-reporting | Novisto | 0% | 60% | 10 | criticized challenger |
| esg-and-carbon-reporting | Diligent ESG | 0% | 80% | 10 | criticized challenger |
| esg-and-carbon-reporting | Watershed | 0% | 82% | 11 | criticized challenger |
| esg-and-carbon-reporting | Workiva | 0% | 96% | 27 | criticized challenger |
| esg-and-carbon-reporting | IBM Envizi | 0% | 100% | 13 | criticized challenger |
| expense-management | Zoho Expense | 36% | 0% | 54 | endorsed leader |
| expense-management | Ramp | 23% | 4% | 51 | accepted challenger |
| expense-management | Expensify | 19% | 13% | 55 | accepted challenger |
| expense-management | BILL Spend & Expense | 13% | 15% | 53 | accepted challenger |
| expense-management | Brex | 6% | 7% | 28 | accepted challenger |
| expense-management | Wave | 2% | 9% | 11 | accepted challenger |
| expense-management | SAP Concur | 0% | 90% | 10 | criticized challenger |
| financial-close-management | Numeric | 36% | 7% | 41 | endorsed leader |
| financial-close-management | FloQast | 18% | 33% | 46 | criticized challenger |
| financial-close-management | Finlens | 8% | 0% | 10 | accepted challenger |
| financial-close-management | DOKKA Close | 8% | 8% | 13 | accepted challenger |
| financial-close-management | PivotXL | 6% | 0% | 10 | accepted challenger |
| financial-close-management | Double | 4% | 0% | 18 | accepted challenger |
| financial-close-management | Datarails | 2% | 6% | 16 | accepted challenger |
| financial-close-management | Workiva | 0% | 79% | 14 | criticized challenger |
| financial-close-management | BlackLine | 0% | 88% | 33 | criticized challenger |
| financial-consolidation | Joiin | 25% | 0% | 26 | accepted challenger |
| financial-consolidation | Fathom | 14% | 0% | 31 | accepted challenger |
| financial-consolidation | Centage Planning Maestro | 12% | 10% | 21 | accepted challenger |
| financial-consolidation | Datarails | 10% | 0% | 15 | accepted challenger |
| financial-consolidation | LiveFlow | 10% | 0% | 15 | accepted challenger |
| financial-consolidation | Cube | 6% | 12% | 16 | accepted challenger |
| financial-consolidation | QuickBooks Online | 4% | 25% | 12 | criticized challenger |
| financial-consolidation | Sage Intacct | 2% | 38% | 16 | criticized challenger |
| financial-consolidation | Oracle NetSuite | 0% | 47% | 17 | criticized challenger |
| financial-consolidation | OneStream | 0% | 56% | 16 | criticized challenger |
| financial-modeling-and-scenario-planning | Clockwork | 12% | 0% | 15 | accepted challenger |
| financial-modeling-and-scenario-planning | LivePlan | 10% | 0% | 13 | accepted challenger |
| financial-modeling-and-scenario-planning | Google Sheets | 8% | 31% | 13 | criticized challenger |
| financial-modeling-and-scenario-planning | Fathom | 6% | 3% | 29 | accepted challenger |
| financial-modeling-and-scenario-planning | Forecastr | 6% | 8% | 12 | accepted challenger |
| financial-modeling-and-scenario-planning | Cube | 6% | 11% | 19 | accepted challenger |
| financial-modeling-and-scenario-planning | Finmark | 6% | 12% | 16 | accepted challenger |
| financial-modeling-and-scenario-planning | Jirav | 6% | 26% | 23 | criticized challenger |
| financial-modeling-and-scenario-planning | Microsoft Excel | 6% | 36% | 22 | criticized challenger |
| financial-modeling-and-scenario-planning | Datarails | 2% | 6% | 16 | accepted challenger |
| financial-modeling-and-scenario-planning | Runway | 0% | 10% | 10 | accepted challenger |
| financial-modeling-and-scenario-planning | Causal | 0% | 10% | 10 | accepted challenger |
| financial-modeling-and-scenario-planning | Anaplan | 0% | 87% | 15 | criticized challenger |
| financial-reporting-and-dashboards | QuickBooks Online | 38% | 9% | 35 | endorsed leader |
| financial-reporting-and-dashboards | Zoho Books | 20% | 0% | 17 | accepted challenger |
| financial-reporting-and-dashboards | Fathom | 15% | 0% | 19 | accepted challenger |
| financial-reporting-and-dashboards | Wave | 15% | 21% | 14 | accepted challenger |
| financial-reporting-and-dashboards | Xero | 2% | 3% | 29 | accepted challenger |
| financial-reporting-and-dashboards | Databox | 2% | 5% | 20 | accepted challenger |
| financial-reporting-and-dashboards | Zoho Analytics | 0% | 0% | 10 | accepted challenger |
| financial-reporting-and-dashboards | Klipfolio | 0% | 0% | 11 | accepted challenger |
| financial-reporting-and-dashboards | Looker Studio | 0% | 5% | 22 | accepted challenger |
| financial-reporting-and-dashboards | Microsoft Power BI | 0% | 27% | 22 | criticized challenger |
| financial-reporting-and-dashboards | Tableau | 0% | 62% | 13 | criticized challenger |
| fixed-asset-accounting | AssetAccountant | 15% | 0% | 21 | accepted challenger |
| fixed-asset-accounting | Xero | 15% | 6% | 36 | accepted challenger |
| fixed-asset-accounting | QuickBooks | 13% | 31% | 32 | criticized challenger |
| fixed-asset-accounting | AssetTiger | 12% | 5% | 19 | accepted challenger |
| fixed-asset-accounting | Fixed Asset Pro | 10% | 5% | 19 | accepted challenger |
| fixed-asset-accounting | EZOfficeInventory | 6% | 0% | 20 | accepted challenger |
| fixed-asset-accounting | Sage Fixed Assets | 6% | 21% | 28 | accepted challenger |
| fixed-asset-accounting | Asset Panda | 2% | 14% | 28 | accepted challenger |
| fixed-asset-accounting | NetSuite Fixed Assets Management | 0% | 40% | 10 | criticized challenger |
| fpa-platforms | Clockwork | 60% | 0% | 52 | endorsed leader |
| fpa-platforms | Fathom | 13% | 3% | 36 | accepted challenger |
| fpa-platforms | Cube | 9% | 17% | 47 | accepted challenger |
| fpa-platforms | Jirav | 4% | 11% | 46 | accepted challenger |
| fpa-platforms | Datarails | 2% | 20% | 35 | accepted challenger |
| fpa-platforms | Mosaic | 2% | 22% | 23 | accepted challenger |
| fpa-platforms | Vena | 2% | 58% | 19 | criticized challenger |
| fpa-platforms | LiveFlow | 0% | 12% | 24 | accepted challenger |
| fpa-platforms | Limelight | 0% | 31% | 16 | criticized challenger |
| fpa-platforms | Planful | 0% | 69% | 13 | criticized challenger |
| fpa-platforms | Pigment | 0% | 80% | 10 | criticized challenger |
| fpa-platforms | Workday Adaptive Planning | 0% | 83% | 23 | criticized challenger |
| fpa-platforms | Anaplan | 0% | 90% | 20 | criticized challenger |
| global-e-invoicing-compliance | Invoicemonk | 28% | 0% | 15 | accepted challenger |
| global-e-invoicing-compliance | Xero | 20% | 5% | 42 | accepted challenger |
| global-e-invoicing-compliance | Zoho Invoice | 4% | 0% | 26 | accepted challenger |
| global-e-invoicing-compliance | QuickBooks Online | 4% | 7% | 42 | accepted challenger |
| global-e-invoicing-compliance | Avalara E-Invoicing | 4% | 42% | 12 | criticized challenger |
| global-e-invoicing-compliance | FreshBooks | 0% | 25% | 32 | criticized challenger |
| global-e-invoicing-compliance | Wave | 0% | 33% | 24 | criticized challenger |
| internal-controls-and-sox | Vanta | 10% | 9% | 33 | accepted challenger |
| internal-controls-and-sox | Hyperproof | 10% | 19% | 21 | accepted challenger |
| internal-controls-and-sox | Drata | 8% | 8% | 36 | accepted challenger |
| internal-controls-and-sox | Mitti | 6% | 0% | 13 | accepted challenger |
| internal-controls-and-sox | QuickBooks | 4% | 0% | 11 | accepted challenger |
| internal-controls-and-sox | AuditBoard | 4% | 58% | 26 | criticized challenger |
| internal-controls-and-sox | Xero | 2% | 0% | 10 | accepted challenger |
| internal-controls-and-sox | Onspring | 2% | 8% | 12 | accepted challenger |
| internal-controls-and-sox | Workiva | 2% | 68% | 25 | criticized challenger |
| internal-controls-and-sox | Secureframe | 0% | 0% | 13 | accepted challenger |
| internal-controls-and-sox | LogicGate Risk Cloud | 0% | 47% | 15 | criticized challenger |
| internal-controls-and-sox | Archer | 0% | 50% | 10 | criticized challenger |
| internal-controls-and-sox | MetricStream | 0% | 75% | 12 | criticized challenger |
| invoicing-software | Zoho Invoice | 31% | 4% | 56 | endorsed leader |
| invoicing-software | QuickBooks | 29% | 22% | 54 | accepted challenger |
| invoicing-software | FreshBooks | 19% | 13% | 52 | accepted challenger |
| invoicing-software | Wave | 14% | 21% | 48 | accepted challenger |
| invoicing-software | Xero | 7% | 6% | 35 | accepted challenger |
| invoicing-software | Invoice Ninja | 0% | 0% | 13 | accepted challenger |
| invoicing-software | Square Invoices | 0% | 8% | 26 | accepted challenger |
| invoicing-software | Stripe Invoicing | 0% | 15% | 13 | accepted challenger |
| lease-accounting | EZLease | 25% | 3% | 33 | accepted challenger |
| lease-accounting | iLeasePro | 19% | 14% | 29 | accepted challenger |
| lease-accounting | LeaseGuru | 12% | 0% | 14 | accepted challenger |
| lease-accounting | FinQuery | 10% | 15% | 33 | accepted challenger |
| lease-accounting | NetLease | 4% | 13% | 15 | accepted challenger |
| lease-accounting | Crunchafi | 2% | 10% | 20 | accepted challenger |
| lease-accounting | Trullion | 0% | 17% | 23 | accepted challenger |
| lease-accounting | Xero | 0% | 46% | 13 | criticized challenger |
| lease-accounting | Visual Lease | 0% | 58% | 19 | criticized challenger |
| procure-to-pay | Ramp | 27% | 8% | 37 | accepted challenger |
| procure-to-pay | Precoro | 24% | 7% | 45 | accepted challenger |
| procure-to-pay | Procurify | 16% | 17% | 47 | accepted challenger |
| procure-to-pay | Tradogram | 10% | 0% | 38 | accepted challenger |
| procure-to-pay | BILL | 6% | 0% | 13 | accepted challenger |
| procure-to-pay | Teampay | 2% | 0% | 10 | accepted challenger |
| procure-to-pay | Spendwise | 0% | 0% | 25 | accepted challenger |
| procure-to-pay | Coupa | 0% | 83% | 30 | criticized challenger |
| procure-to-pay | SAP Ariba | 0% | 88% | 25 | criticized challenger |
| revenue-recognition | Maxio | 17% | 35% | 37 | criticized challenger |
| revenue-recognition | QuickBooks Online | 10% | 42% | 43 | criticized challenger |
| revenue-recognition | TrueRev | 8% | 0% | 10 | accepted challenger |
| revenue-recognition | Flowrev | 8% | 0% | 10 | accepted challenger |
| revenue-recognition | Pipedrive | 8% | 11% | 18 | accepted challenger |
| revenue-recognition | Chargebee RevRec | 6% | 28% | 32 | criticized challenger |
| revenue-recognition | Stripe Revenue Recognition | 4% | 11% | 18 | accepted challenger |
| revenue-recognition | Xero | 4% | 52% | 21 | criticized challenger |
| revenue-recognition | RightRev | 0% | 13% | 15 | accepted challenger |
| revenue-recognition | Sage Intacct Revenue Recognition | 0% | 47% | 19 | criticized challenger |
| revenue-recognition | Zuora Revenue | 0% | 78% | 18 | criticized challenger |
| revenue-recognition | NetSuite Advanced Revenue Management | 0% | 79% | 14 | criticized challenger |
| revenue-recognition | Oracle NetSuite | 0% | 85% | 13 | criticized challenger |
| saas-metrics-and-analytics | ChartMogul | 37% | 3% | 58 | endorsed leader |
| saas-metrics-and-analytics | ProfitWell Metrics | 29% | 0% | 45 | accepted challenger |
| saas-metrics-and-analytics | Databox | 14% | 3% | 33 | accepted challenger |
| saas-metrics-and-analytics | Looker Studio | 8% | 0% | 23 | accepted challenger |
| saas-metrics-and-analytics | Baremetrics | 8% | 15% | 47 | accepted challenger |
| saas-metrics-and-analytics | Geckoboard | 2% | 7% | 15 | accepted challenger |
| saas-metrics-and-analytics | Mixpanel | 2% | 18% | 22 | accepted challenger |
| saas-metrics-and-analytics | PostHog | 0% | 0% | 16 | accepted challenger |
| saas-metrics-and-analytics | Metabase | 0% | 10% | 10 | accepted challenger |
| saas-metrics-and-analytics | Amplitude | 0% | 38% | 16 | criticized challenger |
| sales-tax-automation | TaxJar | 29% | 17% | 53 | accepted challenger |
| sales-tax-automation | TaxCloud | 27% | 5% | 37 | accepted challenger |
| sales-tax-automation | Avalara AvaTax | 19% | 46% | 50 | criticized challenger |
| sales-tax-automation | Zamp | 8% | 0% | 20 | accepted challenger |
| sales-tax-automation | Zoho Books | 6% | 0% | 13 | accepted challenger |
| sales-tax-automation | Kintsugi | 4% | 0% | 12 | accepted challenger |
| sales-tax-automation | Anrok | 4% | 10% | 21 | accepted challenger |
| sales-tax-automation | Quaderno | 0% | 0% | 20 | accepted challenger |
| sales-tax-automation | Numeral | 0% | 12% | 16 | accepted challenger |
| sales-tax-automation | Stripe Tax | 0% | 18% | 17 | accepted challenger |
| sales-tax-automation | Sovos | 0% | 30% | 10 | criticized challenger |
| sales-tax-automation | Vertex | 0% | 50% | 22 | criticized challenger |
| spend-management-platforms | Ramp | 51% | 11% | 56 | endorsed leader |
| spend-management-platforms | BILL Spend & Expense | 35% | 10% | 58 | endorsed leader |
| spend-management-platforms | Zoho Expense | 6% | 0% | 19 | accepted challenger |
| spend-management-platforms | Brex | 4% | 29% | 49 | criticized challenger |
| spend-management-platforms | Spendesk | 2% | 4% | 23 | accepted challenger |
| spend-management-platforms | Expensify | 2% | 27% | 37 | criticized challenger |
| spend-management-platforms | Airbase | 0% | 46% | 13 | criticized challenger |
| spend-management-platforms | SAP Concur | 0% | 91% | 11 | criticized challenger |
| strategic-sourcing | Tradogram | 45% | 0% | 31 | endorsed leader |
| strategic-sourcing | AuraVMS | 11% | 20% | 10 | accepted challenger |
| strategic-sourcing | oboloo | 9% | 0% | 11 | accepted challenger |
| strategic-sourcing | Procurify | 4% | 11% | 19 | accepted challenger |
| strategic-sourcing | Juicebox | 0% | 0% | 10 | accepted challenger |
| strategic-sourcing | Manatal | 0% | 8% | 12 | accepted challenger |
| strategic-sourcing | Gem | 0% | 9% | 11 | accepted challenger |
| strategic-sourcing | Loxo | 0% | 10% | 10 | accepted challenger |
| strategic-sourcing | Precoro | 0% | 18% | 22 | accepted challenger |
| strategic-sourcing | LinkedIn Recruiter | 0% | 80% | 10 | criticized challenger |
| strategic-sourcing | Coupa | 0% | 88% | 17 | criticized challenger |
| strategic-sourcing | SAP Ariba | 0% | 96% | 28 | criticized challenger |
| supplier-management | Precoro | 40% | 4% | 51 | endorsed leader |
| supplier-management | Tradogram | 14% | 0% | 27 | accepted challenger |
| supplier-management | Kissflow Procurement | 2% | 9% | 11 | accepted challenger |
| supplier-management | Procurify | 2% | 20% | 25 | accepted challenger |
| supplier-management | Zapro AI | 0% | 10% | 10 | accepted challenger |
| supplier-management | Gatekeeper | 0% | 37% | 19 | criticized challenger |
| supplier-management | Ivalua | 0% | 82% | 11 | criticized challenger |
| supplier-management | SAP Ariba | 0% | 85% | 26 | criticized challenger |
| supplier-management | Coupa | 0% | 86% | 36 | criticized challenger |
| supplier-management | Jaggaer | 0% | 90% | 10 | criticized challenger |
| treasury-management-systems | Agicap | 21% | 6% | 32 | accepted challenger |
| treasury-management-systems | Kyriba | 5% | 79% | 33 | criticized challenger |
| treasury-management-systems | Centime | 2% | 0% | 13 | accepted challenger |
| treasury-management-systems | TreasuryView | 2% | 8% | 13 | accepted challenger |
| treasury-management-systems | Trovata | 0% | 0% | 17 | accepted challenger |
| treasury-management-systems | GTreasury | 0% | 71% | 17 | criticized challenger |
| treasury-management-systems | SAP Treasury and Risk Management | 0% | 93% | 14 | criticized challenger |

## Treatment of lab-affiliated products by model

Self-preference is only measurable with a control group: how the lab's own model treats its products compared with how every other model treats the same products. Anthropic have no products in the covered categories with enough labels to measure, so nothing is claimed about them.

**OpenAI products** (1 products, 12 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| ChatGPT | 0/1/1 |  | 0/3/3 | 0/1/1 | 0/1/1 |  | 0/2/2 |  | 0/1/1 | 0/1/1 | 0/1/1 | 0/1/1 |

Mean label weight on OpenAI products: GPT-5.4 mini +0.00 over 0 labels; the other 11 models -2.92 over 12 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

**Google products** (8 products, 141 labels). Cells are positive/negative/all labels.

| Product | Claude Haiku 4.5 | GPT-5.4 mini | Gemini 3.5 Flash | Perplexity Sonar | Grok 4.1 Fast | Mistral Small | DeepSeek V4 Flash | Llama 4 Maverick | Qwen 3.7 Flash | Kimi K2 | GLM 4.7 FlashX | MiniMax M2.5 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Google Sheets | 2/0/2 | 2/0/2 | 5/6/11 | 1/1/2 | 2/4/6 | 1/3/4 | 3/2/5 | 0/2/2 | 0/8/8 | 1/1/2 | 2/4/6 | 3/2/5 |
| Looker Studio | 3/0/3 | 2/0/2 | 2/0/2 | 3/1/4 | 6/0/6 | 3/0/3 | 7/0/7 | 3/0/3 | 5/0/5 | 4/0/4 | 5/0/5 | 3/0/3 |
| Looker | 0/1/1 |  | 0/3/3 |  | 0/1/1 |  | 0/2/2 |  | 0/2/2 | 0/1/1 |  | 1/0/1 |
| Google Analytics | 2/1/3 |  |  | 0/1/1 | 1/0/1 |  | 1/0/1 |  |  |  | 1/0/1 |  |
| Google Workspace |  |  | 1/0/1 | 1/0/1 | 2/0/2 | 0/1/1 | 0/1/1 |  |  | 0/1/1 |  |  |
| Gemini |  |  | 0/1/1 | 0/1/1 | 0/1/1 |  | 0/1/1 |  | 0/1/1 |  | 0/1/1 |  |
| Google Drive |  |  | 0/1/1 |  |  |  | 0/1/1 |  | 1/2/3 |  |  |  |
| Google Slides |  |  |  |  | 1/0/1 |  |  |  |  |  | 1/0/1 | 1/0/1 |

Mean label weight on Google products: Gemini 3.5 Flash -0.58 over 19 labels; the other 11 models +0.25 over 122 labels. Weights run from +3 (first choice) to -3 (hard negative). A gap under about half a point on this few labels is not a finding.

## Discontinued products recommended

None in this run.

## Normalization

Unresolved, 550 labels counted under the raw name, for human review:

1up in strategic-sourcing (1), 1up.ai in strategic-sourcing (1), 20HiGH TMS in treasury-management-systems (1), 3G TMS / Pacejet in treasury-management-systems (1), @RISK in financial-modeling-and-scenario-planning (1), ACTSOLV in sales-tax-automation (1), ADP-backed payroll engine + 1099 workflows (custom) in contractor-payments (1), ANNA (UK) in business-banking (1), AXIS in corporate-cards (1), Abby in global-e-invoicing-compliance (1), Absa Business Evolve Lite (South Africa) in business-banking (1), AccountantView in financial-close-management (1), Accurate in fixed-asset-accounting (1), AccurateTax in sales-tax-automation (1), Agendalink in board-and-investor-reporting (1), Agile CRM in financial-close-management (1), Agiled in invoicing-software (1), Agilix in financial-modeling-and-scenario-planning (1), Aleq in corporate-tax-provision (1), Allvue in board-and-investor-reporting (1), Altvia in board-and-investor-reporting (1), Ambill in account-reconciliation (1), Amper in spend-management-platforms (1), Anomaly AI in financial-reporting-and-dashboards (1), Apica in account-reconciliation (1), Apple Cash in cash-application (1), ApproACH in financial-close-management (1), Appsmith in internal-controls-and-sox (1), Apptivo in financial-close-management (1), Apptivo / Odoo in accounts-payable-automation (1), Arabesque S-Ray in esg-and-carbon-reporting (1), AsiaInspection in strategic-sourcing (1), AssessTeam in corporate-performance-management (1), Avalara Breezeway in sales-tax-automation (1), Avalara VAT Reporting in global-e-invoicing-compliance (1), Avid Xchange in spend-management-platforms (1), Avior in sales-tax-automation (1), Azure DevOps in financial-modeling-and-scenario-planning (1), B2B Wave in procure-to-pay (1), BDTax in global-e-invoicing-compliance (1), BMO Business Account in business-banking (1), BUSY in accounting-software (1), Bank of America Merchant Services in b2b-payment-acceptance (1), Beacon in b2b-credit-management (1), BidSparq in strategic-sourcing (1), Bigin by Zoho in erp-systems (1), BillGO in business-bill-pay (1), Billwerk in business-bill-pay (1), Bitwarden in internal-controls-and-sox (1), BizAway in corporate-travel-management (1), Bizagi in financial-modeling-and-scenario-planning (1), Bizee (formerly Incfile) in entity-management (1), BlackLine AR Intelligence in cash-application (1), Blixo in accounts-receivable-automation (1), BluJay in treasury-management-systems (1), Blue Link in erp-systems (1), BoardMix in board-and-investor-reporting (1), BoardNow in board-and-investor-reporting (1), BoardShape in board-and-investor-reporting (1), Bread (formerly Comenity) in corporate-cards (1), Breezy HR in strategic-sourcing (1), BreezyHR in strategic-sourcing (1), Bridging software in global-e-invoicing-compliance (1), BrightLease in lease-accounting (1), C.H. Robinson's Navisphere in treasury-management-systems (1), CAPIX in treasury-management-systems (1), CCH ProSystem fx ecosystem in corporate-tax-provision (1), CJdropshipping in strategic-sourcing (1), CO2 AI in esg-and-carbon-reporting (1), CSRD Pro in esg-and-carbon-reporting (1), CTMfile in entity-management (1), Calai in cash-flow-forecasting (1), CapTableFree in cap-table-management (1), Capital on Tap in corporate-cards (1), CaptivateIQ in corporate-performance-management (1), CardScan in expense-management (1), Carro in supplier-management (1), CashValue in treasury-management-systems (1), Cashfree in cross-border-payments-and-fx (1), Cashpooler in treasury-management-systems (1), Castaway in cash-flow-forecasting (1), Catapult in strategic-sourcing (1), Catchpole in accounts-receivable-automation (1), Celeris in erp-systems (1), Checkflo in accounts-payable-automation (1), Checkrun in accounts-payable-automation (1), Cheqly in cap-table-management (1), Chime in business-banking (1), Climate Essentials in esg-and-carbon-reporting (1), Climatiq API in esg-and-carbon-reporting (1), Climefy in esg-and-carbon-reporting (1), CloseTheBooks in financial-close-management (1), Cloud Carbon Footprint in esg-and-carbon-reporting (1), Clover in b2b-payment-acceptance (1), CoConstruct in invoicing-software (1), CoStar-type tools in lease-accounting (1), Coefficient's ASC 606 Checklist in revenue-recognition (1), Cointab in account-reconciliation (1), Collatio by Scry AI in cash-application (1), CollectFlo in accounts-receivable-automation (1), Command Credit in b2b-credit-management (1), Commitly in cash-application (1), Community Federal Savings Bank (CFSB) in business-banking (1), Content Snare in supplier-management (1), ControlScan in internal-controls-and-sox (1), Conveyor in supplier-management (1), CoreAdmin in entity-management (1), Corporate Creations in entity-management (1), Corporate Gold Card in corporate-cards (1), Corporate Green Card in corporate-cards (1), Corppass in entity-management (1), Corppoint in entity-management (1), Corrly in corporate-performance-management (1), Corrodata in financial-close-management (1), Costco Corporate in procure-to-pay (1), Cross River Bank in business-banking (1), CrowdStrike in internal-controls-and-sox (1), Crowe Tax Provision in corporate-tax-provision (1), Crystal Ball in financial-modeling-and-scenario-planning (1), Cubis in fpa-platforms (1), Currencies Direct in cross-border-payments-and-fx (1), D-Risk FX in cross-border-payments-and-fx (1), Daisyfin in global-e-invoicing-compliance (1), DashboardFox in financial-reporting-and-dashboards (1), Dashlane Business in internal-controls-and-sox (1), Data Miner in strategic-sourcing (1), Databook in fpa-platforms (1), DepreciationPro in fixed-asset-accounting (1), Descodify in global-e-invoicing-compliance (1), DigiChain in strategic-sourcing (1), Diligent Compliance in internal-controls-and-sox (1), Discover Bank in business-banking (1), Dock in supplier-management (1), Dollarspot in internal-controls-and-sox (1), Dost in account-reconciliation (1), Dun & Bradstreet (D&B) Credit Insights Basic in b2b-credit-management (1), Dundas BI in fpa-platforms (1), Dynamics Business Central in global-e-invoicing-compliance (1), EC eSourcing in strategic-sourcing (1), EFRAG Excel Template in esg-and-carbon-reporting (1), EFRAG's Free Excel Template in esg-and-carbon-reporting (1), EcoDiligence in esg-and-carbon-reporting (1), EcoHedge in esg-and-carbon-reporting (1), Elate in board-and-investor-reporting (1), Elevale in board-and-investor-reporting (1), Emerge in financial-consolidation (1), Enabl in esg-and-carbon-reporting (1), Enerpize in fixed-asset-accounting (1), Enloop in financial-modeling-and-scenario-planning (1), EntityKnit in entity-management (1), Entrix in entity-management (1), Esgrid in esg-and-carbon-reporting (1), Everlance in expense-management (1), Everstage in corporate-performance-management (1), Excel workbook in corporate-tax-provision (1), Excel-based + Power BI in corporate-performance-management (1), Expeni.com in supplier-management (1), Expense 365 in expense-management (1), ExpenseIn in expense-management (1), Expensify Visa Commercial Card in corporate-cards (1), Factura in b2b-payment-acceptance (1), Feen / Billit in global-e-invoicing-compliance (1), Finaloop in ai-accounting-assistants (1), Finamodel in financial-modeling-and-scenario-planning (1), FinanceOne Lease in lease-accounting (1), FinancialAHA in financial-modeling-and-scenario-planning (1), Financio in global-e-invoicing-compliance (1), Finban in cash-application (1), Fincent in fixed-asset-accounting (1), Finom Solo in business-banking (1), Finovia Suite in global-e-invoicing-compliance (1), Finrep.ai in corporate-tax-provision (1), Finstack in financial-consolidation (1), Fintual in ai-accounting-assistants (1), First American Payment Processing in cross-border-payments-and-fx (1), First PREMIER Bank in corporate-cards (1), First Progress in corporate-cards (1), Flagstar in business-banking (1), Flare in financial-close-management (1), Flare Finance in financial-modeling-and-scenario-planning (1), Flinks in account-reconciliation (1), FloQast AutoRec Lite in account-reconciliation (1), FloQlik in financial-close-management (1), Flow.io in financial-close-management (1), FlowRunner (by Midnight Coders) in internal-controls-and-sox (1), Floww in board-and-investor-reporting (1), Fluid CRM in financial-close-management (1), Flywheel in fpa-platforms (1), Fondo TaxPass in corporate-tax-provision (1), Foreseenly in cash-flow-forecasting (1), FounderShield in entity-management (1), Foundersuite in board-and-investor-reporting (1), France's PPF (Public Invoicing Portal) in global-e-invoicing-compliance (1), Freelancer.com in contractor-payments (1), Freightos in treasury-management-systems (1), Froze in cash-application (1), Fundly in accounts-receivable-automation (1), Funnel.io in saas-metrics-and-analytics (1), GSI / F6S AI financial close in account-reconciliation (1), GetPaid.io in b2b-credit-management (1), GetThere in corporate-travel-management (1), Glew in financial-reporting-and-dashboards (1), Gliffy in financial-modeling-and-scenario-planning (1), Global Database Risk Intelligence in b2b-credit-management (1), Global Payments, Inc. in cross-border-payments-and-fx (1), GoSystem Tax in corporate-tax-provision (1), Google Docs in internal-controls-and-sox (1), Google X-Ray in strategic-sourcing (1), GreenScore in esg-and-carbon-reporting (1), Grow.com in financial-reporting-and-dashboards (1), GrowthBook in saas-metrics-and-analytics (1), H&R Block Enterprise Tax in corporate-tax-provision (1), HDFC in corporate-cards (1), Henrri in global-e-invoicing-compliance (1), Higg in esg-and-carbon-reporting (1), Hiveage in invoicing-software (1), Homerun in strategic-sourcing (1), Horus in global-e-invoicing-compliance (1), Houzz Pro in contractor-payments (1), HubSpot Revenue Hub in revenue-recognition (1), HubSpot Sales Hub (paid tiers), HubSpot Marketing Hub, HubSpot Service Hub in financial-close-management (1), Hunter.io in strategic-sourcing (1), IBM BPM in financial-modeling-and-scenario-planning (1), ICICI in corporate-cards (1), ITS Dispatch in treasury-management-systems (1), In-House Spreadsheets in b2b-credit-management (1), IndiaMart in procure-to-pay (1), Infraspeak in supplier-management (1), InsightSquared in financial-modeling-and-scenario-planning (1), Intuit Lacerte Tax in corporate-tax-provision (1), Intuit TurboTax Business in corporate-tax-provision (1), Intuit's built-in tools in account-reconciliation (1), Invoice Butler in accounts-receivable-automation (1), Invoxo in global-e-invoicing-compliance (1), Iopole in global-e-invoicing-compliance (1), JAX in account-reconciliation (1), Javis in global-e-invoicing-compliance (1), Jeda.ai in financial-modeling-and-scenario-planning (1), JetBoost in sales-tax-automation (1), JingSourcing in strategic-sourcing (1), JobTread in invoicing-software (1), Jotform in supplier-management (1), June (June.so) in saas-metrics-and-analytics (1), KSeF in global-e-invoicing-compliance (1), Kavodax in cross-border-payments-and-fx (1), Keboola in financial-consolidation (1), Keen in financial-modeling-and-scenario-planning (1), Ken from Finance in accounts-payable-automation (1), Kenandy in erp-systems (1), Kepion EPM in corporate-performance-management (1), Kinary in treasury-management-systems (1), Kintana in board-and-investor-reporting (1), KipBill in invoicing-software (1), Kippa in supplier-management (1), Kira Systems in internal-controls-and-sox (1), Klasha in cross-border-payments-and-fx (1), Klippa SpendControl in global-e-invoicing-compliance (1), Kotak Mahindra Bank in business-banking (1), Layer in financial-reporting-and-dashboards (1), Leaders Merchant Services in b2b-payment-acceptance (1), LeaseBook in lease-accounting (1), LeaseBooks in lease-accounting (1), LeaseDocket in lease-accounting (1), LeaseEagle in lease-accounting (1), LeaseHub in lease-accounting (1), LeaseLab in lease-accounting (1), LeaseSage in lease-accounting (1), Leaser.io in lease-accounting (1), Leasify in lease-accounting (1), LemFi in cross-border-payments-and-fx (1), Lessee in lease-accounting (1), Levers in cash-application (1), Lexware (lexoffice) in global-e-invoicing-compliance (1), Liftlab in financial-modeling-and-scenario-planning (1), Link4 in global-e-invoicing-compliance (1), LinkedIn in strategic-sourcing (1), LinkedIn Basic or Premium in strategic-sourcing (1), LinkedIn Sales Navigator Lite in strategic-sourcing (1), Lino in board-and-investor-reporting (1), Luca in ai-accounting-assistants (1), Lumiform in internal-controls-and-sox (1), Lumina in fpa-platforms (1), Magaya in treasury-management-systems (1), Manhattan in treasury-management-systems (1), Mayday in financial-close-management (1), Measure in revenue-recognition (1), MeisterTask in financial-reporting-and-dashboards (1), Mention in saas-metrics-and-analytics (1), Mesha in ai-accounting-assistants (1), Microsoft Defender in internal-controls-and-sox (1), Microsoft Dynamics AX in erp-systems (1), Minefield Navigator in global-e-invoicing-compliance (1), Mitratech Alyne in internal-controls-and-sox (1), Moody's Analytics Pulse in b2b-credit-management (1), Moon Invoice in global-e-invoicing-compliance (1), Murex in treasury-management-systems (1), My Board View/Societ in board-and-investor-reporting (1), N26 (EU) in business-banking (1), NAVEE in internal-controls-and-sox (1), Nasdaq OneReport in esg-and-carbon-reporting (1), National Processing in b2b-payment-acceptance (1), Nav Prime Track in b2b-credit-management (1), Ncontracts in supplier-management (1), NetCash by Netgain in cash-flow-forecasting (1), NetSuite Treasury Management in treasury-management-systems (1), NetSuite's Native Cash Application in cash-application (1), Northbeam in financial-modeling-and-scenario-planning (1), Nusii in strategic-sourcing (1), OANDA in cross-border-payments-and-fx (1), Odoo Purchase Module in supplier-management (1), Office Depot in b2b-credit-management (1), OfficeSpace in fixed-asset-accounting (1), Okoora in cross-border-payments-and-fx (1), Okta in internal-controls-and-sox (1), Oncue / Acuity Scheduling in supplier-management (1), OneWorld in corporate-tax-provision (1), Onederful in lease-accounting (1), Onro in treasury-management-systems (1), OpenBoxes in supplier-management (1), OpenLane in internal-controls-and-sox (1), Oracle CX / SAP CRM in financial-close-management (1), Oracle Cloud EPM Planning in the Standard subscription in corporate-performance-management (1), Oracle NetSuite Financials in spend-management-platforms (1), Oracle NetSuite Treasury in treasury-management-systems (1), Oracle tools in financial-modeling-and-scenario-planning (1), Ordway's Recurring Revenue Schedule in revenue-recognition (1), Oryzon in esg-and-carbon-reporting (1), Osirium in corporate-performance-management (1), Our Carbon in esg-and-carbon-reporting (1), Oversight in internal-controls-and-sox (1), POCsheet in strategic-sourcing (1), Pactaro in global-e-invoicing-compliance (1), Paribus in fpa-platforms (1), PayFit in contractor-payments (1), Paymenit in accounts-receivable-automation (1), Payment Depot in b2b-payment-acceptance (1), Pirani in internal-controls-and-sox (1), Pivotal in revenue-recognition (1), Plain Excel / Google Sheets in cash-flow-forecasting (1), Plain Spreadsheets (Excel/Google Sheets) in financial-consolidation (1), Pledge in cap-table-management (1), Plowz & Mowz in contractor-payments (1), Plutio in contractor-payments (1), Polar Analytics in financial-reporting-and-dashboards (1), Portant in global-e-invoicing-compliance (1), Porter Metrics in saas-metrics-and-analytics (1), PrePay Technologies / Monese in cross-border-payments-and-fx (1), Precoro ESG in esg-and-carbon-reporting (1), Precursive in revenue-recognition (1), Prescient AI in financial-modeling-and-scenario-planning (1), ProSeries / UltraTax CS in corporate-tax-provision (1), Probo (open‑source) in internal-controls-and-sox (1), ProcFlow in strategic-sourcing (1), Procure in supplier-management (1), ProcurementFlow in procure-to-pay (1), Profit Frog in financial-modeling-and-scenario-planning (1), Profit.co in corporate-performance-management (1), Prophesee in corporate-performance-management (1), Prytula in business-bill-pay (1), Purvitive in esg-and-carbon-reporting (1), Qoblex in erp-systems (1), QuadPay / Affirm in business-bill-pay (1), QuickBooks Commerce (formerly TradeGecko) in procure-to-pay (1), QuickBooks Lease Manager in lease-accounting (1), QuickBooks with the Expert Business Tax add-on in corporate-tax-provision (1), Quickbase in supplier-management (1), Quotable AI in strategic-sourcing (1), RFPO (Formerly RFPGO) in strategic-sourcing (1), RazorSign in entity-management (1), Real Page (by TRS) in lease-accounting (1), Recast in financial-modeling-and-scenario-planning (1), Recifi in account-reconciliation (1), Reconcil.ai in cash-application (1), Reconcilio in financial-close-management (1), Reconwizz in account-reconciliation (1), Recruiterflow in strategic-sourcing (1), Registered Agents, Inc. in entity-management (1), ReportWORQ in fpa-platforms (1), Retool in internal-controls-and-sox (1), RevRecon in revenue-recognition (1), Revenue.io in revenue-recognition (1), RiskAdvisor in b2b-credit-management (1), Rivery in financial-consolidation (1), Rocket Lawyer in entity-management (1), SAP Archer in internal-controls-and-sox (1), SAP BusinessObjects Edge in corporate-performance-management (1), SAP Coupa in strategic-sourcing (1), SAP Lease Management in lease-accounting (1), SAP TRIO in treasury-management-systems (1), SaaS Dash AI in saas-metrics-and-analytics (1), SafeBase (by Drata) in supplier-management (1), Sage Network in global-e-invoicing-compliance (1), Sage Online in accounting-software (1), Sage Revenue Recognition in revenue-recognition (1), Salesforce Sales Performance Management in corporate-performance-management (1), Sapling in expense-management (1), ScaleSuite in financial-close-management (1), Scanadu in strategic-sourcing (1), Scanbase in strategic-sourcing (1), Scout in corporate-performance-management (1), Screenata in internal-controls-and-sox (1), Scribo in global-e-invoicing-compliance (1), Scrut in internal-controls-and-sox (1), Shein in strategic-sourcing (1), ShipperGuide by Loadsmart in treasury-management-systems (1), Shopify B2B / Shopify Plus in procure-to-pay (1), Shopify POS in erp-systems (1), Shor / Omnivoo in cross-border-payments-and-fx (1), Shortlist in contractor-payments (1), Sigfig in cap-table-management (1), Signara in financial-reporting-and-dashboards (1), Simbli in board-and-investor-reporting (1), Sincera Tax in sales-tax-automation (1), Slash Platinum Visa® Card in corporate-cards (1), Snov.io in strategic-sourcing (1), Societ's My Board View in board-and-investor-reporting (1), SoftExpert in supplier-management (1), Software Advice (Sales Tax Software) in sales-tax-automation (1), Softworx / ComplianceForge in internal-controls-and-sox (1), SolarWinds Security Event Manager (SEM) in internal-controls-and-sox (1), SourceScrub in strategic-sourcing (1), SparkLayer in procure-to-pay (1), Specright in supplier-management (1), SpendHQ in procure-to-pay (1), SpendMap in strategic-sourcing (1), Spreadsheet + Registered Agent Portal in entity-management (1), Spring Lane in revenue-recognition (1), Squarespace in sales-tax-automation (1), Steer the Books in fixed-asset-accounting (1), Story.law (Aegis) in cap-table-management (1), Stride in expense-management (1), Strike Graph in internal-controls-and-sox (1), Stripe Checkout in b2b-payment-acceptance (1), Stripe Dashboard in saas-metrics-and-analytics (1), Stripe Dashboard + Sigma in saas-metrics-and-analytics (1), Stripe Dashboard + custom reporting in saas-metrics-and-analytics (1), Superdocu in supplier-management (1), Superjoin in saas-metrics-and-analytics (1), SupplyMe in strategic-sourcing (1), Sustrax in esg-and-carbon-reporting (1), Syncee in strategic-sourcing (1), Syrus in treasury-management-systems (1), TFY in contractor-payments (1), TRESIO in financial-consolidation (1), TRIRIGGA in fixed-asset-accounting (1), TSYS in b2b-payment-acceptance (1), Tailor Brands in entity-management (1), TallyPrime Silver in global-e-invoicing-compliance (1), Tangerine Business Banking in business-banking (1), Tax Technologies Provision Module in corporate-tax-provision (1), TaxCalc Corporation Tax in corporate-tax-provision (1), TaxCerts in sales-tax-automation (1), TaxComplete in sales-tax-automation (1), TeamOut AI in corporate-travel-management (1), Teamflect in corporate-performance-management (1), Teamleader in global-e-invoicing-compliance (1), Tekmon in esg-and-carbon-reporting (1), Temu in strategic-sourcing (1), Text Blaze in strategic-sourcing (1), ThreatLocker in corporate-performance-management (1), Thriver in internal-controls-and-sox (1), Thryv in contractor-payments (1), Tickstar in global-e-invoicing-compliance (1), Tiime in treasury-management-systems (1), Tipalti Procurement in supplier-management (1), Toptal in contractor-payments (1), TrackYourDocs in entity-management (1), TrackZero in esg-and-carbon-reporting (1), Tracktivity in fixed-asset-accounting (1), TradeCredit in b2b-credit-management (1), Traditional Travel Management Companies (TMCs) in corporate-travel-management (1), Transaction Pro in account-reconciliation (1), Transformify in supplier-management (1), Trantor in b2b-credit-management (1), TravelPlus in corporate-travel-management (1), Travelopro in corporate-travel-management (1), Treasury Management System (by LIST S.p.A.) in treasury-management-systems (1), TreasuryNow in treasury-management-systems (1), Trevorium in contractor-payments (1), Tridion in global-e-invoicing-compliance (1), Triple Whale in financial-modeling-and-scenario-planning (1), Triplebyte in account-reconciliation (1), TurboTax Desktop Business in corporate-tax-provision (1), TurboTax Live Self-Employed in corporate-tax-provision (1), Twilio Segment in financial-reporting-and-dashboards (1), U.S. Bank Cash Flow Management in cash-flow-forecasting (1), U.S. Bank business cards in corporate-cards (1), UKG / SAP SuccessFactors in financial-reporting-and-dashboards (1), US Bank Leverage Business Credit Card in corporate-cards (1), Uber Freight TMS in treasury-management-systems (1), Uber Freight's platform in treasury-management-systems (1), Underdog.io in strategic-sourcing (1), UniqTMS in treasury-management-systems (1), Updoot in procure-to-pay (1), Vanta Trust Center in supplier-management (1), VatBox in global-e-invoicing-compliance (1), Vendasta in account-reconciliation (1), VendorJot in supplier-management (1), Verint in supplier-management (1), Vettafee in cap-table-management (1), Vivify in financial-reporting-and-dashboards (1), Vulki in corporate-performance-management (1), WPS Spreadsheets in financial-modeling-and-scenario-planning (1), WallStreetMojo in financial-modeling-and-scenario-planning (1), Wasp RFID in fixed-asset-accounting (1), Waveup in cap-table-management (1), WebCargo in treasury-management-systems (1), Wellfound in strategic-sourcing (1), Wells Fargo Treasury Management in treasury-management-systems (1), Weproc in global-e-invoicing-compliance (1), Wholesale Central in strategic-sourcing (1), Wingify Insights in saas-metrics-and-analytics (1), Wolters Kluwer OneSumX in entity-management (1), Wonnda in strategic-sourcing (1), WooCommerce (Jetpack Pro) in sales-tax-automation (1), WorksBuddy in global-e-invoicing-compliance (1), Xanaro in financial-reporting-and-dashboards (1), Xebra in corporate-performance-management (1), Xero Bill Management in accounts-receivable-automation (1), Xero Cash Flow Projector / QuickBooks Cash Flow Planner in cash-flow-forecasting (1), Yonda Tax in global-e-invoicing-compliance (1), ZYNO Books in global-e-invoicing-compliance (1), Zaggee in expense-management (1), Zeiio in account-reconciliation (1), Zepel in b2b-credit-management (1), Zite in saas-metrics-and-analytics (1), Zoffer (The AI Accountant) in ai-accounting-assistants (1), Zoho Books with Zoho Analytics in financial-consolidation (1), Zoho One, Zoho CRM + Zoho Desk + Zoho Campaigns in financial-close-management (1), Zoho Purchases in procure-to-pay (1), Zoho Recruit in strategic-sourcing (1), Zonos in sales-tax-automation (1), Zoom in board-and-investor-reporting (1), ZoomEye in strategic-sourcing (1), Zuora RevCapture in revenue-recognition (1), Zyler in strategic-sourcing (1), ccMonet in account-reconciliation (1), diginexESG in esg-and-carbon-reporting (1), e-Invoices Online in global-e-invoicing-compliance (1), eCredable Business in b2b-credit-management (1), full Workday/Oracle in financial-reporting-and-dashboards (1), iPaidThat / iZiago in treasury-management-systems (1), ideagen Internal Audit in internal-controls-and-sox (1), inFlow in procure-to-pay (1), monday.com CRM in invoicing-software (1), mydepreciation.org in fixed-asset-accounting (1), osapiens in esg-and-carbon-reporting (1), switchbooks in financial-consolidation (1), today.green in esg-and-carbon-reporting (1), weclapp in global-e-invoicing-compliance (1)

Excluded by rule, 2 labels not scored:

World Metrics (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks), Zipdo (1; a publisher of software roundups and rankings, cited as a source and named as if it were a product; it sells nothing it ranks)

Category-scoped resolutions, 1396 labels. A bare vendor name was read as that vendor's product for the asked category, which assigns specificity the model did not write; each one is listed so the assumption is visible:

Avalara in sales-tax-automation read as Avalara AvaTax (40), QuickBooks Online in invoicing-software read as QuickBooks (37), NetSuite in erp-systems read as Oracle NetSuite (27), Ramp Bill Pay in accounts-payable-automation read as Ramp (23), Chase in business-banking read as Chase Business Banking (21), BILL in accounts-payable-automation read as BILL Accounts Payable (20), BILL (formerly Bill.com) in accounts-payable-automation read as BILL Accounts Payable (20), BILL in accounts-receivable-automation read as BILL Accounts Receivable (17), Sage Intacct in revenue-recognition read as Sage Intacct Revenue Recognition (17), AppDeck in board-and-investor-reporting read as AppDeck Board Portal (16), Diligent in board-and-investor-reporting read as Diligent Boards (16), Perk (formerly TravelPerk) in corporate-travel-management read as TravelPerk (16), QuickBooks in global-e-invoicing-compliance read as QuickBooks Online (16), QuickBooks in revenue-recognition read as QuickBooks Online (15), BILL in b2b-payment-acceptance read as BILL Accounts Receivable (14), BILL (formerly Bill.com) in accounts-receivable-automation read as BILL Accounts Receivable (13), QuickBooks Online in fixed-asset-accounting read as QuickBooks (13), BlackLine in cash-application read as BlackLine Cash Application (12), Chargebee in revenue-recognition read as Chargebee RevRec (12), Excel in financial-modeling-and-scenario-planning read as Microsoft Excel (12), HighRadius in b2b-credit-management read as HighRadius Credit Cloud (12), LogicGate in internal-controls-and-sox read as LogicGate Risk Cloud (12), Perk in corporate-travel-management read as TravelPerk (12), Bill.com in accounts-payable-automation read as BILL Accounts Payable (11), Diligent in entity-management read as Diligent Entities (11), QuickBooks in ai-accounting-assistants read as QuickBooks Online (11), Thomson Reuters ONESOURCE in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (11), Avalara in global-e-invoicing-compliance read as Avalara E-Invoicing (10), NetSuite in revenue-recognition read as Oracle NetSuite (10), Oracle EPM in corporate-performance-management read as Oracle Fusion Cloud EPM (10), ProfitWell (Paddle Metrics) in saas-metrics-and-analytics read as ProfitWell Metrics (10), Ramp Bill Pay in business-bill-pay read as Ramp (10), Zuora in revenue-recognition read as Zuora Revenue (10), BILL (formerly Bill.com) in b2b-payment-acceptance read as BILL Accounts Receivable (9), Bill.com in b2b-payment-acceptance read as BILL Accounts Receivable (9), Centage in financial-consolidation read as Centage Planning Maestro (9), DOKKA in financial-close-management read as DOKKA Close (9), Sovos in corporate-tax-provision read as Sovos Tax Provision (9), Sovos in global-e-invoicing-compliance read as Sovos Compliance Network (9), Bill.com in business-bill-pay read as BILL (8), Expensify in corporate-travel-management read as Expensify Travel (8), Longview in corporate-tax-provision read as Longview Tax (8), PayPal in contractor-payments read as PayPal MassPay (8), Payoneer in contractor-payments read as Payoneer Workforce Management (8), QuickBooks Online in accounts-payable-automation read as QuickBooks (8), Vena Solutions in corporate-performance-management read as Vena (8), Exactera in corporate-tax-provision read as Exactera Tax Provision (7), H&R Block in corporate-tax-provision read as H&R Block Small Business (7), NetSuite in accounting-software read as Oracle NetSuite (7), ProfitWell in saas-metrics-and-analytics read as ProfitWell Metrics (7), QuickBooks in account-reconciliation read as QuickBooks Online (7), QuickBooks Bill Pay in accounts-payable-automation read as QuickBooks (7), QuickBooks Online Advanced in fixed-asset-accounting read as QuickBooks (7), Workiva in corporate-tax-provision read as Workiva Tax and Provision (7), Xero in cash-flow-forecasting read as Xero Cash Flow Forecasting (7), Amex in corporate-cards read as American Express Corporate Card (6), NetSuite in financial-consolidation read as Oracle NetSuite (6), NetSuite in fixed-asset-accounting read as Oracle NetSuite (6), Rippling in corporate-cards read as Rippling Spend (6), SAP in treasury-management-systems read as SAP Treasury and Risk Management (6), ServiceNow GRC in internal-controls-and-sox read as ServiceNow Integrated Risk Management (6), Axos in business-banking read as Axos Bank (5), Bill.com in contractor-payments read as BILL (5), CSC in entity-management read as CSC Entity Management (5), Clockwork.ai in fpa-platforms read as Clockwork (5), Dynamics 365 Business Central in erp-systems read as Microsoft Dynamics 365 Business Central (5), Excel in financial-reporting-and-dashboards read as Microsoft Excel (5), Expedia in corporate-travel-management read as Expedia for Business (5), Experian Business CreditScore Pro in b2b-credit-management read as Experian Business Credit Reports (5), Google Looker Studio in saas-metrics-and-analytics read as Looker Studio (5), NetSuite in financial-reporting-and-dashboards read as Oracle NetSuite (5), ONESOURCE in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (5), Oracle in internal-controls-and-sox read as Oracle GRC (5), Oracle EPM Cloud in corporate-performance-management read as Oracle Fusion Cloud EPM (5), QuickBooks Online in erp-systems read as QuickBooks (5), Rho in treasury-management-systems read as Rho Treasury (5), Vena Solutions in financial-consolidation read as Vena (5), Vena Solutions in fpa-platforms read as Vena (5), American Express Business in corporate-cards read as American Express Corporate Card (4), Aprio in board-and-investor-reporting read as Aprio Board Portal (4), BILL (Bill.com) in accounts-payable-automation read as BILL Accounts Payable (4), BILL (Bill.com) in b2b-payment-acceptance read as BILL Accounts Receivable (4), BILL AP/AR in accounts-payable-automation read as BILL Accounts Payable (4), BILL AP/AR in accounts-receivable-automation read as BILL Accounts Receivable (4), BILL AP/AR in cash-application read as BILL (4), Bill.com in cash-application read as BILL (4), Bill.com in procure-to-pay read as BILL (4), CT Corporation in entity-management read as CT Corporation Entity Management (4), Clockwork.ai in financial-modeling-and-scenario-planning read as Clockwork (4), Excel in account-reconciliation read as Microsoft Excel (4), Experian Business in b2b-credit-management read as Experian Business Credit Reports (4), Google Looker Studio in financial-reporting-and-dashboards read as Looker Studio (4), NetSuite Fixed Assets in fixed-asset-accounting read as NetSuite Fixed Assets Management (4), Otto in corporate-travel-management read as Otto the Agent (4), ProfitWell (by Paddle) in saas-metrics-and-analytics read as ProfitWell Metrics (4), ProfitWell (now Paddle Retain) in saas-metrics-and-analytics read as ProfitWell Metrics (4), Prophix One in financial-consolidation read as Prophix (4), QuickBooks in accounts-receivable-automation read as QuickBooks Online (4), QuickBooks Online in cash-flow-forecasting read as QuickBooks Cash Flow Planner (4), QuickBooks Online in expense-management read as QuickBooks Online Expenses (4), QuickBooks Online in internal-controls-and-sox read as QuickBooks (4), Ramp in ai-accounting-assistants read as Ramp Accounting Agent (4), Resolve in b2b-credit-management read as Resolve Pay (4), Rippling in corporate-travel-management read as Rippling Travel (4), SAP in erp-systems read as SAP S/4HANA (4), SAP in fixed-asset-accounting read as SAP Asset Accounting (4), SAP Treasury in treasury-management-systems read as SAP Treasury and Risk Management (4), Square in contractor-payments read as Square Payroll (4), Square in invoicing-software read as Square Invoices (4), Wave Accounting in accounting-software read as Wave (4), American Express in corporate-cards read as American Express Corporate Card (3), Amex Business in corporate-cards read as American Express Corporate Card (3), Avalara (AvaTax) in sales-tax-automation read as Avalara AvaTax (3), Bassets in fixed-asset-accounting read as Bassets eDepreciation (3), Bill.com in accounts-receivable-automation read as BILL Accounts Receivable (3), BlackLine in accounts-receivable-automation read as BlackLine Invoice-to-Cash (3), Centage in financial-modeling-and-scenario-planning read as Centage Planning Maestro (3), Cin7 Core in erp-systems read as Cin7 (3), Clockwork.ai in corporate-performance-management read as Clockwork (3), Diligent in esg-and-carbon-reporting read as Diligent ESG (3), Divvy in corporate-cards read as BILL Spend & Expense (3), Excel in cash-flow-forecasting read as Microsoft Excel (3), Excel in financial-consolidation read as Microsoft Excel (3), Excel in internal-controls-and-sox read as Microsoft Excel (3), Kissflow in procure-to-pay read as Kissflow Procurement (3), Kissflow in supplier-management read as Kissflow Procurement (3), Maxio in saas-metrics-and-analytics read as Maxio Metrics (3), Nakisa in lease-accounting read as Nakisa Lease Administration (3), NetSuite in ai-accounting-assistants read as Oracle NetSuite (3), OneSource in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (3), Oracle in treasury-management-systems read as Oracle Treasury (3), PNC in business-banking read as PNC Bank (3), Perk (TravelPerk) in corporate-travel-management read as TravelPerk (3), QuickBooks in cash-flow-forecasting read as QuickBooks Cash Flow Planner (3), QuickBooks in contractor-payments read as QuickBooks Contractor Payments (3), QuickBooks in corporate-tax-provision read as QuickBooks Online (3), QuickBooks in financial-reporting-and-dashboards read as QuickBooks Online (3), QuickBooks in sales-tax-automation read as QuickBooks Sales Tax (3), SAP in esg-and-carbon-reporting read as SAP Sustainability Control Tower (3), SAP BPC in corporate-performance-management read as SAP BPC (3), ServiceNow in internal-controls-and-sox read as ServiceNow Integrated Risk Management (3), Stripe in invoicing-software read as Stripe Invoicing (3), Vena Solutions in financial-close-management read as Vena (3), Wave in contractor-payments read as Wave Payroll (3), Wave Accounting in ai-accounting-assistants read as Wave (3), Workday in revenue-recognition read as Workday Financial Management (3), Zapro in supplier-management read as Zapro AI (3), Acumatica in financial-consolidation read as Acumatica Cloud ERP (2), Adaptive Insights in corporate-performance-management read as Workday Adaptive Planning (2), Adaptive Insights (Workday) in corporate-performance-management read as Workday Adaptive Planning (2), Adra by Trintech in financial-close-management read as Trintech Adra (2), Ariba in strategic-sourcing read as SAP Ariba (2), BILL in corporate-travel-management read as BILL Spend & Expense (2), BILL in expense-management read as BILL Spend & Expense (2), BILL in spend-management-platforms read as BILL Spend & Expense (2), BILL.com in business-bill-pay read as BILL (2), Bill.com in ai-accounting-assistants read as BILL (2), Bill.com in cash-flow-forecasting read as BILL (2), Bill.com in expense-management read as BILL Spend & Expense (2), Bill.com in global-e-invoicing-compliance read as BILL (2), Bill.com in internal-controls-and-sox read as BILL (2), Bill.com in invoicing-software read as BILL (2), Bill.com in spend-management-platforms read as BILL Spend & Expense (2), Bill.com (BILL) in b2b-payment-acceptance read as BILL Accounts Receivable (2), BlackLine in revenue-recognition read as BlackLine Revenue Management (2), Booking.com in corporate-travel-management read as Booking.com for Business (2), CCH Tagetik in corporate-tax-provision read as Wolters Kluwer CCH Tagetik Tax Provision (2), Citi in corporate-cards read as Citi Commercial Cards (2), CoStar in lease-accounting read as CoStar Real Estate Manager (2), Corpay in cross-border-payments-and-fx read as Corpay Cross-Border Payments (2), DiliTrust Governance Suite in entity-management read as DiliTrust Entity Management (2), Divvy in expense-management read as BILL Spend & Expense (2), Divvy in spend-management-platforms read as BILL Spend & Expense (2), Excel in entity-management read as Microsoft Excel (2), Excel in lease-accounting read as Microsoft Excel (2), Experian in b2b-credit-management read as Experian Business Credit Reports (2), Google Looker Studio (formerly Data Studio) in saas-metrics-and-analytics read as Looker Studio (2), Host Analytics in corporate-performance-management read as Planful (2), JPMorgan in corporate-cards read as J.P. Morgan Commercial Cards (2), Kayak in corporate-travel-management read as KAYAK for Business (2), NetSuite in invoicing-software read as NetSuite SuiteBilling (2), Oracle in lease-accounting read as Oracle Lease Accounting (2), Oracle Cloud EPM in corporate-performance-management read as Oracle Fusion Cloud EPM (2), Oracle Procurement Cloud in supplier-management read as Oracle Fusion Cloud Procurement (2), PayPal in invoicing-software read as PayPal Invoicing (2), ProfitWell (by Stripe) in saas-metrics-and-analytics read as ProfitWell Metrics (2), Prophix One in corporate-performance-management read as Prophix (2), Quadient AR in cash-application read as Quadient Accounts Receivable (2), QuickBooks in b2b-credit-management read as QuickBooks Online (2), QuickBooks Online Simple Start in financial-reporting-and-dashboards read as QuickBooks Online (2), Resolve in accounts-receivable-automation read as Resolve Pay (2), Rippling in expense-management read as Rippling Spend (2), SAP in revenue-recognition read as SAP Revenue Accounting and Reporting (2), Stripe in corporate-cards read as Stripe Corporate Card (2), Wave Accounting in account-reconciliation read as Wave (2), Wave Accounting in financial-reporting-and-dashboards read as Wave (2), Workday Adaptive in fpa-platforms read as Workday Adaptive Planning (2), Accruent in lease-accounting read as Accruent Lucernex (1), Adaptive Insights in financial-consolidation read as Workday Adaptive Planning (1), Adaptive Insights in financial-modeling-and-scenario-planning read as Workday Adaptive Planning (1), Adaptive Insights in fpa-platforms read as Workday Adaptive Planning (1), Adaptive Insights (Workday) in fpa-platforms read as Workday Adaptive Planning (1), Adaptive Insights (by Workday) in corporate-performance-management read as Workday Adaptive Planning (1), Adaptive Insights (now Workday Prism/EPM) in fpa-platforms read as Workday Adaptive Planning (1), Adaptive Insights (now part of Workday) in fpa-platforms read as Workday Adaptive Planning (1), Adra in financial-close-management read as Trintech Adra (1), Adra (Trintech) in financial-close-management read as Trintech Adra (1), Adra (by Trintech) in financial-close-management read as Trintech Adra (1), Airwallex Invoicing in invoicing-software read as Airwallex (1), Alibaba.com in strategic-sourcing read as Alibaba (1), Amadeus in corporate-travel-management read as Amadeus Cytric (1), American Express (Amex) in corporate-cards read as American Express Corporate Card (1), American Express Business Platinum Card in corporate-cards read as American Express Business Platinum (1), AngelList in cap-table-management read as AngelList Stack (1), Ariba in procure-to-pay read as SAP Ariba (1), Ariba in supplier-management read as SAP Ariba (1), Ariba (SAP) in strategic-sourcing read as SAP Ariba (1), Avalara (AvaTax + ECM Pro) in sales-tax-automation read as Avalara AvaTax (1), Avalara (AvaTax) in global-e-invoicing-compliance read as Avalara E-Invoicing (1), Avalara (AvaTax/Select) in sales-tax-automation read as Avalara AvaTax (1), Avalara (Avatax) in sales-tax-automation read as Avalara AvaTax (1), Avalara E‑Invoicing and Live Reporting in global-e-invoicing-compliance read as Avalara E-Invoicing (1), Axos (US) in business-banking read as Axos Bank (1), BCD in corporate-travel-management read as BCD Travel (1), BILL (AP/AR Suite) in accounts-receivable-automation read as BILL Accounts Receivable (1), BILL (bill.com) in accounts-receivable-automation read as BILL Accounts Receivable (1), BILL (by Bill.com) in corporate-travel-management read as BILL Spend & Expense (1), BILL (formerly bill.com) in accounts-receivable-automation read as BILL Accounts Receivable (1), BILL / Bill.com in accounts-payable-automation read as BILL Accounts Payable (1), BILL AP & AR in accounts-payable-automation read as BILL Accounts Payable (1), BILL AP/AR in account-reconciliation read as BILL (1), BILL.com in accounts-payable-automation read as BILL Accounts Payable (1), BILL.com in accounts-receivable-automation read as BILL Accounts Receivable (1), BILL.com in contractor-payments read as BILL (1), BILL.com (Bill.com) in business-bill-pay read as BILL (1), BILL.com (now BILL) in invoicing-software read as BILL (1), BPC in corporate-performance-management read as SAP BPC (1), Bench in accounting-software read as Bench Accounting (1), Bill in accounts-receivable-automation read as BILL Accounts Receivable (1), Bill in b2b-payment-acceptance read as BILL Accounts Receivable (1), Bill.com in account-reconciliation read as BILL (1), Bill.com in accounting-software read as BILL (1), Bill.com in financial-reporting-and-dashboards read as BILL (1), Bill.com in supplier-management read as BILL (1), Bill.com (B2B payments & AP/AR) in b2b-payment-acceptance read as BILL Accounts Receivable (1), Bill.com (BILL) in accounts-receivable-automation read as BILL Accounts Receivable (1), Bill.com (BILL) in business-bill-pay read as BILL (1), Bill.com (BILL) in contractor-payments read as BILL (1), Bill.com (formerly Bill) in expense-management read as BILL Spend & Expense (1), Bill.com (now BILL) in accounting-software read as BILL (1), Bill.com (now BILL) in accounts-receivable-automation read as BILL Accounts Receivable (1), Black Owl in lease-accounting read as Black Owl Systems (1), Bloomberg in corporate-tax-provision read as Bloomberg Tax Provision (1), Bloomberg Tax in corporate-tax-provision read as Bloomberg Tax Provision (1), Booke in ai-accounting-assistants read as Booke AI (1), Capital One Spark in business-banking read as Capital One (1), Centage in cash-flow-forecasting read as Centage Planning Maestro (1), Certent in cap-table-management read as Certent Equity Management (1), Certify in expense-management read as Emburse (1), Cetec in erp-systems read as Cetec ERP (1), Chargebee Enterprise in revenue-recognition read as Chargebee RevRec (1), Chase (JPMorgan Chase) in business-banking read as Chase Business Banking (1), Chase Business Essentials in business-banking read as Chase Business Banking (1), ClearPoint in board-and-investor-reporting read as ClearPoint Strategy (1), Clockwork.ai in cash-flow-forecasting read as Clockwork (1), Computershare in entity-management read as Computershare GEMS (1), Corpay (Nvoicepay) in business-bill-pay read as Corpay Complete (1), Corpay Cross-Border in cross-border-payments-and-fx read as Corpay Cross-Border Payments (1), Corpay One in accounts-payable-automation read as Corpay (1), Coupa in expense-management read as Coupa Expense Management (1), Creditpulse in b2b-credit-management read as Credit Pulse (1), Dext in account-reconciliation read as Dext Prepare (1), DiliTrust in entity-management read as DiliTrust Entity Management (1), Diligent in internal-controls-and-sox read as Diligent One Platform (1), Divvy in business-bill-pay read as BILL Spend & Expense (1), Divvy (BILL Spend & Expense) in corporate-cards read as BILL Spend & Expense (1), Divvy (by Bill.com) in spend-management-platforms read as BILL Spend & Expense (1), Divvy (by Ramp) in business-bill-pay read as BILL Spend & Expense (1), Dynamics 365 Finance & Operations (F&O) in erp-systems read as Microsoft Dynamics 365 Finance & Operations (1), Emburse Expense Enterprise (formerly Chrome River Expense) in expense-management read as Emburse (1), Epicor in erp-systems read as Epicor Kinetic (1), Excel (with Power Query) in financial-consolidation read as Microsoft Excel (1), Excel Spreadsheets in lease-accounting read as Microsoft Excel (1), Excel spreadsheets in internal-controls-and-sox read as Microsoft Excel (1), Fifth Third in business-banking read as Fifth Third Bank (1), Fluence in financial-consolidation read as Fluence Technologies (1), GEP in strategic-sourcing read as GEP SMART (1), GEP in supplier-management read as GEP SMART (1), Gensuite (Benchmark ESG) in esg-and-carbon-reporting read as Benchmark Gensuite (1), Google Looker Studio (Data Studio) in saas-metrics-and-analytics read as Looker Studio (1), H&R Block for Business in corporate-tax-provision read as H&R Block Small Business (1), Harbor Compliance Entity Manager in entity-management read as Harbor Compliance (1), HelloBooks in ai-accounting-assistants read as HelloBooks.ai (1), Hevo in financial-consolidation read as Hevo Data (1), Host Analytics in financial-consolidation read as Planful (1), HubSpot CRM in erp-systems read as HubSpot (1), HubSpot CRM in financial-close-management read as HubSpot (1), ION in treasury-management-systems read as ION Treasury (1), ION Group (Reval, Wallstreet Suite, IT2) in treasury-management-systems read as ION Treasury (1), Intacct (now Sage Intacct) in revenue-recognition read as Sage Intacct Revenue Recognition (1), Intuit QuickBooks in b2b-payment-acceptance read as QuickBooks Payments (1), JPMorgan Chase in business-banking read as Chase Business Banking (1), JPMorgan Chase in corporate-cards read as J.P. Morgan Commercial Cards (1), MRI in fixed-asset-accounting read as MRI Fixed Asset Accounting (1), MRI Software in fixed-asset-accounting read as MRI Fixed Asset Accounting (1), MRI Software (ProLease) in lease-accounting read as MRI ProLease (1), Made-in-China.com in strategic-sourcing read as Made-in-China (1), Manual Spreadsheets in revenue-recognition read as Spreadsheets (1), Manual Spreadsheets (Excel / Google Sheets) in cap-table-management read as Spreadsheets (1), Maxio (formerly SaaSOptics) in saas-metrics-and-analytics read as Maxio Metrics (1), Microsoft Dynamics (like GP, SL, or NAV) in erp-systems read as Microsoft Dynamics 365 (1), NetSuite in corporate-performance-management read as Oracle NetSuite (1), NetSuite in financial-close-management read as Oracle NetSuite (1), NetSuite in global-e-invoicing-compliance read as Oracle NetSuite (1), NetSuite in procure-to-pay read as Oracle NetSuite (1), NetSuite (Intacct) in erp-systems read as Oracle NetSuite (1), NetSuite (Oracle NetSuite) in erp-systems read as Oracle NetSuite (1), NetSuite (Oracle) in accounting-software read as Oracle NetSuite (1), NetSuite (Oracle) in erp-systems read as Oracle NetSuite (1), NetSuite (e.g., NetLease) in lease-accounting read as NetSuite Lease Accounting (1), NetSuite ERP in erp-systems read as Oracle NetSuite (1), Netsuite in revenue-recognition read as Oracle NetSuite (1), Odoo Accounting in accounting-software read as Odoo (1), Oracle in account-reconciliation read as Oracle Account Reconciliation Cloud (1), Oracle in procure-to-pay read as Oracle Fusion Cloud Procurement (1), Oracle in strategic-sourcing read as Oracle Fusion Cloud Procurement (1), Oracle in supplier-management read as Oracle Fusion Cloud Procurement (1), Oracle Cloud EPM in account-reconciliation read as Oracle Fusion Cloud EPM (1), Oracle Cloud EPM (including Fusion EPM and Hyperion legacy) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle Cloud ERP in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Cloud ERP (Fusion/JD Edwards) in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle EPM in financial-consolidation read as Oracle Fusion Cloud EPM (1), Oracle EPM (Hyperion, EPM Cloud, Planning) in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle EPM Enterprise in corporate-performance-management read as Oracle Fusion Cloud EPM (1), Oracle ERP in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle ERP in financial-reporting-and-dashboards read as Oracle Fusion Cloud ERP (1), Oracle ERP Cloud (Fusion) in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Fusion in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Fusion Cloud in erp-systems read as Oracle Fusion Cloud ERP (1), Oracle Fusion Cloud EPM in fpa-platforms read as Oracle Fusion Cloud EPM (1), Oracle Hyperion Planning in corporate-performance-management read as Oracle Hyperion (1), Oracle Procurement in procure-to-pay read as Oracle Fusion Cloud Procurement (1), Oracle Procurement Cloud in procure-to-pay read as Oracle Fusion Cloud Procurement (1), Oracle Tax in sales-tax-automation read as Oracle (1), Paddle Retain (formerly ProfitWell Metrics in saas-metrics-and-analytics read as Paddle Retain (1), Patriot in accounting-software read as Patriot Software (1), Patriot in contractor-payments read as Patriot Software (1), PayPal in global-e-invoicing-compliance read as PayPal Invoicing (1), Personal PayPal in contractor-payments read as PayPal MassPay (1), Planview in corporate-performance-management read as Planview Enterprise One (1), PowerBI in financial-reporting-and-dashboards read as Microsoft Power BI (1), PowerBI in saas-metrics-and-analytics read as Microsoft Power BI (1), PowerBI Premium in financial-reporting-and-dashboards read as Microsoft Power BI (1), ProfitWell / Paddle in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell / Paddle Metrics in saas-metrics-and-analytics read as ProfitWell Metrics (1), ProfitWell/Paddle Metrics in saas-metrics-and-analytics read as ProfitWell Metrics (1), Prophix in account-reconciliation read as Prophix One (1), Qlik in board-and-investor-reporting read as Qlik Sense (1), Qlik in financial-reporting-and-dashboards read as Qlik Sense (1), Quadient in accounts-receivable-automation read as Quadient AR (1), Quadient in b2b-credit-management read as Quadient AR (1), Quadient AR (YayPay) in cash-application read as Quadient Accounts Receivable (1), Quadient AR (formerly YayPay) in cash-application read as Quadient Accounts Receivable (1), Quantrix in financial-modeling-and-scenario-planning read as Quantrix Modeler (1), QuickBooks in business-bill-pay read as QuickBooks Online (1), QuickBooks in expense-management read as QuickBooks Online Expenses (1), QuickBooks in financial-consolidation read as QuickBooks Online (1), QuickBooks in supplier-management read as QuickBooks Online (1), QuickBooks in treasury-management-systems read as QuickBooks Online (1), QuickBooks (Basic Plans) in revenue-recognition read as QuickBooks Online (1), QuickBooks Advanced in global-e-invoicing-compliance read as QuickBooks Online (1), QuickBooks Advanced in revenue-recognition read as QuickBooks Online (1), QuickBooks Cash Flow in cash-flow-forecasting read as QuickBooks Cash Flow Planner (1), QuickBooks Enterprise in financial-consolidation read as QuickBooks Online (1), QuickBooks Expenses in expense-management read as QuickBooks Online Expenses (1), QuickBooks Online in financial-modeling-and-scenario-planning read as QuickBooks (1), QuickBooks Online "Simple Start" in fixed-asset-accounting read as QuickBooks (1), QuickBooks Online (Advanced) in erp-systems read as QuickBooks (1), QuickBooks Online (Advanced) in fixed-asset-accounting read as QuickBooks (1), QuickBooks Online (QBO) in cash-flow-forecasting read as QuickBooks Cash Flow Planner (1), QuickBooks Online (QBO) in erp-systems read as QuickBooks (1), QuickBooks Online (QBO) in internal-controls-and-sox read as QuickBooks (1), QuickBooks Online (QBO) in invoicing-software read as QuickBooks (1), QuickBooks Online (with Advanced or Enterprise plans) in accounts-payable-automation read as QuickBooks (1), QuickBooks Online - Simple Start in account-reconciliation read as QuickBooks Online (1), QuickBooks Online Advanced in erp-systems read as QuickBooks (1), QuickBooks Online Advanced in invoicing-software read as QuickBooks (1), QuickBooks Online Payments in cash-application read as QuickBooks Payments (1), QuickBooks Online Payments in contractor-payments read as QuickBooks Payments (1), QuickBooks Online Plus in cash-flow-forecasting read as QuickBooks Cash Flow Planner (1), QuickBooks Online Simple Start in cash-application read as QuickBooks Online (1), QuickBooks Online consolidation tools in financial-consolidation read as QuickBooks Online (1), QuickBooks Online expense features in expense-management read as QuickBooks Online Expenses (1), QuickBooks Online – Simple Start in accounting-software read as QuickBooks Online (1), QuickBooks Simple Start in invoicing-software read as QuickBooks (1), QuickBooks Solopreneur in financial-reporting-and-dashboards read as QuickBooks Online (1), Resolve (Resolve Pay) in b2b-credit-management read as Resolve Pay (1), Rippling in spend-management-platforms read as Rippling Spend (1), Rippling Bill Pay in business-bill-pay read as Rippling (1), SAP in accounting-software read as SAP S/4HANA Finance (1), SAP in b2b-credit-management read as SAP Credit Management (1), SAP in cash-application read as SAP Cash Application (1), SAP in cash-flow-forecasting read as SAP Treasury and Risk Management (1), SAP Group Reporting in financial-consolidation read as SAP S/4HANA Finance for Group Reporting (1), SVB (now "Silicon Valley Bank – Bridge") in business-banking read as Silicon Valley Bank (1), SaaSOptics in saas-metrics-and-analytics read as Maxio Metrics (1), Sage in ai-accounting-assistants read as Sage Intacct (1), Sage in fixed-asset-accounting read as Sage Fixed Assets (1), Sage in internal-controls-and-sox read as Sage 50 (1), Salesforce in esg-and-carbon-reporting read as Salesforce Net Zero Cloud (1), Shopify in sales-tax-automation read as Shopify Tax (1), Sigma in saas-metrics-and-analytics read as Sigma Computing (1), SmartSuite in internal-controls-and-sox read as SmartSuite SOX Management (1), Square in global-e-invoicing-compliance read as Square Invoices (1), Standard PayPal Business in contractor-payments read as PayPal MassPay (1), Starling (UK) in business-banking read as Starling Bank (1), Starling Business in business-banking read as Starling Bank (1), Stripe in sales-tax-automation read as Stripe Tax (1), Syft in financial-consolidation read as Syft Analytics (1), Syft in financial-reporting-and-dashboards read as Syft Analytics (1), Taskade in saas-metrics-and-analytics read as Taskade Genesis (1), Thomson Reuters ONESOURCE Corporate Tax in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (1), Thomson Reuters OneSource in corporate-tax-provision read as Thomson Reuters ONESOURCE Tax Provision (1), Transformance in cash-application read as Transformance ClearMatch (1), Tungsten in global-e-invoicing-compliance read as Tungsten Network (1), Vena Solutions in financial-reporting-and-dashboards read as Vena (1), Wave Accounting in accounts-receivable-automation read as Wave (1), Wave Accounting in cash-application read as Wave (1), Wave Accounting in expense-management read as Wave (1), Workday in erp-systems read as Workday Financial Management (1), Workday (for profitability modeling) in financial-modeling-and-scenario-planning read as Workday Adaptive Planning (1), Workday Adaptive in financial-consolidation read as Workday Adaptive Planning (1), Workday P2P (Procure-to-Pay) in procure-to-pay read as Workday P2P/T&E (1), Workiva Tax Provision in corporate-tax-provision read as Workiva Tax and Provision (1), Xero in business-bill-pay read as Xero Bills (1), Xero in sales-tax-automation read as Xero Tax (1), Xero Expenses in expense-management read as Xero (1), Xero bill pay in business-bill-pay read as Xero Bills (1), Xero bills/payments in business-bill-pay read as Xero Bills (1), YayPay (Quadient) in cash-application read as Quadient Accounts Receivable (1), Zoho in account-reconciliation read as Zoho Books (1), Zoho Finance / Zoho One in erp-systems read as Zoho One (1), diagrams.net in financial-modeling-and-scenario-planning read as draw.io (1)

Combined answers split into one label per product: Adaptive Planning/Workday, Anaplan/Workiva, AuditBoard / Optro, BILL Spend & Expense / Divvy, BILL.com/Divvy, BILL/Finmark, Bill.com/Melio, Bluevine/Divvy, Booking.com for Business/Engine, CCH Axcess Tax Essentials / CCH Axcess Tax, Compass AI / Finmark, Complies.ai / Optro (AuditBoard), Diligent Boards / BoardEffect, Divvy/BILL, Drake Software / Wolters Kluwer, FinQuery LeaseGuru/NetLease, Fiserv/First Data, Google Data Studio / Looker Studio, Google Drive/SharePoint, Google Sheets/Excel Templates, Google Sheets/Looker Studio, HighRadius/Optro, Oracle Cloud EPM / NetSuite Planning and Budgeting, Oracle Hyperion / Oracle Cloud EPM, Oracle Hyperion / SAP BPC, Planful / Adaptive Insights (Workday), QuickBooks Contractor Payments / QuickBooks Payroll, QuickBooks Desktop Enterprise / Intuit Enterprise Suite, QuickBooks Online + BILL, QuickBooks Online Advanced + Power BI, QuickBooks Online Advanced / Intuit Enterprise Suite, QuickBooks Payroll / QuickBooks Contractor Payments, Ramp/Brex Travel, Ramp/Rho Treasury, SAP Analytics Cloud (SAC) / SAP BPC, SAP Concur / Egencia by Amex GBT, SAP SuccessFactors / SAP Ariba, Sage Intacct / NetSuite, Snowflake + dbt, Softr + Airtable, Stripe / Stripe Billing, Stripe Billing/RevRec, Vena Solutions / Datarails, Xero / QuickBooks Online (Built-In Tools), Xero/QuickBooks add-ons, Zapro/Cflow, ZipBooks / Wave / NCH Express Accounts, Zluri/Netwrix, Zoho Books + Zoho CRM, Zoho Books / FreshBooks, Zoho Inventory / Odoo, iLeasePro / iLeaseXpress

## Appendix: loose paraphrase stability

- Claude Haiku 4.5: a direct first choice kept as first choice or alternative in 11 of 38 categories (29%); differing under the strict rule: account-reconciliation, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, strategic-sourcing, supplier-management
- GPT-5.4 mini: a direct first choice kept as first choice or alternative in 19 of 41 categories (46%); differing under the strict rule: accounting-software, accounts-receivable-automation, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cap-table-management, cash-application, cash-flow-forecasting, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, sales-tax-automation, strategic-sourcing, supplier-management, treasury-management-systems
- Gemini 3.5 Flash: a direct first choice kept as first choice or alternative in 33 of 41 categories (80%); differing under the strict rule: account-reconciliation, accounting-software, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, cap-table-management, cash-application, contractor-payments, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-reporting-and-dashboards, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, supplier-management, treasury-management-systems
- Perplexity Sonar: a direct first choice kept as first choice or alternative in 20 of 41 categories (49%); differing under the strict rule: account-reconciliation, accounts-receivable-automation, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, spend-management-platforms, strategic-sourcing, treasury-management-systems
- Grok 4.1 Fast: a direct first choice kept as first choice or alternative in 23 of 41 categories (56%); differing under the strict rule: account-reconciliation, accounts-payable-automation, accounts-receivable-automation, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cap-table-management, cash-application, cash-flow-forecasting, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-consolidation, financial-modeling-and-scenario-planning, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, strategic-sourcing, treasury-management-systems
- Mistral Small: a direct first choice kept as first choice or alternative in 18 of 41 categories (44%); differing under the strict rule: account-reconciliation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, supplier-management, treasury-management-systems
- DeepSeek V4 Flash: a direct first choice kept as first choice or alternative in 28 of 41 categories (68%); differing under the strict rule: accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cash-application, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Llama 4 Maverick: a direct first choice kept as first choice or alternative in 5 of 34 categories (15%); differing under the strict rule: account-reconciliation, accounting-software, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, business-bill-pay, cap-table-management, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- Qwen 3.7 Flash: a direct first choice kept as first choice or alternative in 16 of 41 categories (39%); differing under the strict rule: account-reconciliation, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, strategic-sourcing, supplier-management, treasury-management-systems
- Kimi K2: a direct first choice kept as first choice or alternative in 27 of 41 categories (66%); differing under the strict rule: account-reconciliation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-cards, corporate-performance-management, corporate-tax-provision, cross-border-payments-and-fx, entity-management, erp-systems, esg-and-carbon-reporting, financial-consolidation, financial-modeling-and-scenario-planning, financial-reporting-and-dashboards, fixed-asset-accounting, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, sales-tax-automation, spend-management-platforms, strategic-sourcing, treasury-management-systems
- GLM 4.7 FlashX: a direct first choice kept as first choice or alternative in 22 of 41 categories (54%); differing under the strict rule: account-reconciliation, accounting-software, accounts-payable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, business-bill-pay, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, corporate-travel-management, cross-border-payments-and-fx, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, fixed-asset-accounting, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, strategic-sourcing, supplier-management, treasury-management-systems
- MiniMax M2.5: a direct first choice kept as first choice or alternative in 20 of 41 categories (49%); differing under the strict rule: account-reconciliation, accounts-payable-automation, accounts-receivable-automation, ai-accounting-assistants, b2b-credit-management, b2b-payment-acceptance, board-and-investor-reporting, business-banking, cap-table-management, cash-application, cash-flow-forecasting, contractor-payments, corporate-performance-management, corporate-tax-provision, corporate-travel-management, entity-management, erp-systems, esg-and-carbon-reporting, expense-management, financial-close-management, financial-consolidation, financial-modeling-and-scenario-planning, fixed-asset-accounting, fpa-platforms, global-e-invoicing-compliance, internal-controls-and-sox, invoicing-software, lease-accounting, procure-to-pay, revenue-recognition, saas-metrics-and-analytics, sales-tax-automation, spend-management-platforms, supplier-management, treasury-management-systems