Invoicing software for small business buyers
Asked as “invoicing software”, and as “online invoicing tool for a business”, on behalf of a small B2B company. 56 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · QuickBooks 23%
30Zoho Invoice23QuickBooks18Xero29others
30% of first choices, contested.
Since September 2026▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Zoho Invoice held the lead, −2 points on 31%, inside the 10-point floor.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Zoho Invoice30%Contested▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-marketZoho Invoice24%Contested↗new leaderNew leader since September 2026: Zoho Invoice (26%) replaces Wave (19% then, 12% now), 14 points clear, past the 10-point floor.Standing →Enterprise
NetSuite SuiteBilling18%Contested▲+2Since September 2026: 20% → 22%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →
Zoho Invoice30%Contested▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageMid-marketZoho Invoice24%Contested↗new leaderNew leader since September 2026: Zoho Invoice (26%) replaces Wave (19% then, 12% now), 14 points clear, past the 10-point floor.Standing →EnterpriseNetSuite SuiteBilling18%Contested▲+2Since September 2026: 20% → 22%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Standing →The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Zoho Invoice30%10%62endorsed leader▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.31% → 29%
Zoho Invoice30%10%62endorsed leader▼−2Since September 2026: 31% → 29%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.31% → 29%02
QuickBooks23%22%63accepted challenger▼−4Since September 2026: 29% → 24%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.29% → 24%
QuickBooks23%22%63accepted challenger▼−4Since September 2026: 29% → 24%, −4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.29% → 24%03
Xero18%2%46accepted challenger▲+13Since September 2026: 7% → 20%, +13 points. Past the 10-point floor: movement. Read over the models both editions asked.7% → 20%
Xero18%2%46accepted challenger▲+13Since September 2026: 7% → 20%, +13 points. Past the 10-point floor: movement. Read over the models both editions asked.7% → 20%04
Wave16%20%45accepted challenger=heldSince September 2026: 14% → 14%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 14%
Wave16%20%45accepted challenger=heldSince September 2026: 14% → 14%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.14% → 14%05
FreshBooks7%11%53accepted challenger▼−11Since September 2026: 19% → 8%, −11 points. Past the 10-point floor: movement. Read over the models both editions asked.19% → 8%
FreshBooks7%11%53accepted challenger▼−11Since September 2026: 19% → 8%, −11 points. Past the 10-point floor: movement. Read over the models both editions asked.19% → 8%06
Square Invoices2%24%37accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Square Invoices2%24%37accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%07
Stripe Invoicing2%33%15criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Stripe Invoicing2%33%15criticized challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%Show the one product at 0%, ordered by negative rate
08
Invoice Ninja0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Invoice Ninja0%0%12accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
All twenty-one head-to-head pages: the top seven products, each against each
Zoho Invoice vs InvoicedZoho Invoice vs NetSuite SuiteBillingZoho Invoice vs XeroBILL vs QuickBooksBILL vs WaveBILL vs InvoicedBILL vs NetSuite SuiteBillingBILL vs XeroQuickBooks vs WaveQuickBooks vs InvoicedQuickBooks vs NetSuite SuiteBillingQuickBooks vs XeroWave vs InvoicedWave vs NetSuite SuiteBillingWave vs XeroInvoiced vs NetSuite SuiteBillingInvoiced vs XeroNetSuite SuiteBilling vs Xero
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Zoho Invoice30%
Zoho Invoice30%02QuickBooks23%
QuickBooks23%03Xero18%
Xero18%04Wave16%
Wave16%05FreshBooks7%
FreshBooks7%06Square Invoices2%
Square Invoices2%07Stripe Invoicing2%
Stripe Invoicing2%08Invoice Ninja0%
Invoice Ninja0%What they warned about
Five of fourteen models held their first choice under the paraphrase. Perplexity Sonar, Grok 4.1 Fast, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. 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.
QuickBooks22%
14 of 63 labels negative · 10 of 14 models
“Can feel like invoicing is "bolted on" rather than a core feature... Monthly fees and add-ons can add up quickly” MiniMax M2.5, negative prompt
Square Invoices24%
9 of 37 labels negative · 9 of 14 models · 1 hard negative
“Avoid tools that lock you into one payment processor (e.g., Square Invoices)” GLM 4.7 FlashX, negative prompt
Wave20%
9 of 45 labels negative · 8 of 14 models · 1 hard negative
“**Verdict**: Avoid Wave for anything beyond very low-volume, small-dollar invoicing.” DeepSeek V4 Flash, negative prompt
FreshBooks11%
6 of 53 labels negative · 6 of 14 models
“FreshBooks is easy to use, but it can fall short for batch invoicing, approvals, or more complex billing processes” Perplexity Sonar, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 969 links across 196 sites, every framing counted. Ranked by the number of answers carrying the site or page. 9 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
57 answers · 93 citations · 13 models
vendor site · Xero48 answers · 59 citations · 12 models
30 answers · 46 citations · 10 models
25 answers · 28 citations · 10 models
25 answers · 26 citations · 10 models
23 answers · 23 citations · 11 models
21 answers · 21 citations · 9 models
vendor site · Mercury21 answers · 21 citations · 10 models
20 answers · 23 citations · 10 models
vendor site · FreshBooks19 answers · 22 citations · 11 models
19 answers · 19 citations · 9 models
18 answers · 21 citations · 9 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
52 answers · 12 models
43 answers · 11 models
25 answers · 10 models
23 answers · 10 models
21 answers · 11 models
21 answers · 10 models
20 answers · 9 models
19 answers · 9 models
19 answers · 9 models
17 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best invoicing software”, “invoicing software”, “invoicing tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Zoho parent site Zoho Invoice 30% | 30% | 169 | 18,100 | 238 | ||||
| QuickBooks quickbooks.ninja | 23% | 300 | 1,000,000 | 54,681 | 253 | |||
| Xero xero.com | 18% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | 9 |
| Wave waveapps.com | 16% | 323 | 368,000 | 253,218 | 708,862 | 39 | 3 | |
| FreshBooks freshbooks.com | 7% | 330 | 40,500 | 389 | 305,801 | $221 | 113 | |
| Square squareup.com Square Invoices 2% | 2% | 101 | 1,000,000 | 497,526 | 3,658,565 company | $9 | 99 | |
| Stripe parent site Stripe Invoicing 2%, Stripe Billing 0% | 2% | 40 | 823,000 | 102,741 | ||||
| Xero Growing | 2% | |||||||
| Invoice Ninja invoiceninja.com | 0% | 57 | 4,400 | 55 | 18,218 | 5 | ||
| Harvest getharvest.com | 0% | 14 | 135,000 | 89,364 | 711,234 | 46 |
Google's top ten for the three searches hold 22 sites; 4 of them are among the sites the models cited here (forbes.com, mercury.com, quickbooks.intuit.com, xero.com). The first result for “best invoicing software” is zoho.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best invoicing software for a small B2B company?”Paraphrase“Which online invoicing tool for a business would you recommend to a small business that sells to other businesses?”Comparative“What are the top invoicing tools for a small team and how do they differ?”Budget-constrained“What is the best invoicing software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating an invoicing software. What should we look at?”Negative“Which invoicing tools should a small business avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldFreshBooksWave, Zoho Invoiceno first choiceagainst: FreshBooks, Invoicera, QuickBooks, Stripe Invoicing, Wave, Zoho Invoice
Five alternatives
Harvest, QuickBooks, Square Invoices, Wave, Zoho InvoiceThree alternatives
Invoicely, Quicken Business & Personal, Square InvoicesGPT-5.4 miniQuickBooksQuickBooksHeldXeroagainst: WaveZoho Invoiceno first choiceagainst: Deel, Harvest
Three alternatives
FreshBooks, Xero, Zoho InvoiceTwo alternatives
Square Invoices, XeroTwo alternatives
FreshBooks, QuickBooksTwo alternatives
FreshBooks, WaveGemini 3.5 FlashFreshBooksFreshBooksHeldFreshBooksagainst: QuickBooksZoho Invoiceno first choiceagainst: NetSuite SuiteBillingagainst: BILL, Chargebee, Chargezoom, Invoice Simple, QuickBooks, Stripe Invoicing
Seven alternatives
BILL, Bluevine, Invoice Ninja, Mercury, QuickBooks, Xero, Zoho InvoiceFive alternatives
QuickBooks, Stripe Invoicing, Wave, Xero, Zoho InvoiceFour alternatives
Bonsai, Wave, Xero, Zoho InvoiceThree alternatives
Invoice Ninja, Square Invoices, WaveEight alternatives
BILL, Chargebee, Chaser, FreshBooks, Harvest, QuickBooks, Stripe Billing, XeroPerplexity SonarXero, Zoho InvoiceStripe InvoicingChangedFreshBooksWave, Zoho InvoiceXeroagainst: Zoho Invoiceagainst: FreshBooks, PayPal Invoicing, QuickBooks, Stripe Invoicing, Wave, Xero
Two alternatives
Melio, Stripe InvoicingTwo alternatives
Square Invoices, XeroFour alternatives
Invoice Ninja, Square Invoices, Wave, Zoho InvoiceThree alternatives
GoDaddy Invoicing, Invoice Ninja, Square InvoicesThree alternatives
Invoice Ninja, QuickBooks, Square InvoicesGrok 4.1 FastXeroQuickBooksChangedFreshBooksWave, Zoho InvoiceZoho Invoiceagainst: BILL, Invoiced, Square Invoices, Stripe Invoicing, Wave, Zoho Invoice
Three alternatives
FreshBooks, QuickBooks, Zoho InvoiceThree alternatives
FreshBooks, Xero, Zoho InvoiceFour alternatives
QuickBooks, Wave, Xero, Zoho InvoiceTwo alternatives
FreshBooks, Square InvoicesThree alternatives
QuickBooks, Square Invoices, XeroMistral SmallQuickBooks, XeroQuickBooks, XeroHeldQuickBooks, XeroWave, Zoho Invoiceno first choiceagainst: FreshBooks, QuickBooks, Square Invoices, Wave, Zoho Invoice
Two alternatives
Harvest, Stripe InvoicingTwo alternatives
FreshBooks, Zoho InvoiceThree alternatives
FreshBooks, Wave, Zoho InvoiceTwo alternatives
FreshBooks, Square InvoicesDeepSeek V4 FlashQuickBooksQuickBooksHeldFreshBooks, Zoho InvoiceWaveQuickBooks, Xeroagainst: Waveagainst: Invoice Simple, PayPal Invoicing, QuickBooks, Wave
Four alternatives
BILL, FreshBooks, Xero, Zoho InvoiceThree alternatives
FreshBooks, Xero, Zoho InvoiceThree alternatives
QuickBooks, Wave, XeroThree alternatives
FreshBooks, Invoice Ninja, Zoho InvoiceOne alternative
FreshBooksLlama 4 Maverickno first choiceZoho InvoiceChangedno first choiceSquare Invoicesno first choiceagainst: Brex, QuickBooks, Square Invoices, Zoho Invoice
Qwen 3.7 FlashQuickBooksagainst: WaveFreshBooksChangedFreshBooksZoho InvoiceQuickBooksagainst: Invoice Expert, NetSuite SuiteBilling, Square Invoices
Three alternatives
FreshBooks, Xero, Zoho InvoiceThree alternatives
Invoice Ninja, QuickBooks, WaveFive alternatives
Invoice Ninja, QuickBooks, Wave, Xero, Zoho Books / Zoho InvoiceTwo alternatives
Novo Invoices, WaveThree alternatives
BILL, FreshBooks, XeroKimi K2XeroQuickBooks, XeroChangedZoho InvoiceWave, Zoho Invoiceagainst: QuickBooksno first choiceagainst: Authorize.net, AvidXchange, Bottomline Technologies, CCH, FreshBooks, QuickBooks, Square Invoices, Stripe Invoicing, Wolters Kluwer
Three alternatives
FreshBooks, QuickBooks, Square InvoicesTwo alternatives
Wave, Zoho InvoiceSeven alternatives
FreshBooks, Harvest, QuickBooks, Square Invoices, Stripe Invoicing, Wave, XeroOne alternative
Zoho BooksGLM 4.7 FlashXFreshBooks, Xeroagainst: WaveQuickBooksChangedFreshBooksWaveagainst: FreshBooksno first choiceagainst: Basware, Invoice2go, Invoicera, PayPal Invoicing, Square Invoices, Zoho Invoice
Four alternatives
Airwallex, Chargebee, QuickBooks, Zoho InvoiceTwo alternatives
FreshBooks, Zoho InvoiceFive alternatives
Bonsai, QuickBooks, Wave, Xero, Zoho InvoiceThree alternatives
QuickBooks, Square Invoices, Zoho InvoiceMiniMax M2.5Zoho Invoiceagainst: Square InvoicesXero, Zoho InvoiceChangedQuickBooks, XeroZoho Invoiceagainst: QuickBooksno first choiceagainst: QuickBooks
Three alternatives
FreshBooks, QuickBooks, XeroTwo alternatives
QuickBooks, Stripe InvoicingTwo alternatives
FreshBooks, Zoho InvoiceOne alternative
WaveGPT-6 LunaXero GrowingZoho InvoiceChangedQuickBooks, XeroWaveagainst: QuickBooksno first choiceagainst: FreshBooks, PayPal Invoicing, QuickBooks, Square Invoices
Two alternatives
QuickBooks, Zoho InvoiceOne alternative
QuickBooksFour alternatives
FreshBooks, Square Invoices, Wave, Zoho InvoiceOne alternative
Zoho InvoiceMuse Glimmer 30BZoho InvoiceQuickBooksChangedZoho InvoiceWave, Zoho Invoiceno first choiceagainst: PayPal Invoicing, QuickBooks, Square Invoices, Zoho Books
Three alternatives
FreshBooks, QuickBooks, XeroTwo alternatives
Xero, Zoho InvoiceFive alternatives
FreshBooks, QuickBooks, Square Invoices, Wave, XeroOne alternative
Invoice NinjaBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:55 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:43 | yes | 5 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:53 | yes | 15 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 10:23 | yes | 19 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:28 | yes | 21 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:54 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:19 | yes | 23 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:15 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:11 | yes | 10 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:53 | yes | 10 | 15 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:39 | yes | 15 | 46 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:40 | yes | 11 | 20 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:33 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:57 | yes | 13 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:07 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:45 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:18 | yes | 8 | 28 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 09:06 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:59 | yes | 20 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:49 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:48 | yes | 23 | 32 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:48 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:01 | yes | 7 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:59 | yes | 15 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:49 | yes | 25 | 27 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:51 | yes | 9 | 59 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:43 | yes | 3 | 14 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:05 | yes | 12 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:30 | yes | 10 | 7 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 07:59 | yes | 6 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:43 | yes | 25 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 07:47 | yes | 21 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:52 | yes | 17 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:43 | yes | 12 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:47 | yes | 15 | 26 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:25 | yes | 8 | 4 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:22 | yes | 5 | 20 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:02 | yes | 10 | 24 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:04 | yes | 23 | 94 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:08 | yes | 18 | 24 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:41 | yes | 6 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:51 | yes | 19 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:30 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:43 | yes | 3 | 4 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:05 | yes | 21 | 20 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:58 | yes | 21 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:52 | yes | 12 | 7 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:04 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:22 | yes | 21 | 26 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:50 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:43 | yes | 24 | 68 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:42 | yes | 5 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:41 | yes | 15 | 100 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:21 | yes | 15 | 20 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:33 | yes | 3 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:08 | yes | 13 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:37 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:10 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | no | 0 | 14 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:25 | yes | 20 | 8 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:00 | yes | 12 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:20 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 10:19 | yes | 20 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:22 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:48 | no | 0 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:51 | yes | 17 | 22 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:54 | yes | 11 | 26 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:36 | no | 0 | 46 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:25 | yes | 2 | 13 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:57 | no | 0 | 2 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:28 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:50 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 11:21 | yes | 14 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 08:35 | yes | 20 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:10 | yes | 19 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:30 | yes | 9 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:40 | yes | 24 | 44 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:36 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:13 | yes | 13 | 38 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:59 | yes | 18 | 22 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:09 | yes | 21 | 40 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:13 | yes | 15 | 32 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:18 | yes | 4 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:08 | yes | 23 | 37 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Airwallex Invoicing read as Airwallex
Bill.com read as BILL
NetSuite read as NetSuite SuiteBilling
PayPal read as PayPal Invoicing
QuickBooks Online read as QuickBooks
QuickBooks Online (QBO) read as QuickBooks
QuickBooks Online Essentials read as QuickBooks
QuickBooks Simple Start read as QuickBooks
Square read as Square Invoices
Stripe read as Stripe Invoicing
Unresolved, counted raw
Billed
Invoice Expert
Xero Growing
Y‑ou
Discontinued, still offered
No shut-down product was recommended here.