Global e-invoicing compliance
Asked as “e-invoicing compliance platform”, and as “VAT compliance software”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
25%
Contested · Sovos Compliance Network 17%
25Avalara E-Invoicing17Sovos Compliance Network13Pagero44others
25% of first choices, contested.
Since September 2026▼−2Since September 2026: 28% → 26%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.Avalara E-Invoicing held the lead, −2 points on 28%, 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
Xero20%Contested↗new leaderNew leader since September 2026: Xero (20%) replaces Invoicemonk (28% then, 5% now), 16 points clear, past the 10-point floor.Standing →Mid-market
Avalara E-Invoicing25%Contested▼−2Since September 2026: 28% → 26%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageEnterprise
Sovos Compliance Network25%Contested▼−14Since September 2026: 39% → 25%, −14 points. Past the 10-point floor: movement. Read over the models both editions asked.Standing →
Xero20%Contested↗new leaderNew leader since September 2026: Xero (20%) replaces Invoicemonk (28% then, 5% now), 16 points clear, past the 10-point floor.Standing →Mid-marketAvalara E-Invoicing25%Contested▼−2Since September 2026: 28% → 26%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.This pageEnterpriseSovos Compliance Network25%Contested▼−14Since September 2026: 39% → 25%, −14 points. Past the 10-point floor: movement. 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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
01Avalara E-Invoicing25%6%34accepted challenger▼−2Since September 2026: 28% → 26%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.28% → 26%
Avalara E-Invoicing25%6%34accepted challenger▼−2Since September 2026: 28% → 26%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.28% → 26%02Sovos Compliance Network17%11%36accepted challenger▲+7Since September 2026: 9% → 15%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.9% → 15%
Sovos Compliance Network17%11%36accepted challenger▲+7Since September 2026: 9% → 15%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.9% → 15%03
Pagero13%8%25accepted challenger▲+4Since September 2026: 6% → 11%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 11%
Pagero13%8%25accepted challenger▲+4Since September 2026: 6% → 11%, +4 points. Inside the 10-point floor: within noise. Read over the models both editions asked.6% → 11%04
Zoho Invoice8%0%18accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 9%
Zoho Invoice8%0%18accepted challenger▲+7Since September 2026: 2% → 9%, +7 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 9%05Xero2%5%21accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Xero2%5%21accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%06
Basware2%17%23accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Basware2%17%23accepted 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
Coupa2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Coupa2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%08
Tradeshift2%0%11accepted challenger▲+2Since September 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 2%
Tradeshift2%0%11accepted 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 five products at 0%, ordered by negative rate
14
SAP Ariba0%20%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
SAP Ariba0%20%10accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%11
Vertex0%17%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
Vertex0%17%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%13
FreshBooks0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
FreshBooks0%8%13accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%10
QuickBooks Online0%6%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%
QuickBooks Online0%6%18accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise. Read over the models both editions asked.0% → 0%12
Tipalti0%0%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 0%
Tipalti0%0%11accepted challenger▼−2Since September 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise. Read over the models both editions asked.2% → 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.
For buyers
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Avalara E-Invoicing vs XeroAvalara E-Invoicing vs BaswareAvalara E-Invoicing vs CoupaAvalara E-Invoicing vs TradeshiftSovos Compliance Network vs PageroSovos Compliance Network vs Zoho InvoiceSovos Compliance Network vs XeroSovos Compliance Network vs BaswareSovos Compliance Network vs CoupaSovos Compliance Network vs TradeshiftPagero vs Zoho InvoicePagero vs XeroPagero vs BaswarePagero vs CoupaPagero vs TradeshiftZoho Invoice vs XeroZoho Invoice vs BaswareZoho Invoice vs CoupaZoho Invoice vs TradeshiftXero vs BaswareXero vs CoupaXero vs TradeshiftBasware vs CoupaBasware vs TradeshiftCoupa vs Tradeshift
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 →
0102030405060708
091011121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Avalara E-Invoicing25%
Avalara E-Invoicing25%02Sovos Compliance Network17%
Sovos Compliance Network17%03Pagero13%
Pagero13%04Zoho Invoice8%
Zoho Invoice8%05Xero2%
Xero2%06Basware2%
Basware2%07Coupa2%
Coupa2%08Tradeshift2%
Tradeshift2%09Invoice Ninja2%
Invoice Ninja2%10QuickBooks Online0%
QuickBooks Online0%11Vertex0%
Vertex0%12Tipalti0%
Tipalti0%13FreshBooks0%
FreshBooks0%14SAP Ariba0%
SAP Ariba0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Grok 4.1 Fast, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna 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.
Invoicely100%
5 of 5 labels negative · 5 of 14 models · 4 hard negative
“User support lock-outs and data access issues... an unencrypted and non-password-protected database that contained nearly 180k files.” Muse Glimmer 30B, negative prompt
Basware17%
4 of 23 labels negative · 4 of 14 models · 1 hard negative
“Avoid enterprise giants like Basware or Trullion, as they often have high minimums.” Qwen 3.7 Flash, budget prompt
Sovos Compliance Network11%
4 of 36 labels negative · 4 of 14 models · 1 hard negative
“you want to avoid expensive, enterprise-grade indirect tax suites (like Sovos, Avalara, or Pagero's enterprise tiers)” Gemini 3.5 Flash, budget prompt
Fakturownia
100%
3 of 3 labels negative · 3 of 14 models · 2 hard negative
“Suffered a major cyberattack in late 2024, potentially exposing pre-2023 user account data” Grok 4.1 Fast, 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
80 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. 1128 links across 275 sites, every framing counted. Ranked by the number of answers carrying the site or page. 11 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.
vendor site · Avalara31 answers · 42 citations · 14 models
31 answers · 33 citations · 11 models
26 answers · 40 citations · 10 models
23 answers · 35 citations · 8 models
vendor site · Sourceforge23 answers · 30 citations · 12 models
vendor site · G219 answers · 52 citations · 11 models
19 answers · 22 citations · 11 models
vendor site · Worldmetrics18 answers · 22 citations · 9 models
vendor site · Klippa18 answers · 18 citations · 10 models
vendor site · VAT IT15 answers · 16 citations · 7 models
15 answers · 15 citations · 7 models
14 answers · 19 citations · 10 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.
30 answers · 11 models
19 answers · 11 models
19 answers · 8 models
18 answers · 10 models
15 answers · 7 models
14 answers · 9 models
13 answers · 7 models
13 answers · 6 models
12 answers · 7 models
12 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 e-invoicing compliance platform”, “e-invoicing compliance platform”, “e-invoicing platforms”. 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 |
|---|---|---|---|---|---|---|---|---|
| Avalara avalara.com Avalara E-Invoicing 25% | 25% | 93 | 27,100 | 703 | 2,604,517 company | $21,470 | 108 | |
| Sovos sovos.com Sovos Compliance Network 17% | 17% | 98 | 3,600 | 220 | 95,951 company | 93 | 4 | |
| Pagero thomsonreuters.com | 13% | 77 | 480 | 19 | 3,055,379 | $313 | 120 | |
| Zoho parent site Zoho Invoice 8% | 8% | 169 | 18,100 | 238 | ||||
| B2Brouter b2brouter.net | 4% | 4 | ||||||
| Wave waveapps.com | 4% | 323 | 368,000 | 253,218 | 708,862 | 39 | ||
| Xero xero.com | 2% | 737 | 90,500 | 4,610 | 1,200,289 | $500 | 119 | |
| Basware basware.com | 2% | 145 | 2,400 | 43 | 5,271 | 34 | ||
| Coupa coupa.com | 2% | 674 | 60,500 | 1,210 | 41,319 | $339 | 91 | |
| Tradeshift tradeshift.com | 2% | 26 | 1,300 | 9 | 2,240 |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (taxtech500.com, vatit.com). The first result for “best e-invoicing compliance platform” is reddit.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 e-invoicing compliance platform for a mid-market B2B company?”Paraphrase“Which VAT compliance software would you recommend to a mid-sized B2B company?”Comparative“What are the top e-invoicing platforms and how do they differ?”Budget-constrained“What is the best e-invoicing compliance platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an e-invoicing compliance platform. What should we look at?”Negative“Which e-invoicing platforms should I avoid or be cautious about?”
Claude Haiku 4.5HighRadiusAvalara E-InvoicingChangedBaswareZoho Invoiceno first choicenothing named
Three alternatives
Avalara E-Invoicing, Basware, TipaltiThree alternatives
Anrok, Kintsugi, QuadernoSix alternatives
FreshBooks, HighRadius, Pagero, QuickBooks Online, Sovos Compliance Network, XeroThree alternatives
Invoicera, QuickBooks Online, XeroGPT-5.4 miniAvalara E-InvoicingAvalara E-InvoicingHeldAvalara E-InvoicingAvalara E-Invoicingagainst: Basware, Sovos Compliance Networkno first choiceagainst: Comarch, Complyance, EleVia Electronic Invoicing, Fonoa, Numeral
Two alternatives
SAP Ariba, SAP Business NetworkTwo alternatives
ONESOURCE Indirect Tax, VertexSix alternatives
Basware, Coupa, SAP Ariba, SAP Business Network, Tradeshift, Tungsten NetworkGemini 3.5 FlashPageroAnrokChangedPagero, Sovos Compliance Networkagainst: EDICOM, QuickBooks OnlineAccountable, Zoho Invoiceagainst: Avalara E-Invoicing, Pagero, Sovos Compliance Network, Storecoveno first choiceagainst: Doxo, Fakturownia, Invoicely, Oracle E-Business Suite
Five alternatives
Avalara E-Invoicing, Clearvo, Sovos Compliance Network, Storecove, TipaltiThree alternatives
Avalara E-Invoicing, Fonoa, QuadernoSeven alternatives
Basware, Coupa, SAP Document & Reporting Compliance, Tipalti, Xero, Zoho Invoice / Zoho Books, eeziSix alternatives
Billit, InvoStaq, Invoice Ninja, Qvalia, aiDoks, e-invoice.bePerplexity SonarAvalara E-InvoicingAvalara E-InvoicingHeldClearTax, ZycusXeroagainst: Basware, Pagero, Sovos Compliance Network, Vertexno first choicenothing named
Four alternatives
Comarch, Pagero, Sovos Compliance Network, VertexTwo alternatives
Commenda, VertexNine alternatives
BILL, Genpact Cora APFlow, OpenText Trading Grid e-Invoicing, QuickBooks Online, SAP Ariba Invoice Management, Stripe Invoicing, Taulia, Xero, Zoho InvoiceFour alternatives
ClearTax, FreshBooks, QuickBooks Online, WaveGrok 4.1 FastPagero, Sovos Compliance Networkagainst: SAP Ariba, Xero, ZohoAvalara E-InvoicingChangedAvalara E-Invoicing, Sovos Compliance Networkagainst: BILL, WavePageroSovos Compliance Networkagainst: Deel, Fakturownia, Invoiced
Three alternatives
Avalara E-Invoicing, EDICOM, TradeshiftThree alternatives
Lappa, Sovos Compliance Network, VertexThree alternatives
Basware, Invopop, PageroThree alternatives
QuickBooks Online, Xero, Zoho InvoiceTwo alternatives
Basware, PageroMistral SmallSovos Compliance NetworkSovos Compliance NetworkHeldno first choiceagainst: Invoice NinjaWaveno first choiceagainst: Basware, PayPal’s invoicing, TaxJar, Wave
Two alternatives
Pagero, TradeshiftTwo alternatives
Thomson Reuters ONESOURCE, VertexThree alternatives
FreshBooks, QuickBooks Online, XeroDeepSeek V4 FlashPagero, Sovos Compliance Networkagainst: VertexAvalara E-InvoicingChangedagainst: VertexPagero, Sovos Compliance Networkagainst: OpenTextB2Brouterno first choiceagainst: Avalara E-Invoicing, ClearTaxagainst: Bookipi, EDX Solutions, Fakturownia, Invoiced, Invoicely, Moon Invoice
Two alternatives
Avalara E-Invoicing, ComarchThree alternatives
Commenda, Lovat, Sovos Compliance NetworkEight alternatives
Avalara E-Invoicing, Basware, Coupa, FreshBooks, QuickBooks Online, SAP Ariba, Xero, Zoho InvoiceTwo alternatives
Pagero, Zoho InvoiceLlama 4 Maverickno first choiceCommendaChangedno first choiceKlippano first choiceagainst: PayPal Invoicing, Sovos Compliance Network, Square Invoices
Three alternatives
EBizCharge, HighRadius, ZycusOne alternative
Avalara E-InvoicingThree alternatives
Einvoice software, OpenText, Sovos Compliance NetworkQwen 3.7 FlashCeligoagainst: MuleSoftLappaChangedInvopopDixaagainst: Basware, TrullionSovos Compliance Networkagainst: Invoice Simple, Invoiced, Invoicely, Refrens
Three alternatives
Dell Boomi, Sovos Compliance Network, Tray.ioTwo alternatives
Avalara E-Invoicing, Thomson Reuters ONESOURCEThree alternatives
Lovat E-Invoicing, QuickBooks Online, XeroSeven alternatives
Domínio, FatturaWeb, Intersolve, QuickBooks Online, Serrala, Totvs, XeroFour alternatives
Avalara E-Invoicing, Basware, True Commerce, VAT ITKimi K2Coupa, EskerAvalara E-InvoicingChangedno first choiceInvoice Ninjano first choiceagainst: FastFactura, Quianni
Three alternatives
Basware, Sovos Compliance Network, TradeshiftFour alternatives
Sovos Compliance Network, TaxCloud, TaxJar, VertexFour alternatives
Invoicemonk, Storecove, Xero, Zoho InvoiceGLM 4.7 FlashXAvalara E-Invoicing, Basware, Pagero, Sovos Compliance Network, TradeshiftAvalara E-InvoicingChangedEDICOMagainst: WaveB2Brouter, Zoho Invoiceno first choiceagainst: FreshBooks, Invoice Ninja, Invoicely, QuickBooks Enterprise Payment Gateway, SAP Ariba, Tungsten Network, Wave
Two alternatives
Comarch, FynamicsFive alternatives
Commenda, Quaderno, Stripe Tax, Thomson Reuters ONESOURCE, VertexTwo alternatives
Storecove, ZycusTwo alternatives
Invoice Ninja, NormanMiniMax M2.5no first choiceAvalara E-InvoicingChangedBasware, Sovos Compliance NetworkWave, Zoho Invoiceno first choicenothing named
Three alternatives
Sovos Compliance Network, TaxJar, Thomson Reuters ONESOURCEEight alternatives
Coupa, FreshBooks, Pagero, QuickBooks Online, SAP Ariba, Tradeshift, Xero, Zoho InvoiceThree alternatives
Finovia, QuickBooks Online, XeroGPT-6 LunaPageroAvalara E-InvoicingChangedagainst: Taxuallyno first choiceQvalia Connect Smallagainst: Storecoveno first choicenothing named
Two alternatives
Avalara E-Invoicing, Sovos Compliance NetworkTwo alternatives
Sovos Compliance Network, VertexSeven alternatives
Avalara E-Invoicing, Basware, Pagero, SAP Business Network, SAP Document & Reporting Compliance, Sovos Compliance Network, VertexOne alternative
B2BrouterMuse Glimmer 30BSovos Compliance NetworkSovos Compliance NetworkHeldagainst: TaxdooAvalara E-InvoicingPagerono first choiceagainst: Bookipi, Invoice Simple, Invoicely, Refrens
Six alternatives
Avalara E-Invoicing, AvidXchange, Basware, SAP Ariba, Tipalti, YoozFour alternatives
Avalara AvaTax, Fonoa, Numeral, VertexTen alternatives
BILL, Basware, Coupa, Pagero, QuickBooks Online, SAP Ariba, Sovos Compliance Network, Tipalti, Xero, ZycusFive alternatives
ActiveCollab, Square Invoices, Traild, Zoho Invoice, sevdeskBold 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 08:55 | yes | 16 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:09 | yes | 3 | 9 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:45 | yes | 20 | 27 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 08:09 | yes | 28 | 5 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:13 | yes | 24 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:25 | yes | 17 | 9 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:57 | yes | 24 | 34 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:04 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:55 | no | 0 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:07 | yes | 20 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:53 | yes | 19 | 60 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:13 | yes | 5 | 9 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:12 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:29 | yes | 13 | 26 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:33 | yes | 17 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:16 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 07:53 | yes | 21 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:54 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 07:43 | yes | 17 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 07:53 | yes | 19 | 9 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:03 | yes | 22 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:38 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 07:44 | yes | 14 | 61 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:58 | yes | 19 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:55 | yes | 15 | 54 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:29 | yes | 14 | 21 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:57 | yes | 4 | 18 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:46 | yes | 12 | 25 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 10:25 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:30 | yes | 7 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:02 | yes | 18 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 08:20 | yes | 20 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:04 | yes | 18 | 12 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:10 | yes | 6 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:14 | yes | 20 | 65 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:01 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:56 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:20 | yes | 19 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:13 | yes | 19 | 28 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:46 | yes | 23 | 39 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:36 | yes | 7 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:18 | yes | 14 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:00 | yes | 15 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:57 | yes | 3 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:56 | yes | 17 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 09:03 | yes | 24 | 7 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 08:38 | yes | 21 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:19 | yes | 10 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 07:52 | yes | 23 | 37 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:26 | yes | 5 | 4 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:24 | no | 0 | 52 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:24 | yes | 18 | 39 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:46 | yes | 15 | 28 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:55 | yes | 13 | 48 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:59 | yes | 3 | 15 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:26 | yes | 15 | 21 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:59 | yes | 18 | 15 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 09:43 | no | 0 | 13 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:12 | yes | 12 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 10:36 | yes | 20 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:21 | yes | 20 | 8 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:25 | no | 0 | 2 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:51 | yes | 23 | 45 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 08:49 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 09:23 | yes | 8 | 36 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:36 | yes | 18 | 31 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:07 | yes | 13 | 145 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 08:10 | yes | 5 | 10 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:26 | yes | 4 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 07:58 | yes | 15 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:12 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:44 | yes | 6 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 08:24 | yes | 15 | 23 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 09:55 | yes | 20 | 6 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:36 | yes | 22 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 08:43 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:29 | yes | 25 | 23 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 11:17 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:07 | yes | 5 | 26 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:02 | yes | 25 | 31 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:21 | yes | 24 | 24 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 09:12 | yes | 5 | 13 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:03 | yes | 3 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:25 | yes | 14 | 21 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
Avalara read as Avalara E-Invoicing
Avalara (AvaTax & VAT) read as Avalara E-Invoicing
Avalara (VatLive / AvaTax) read as Avalara E-Invoicing
Avalara E-Invoicing and Live Reporting read as Avalara E-Invoicing
Avalara E‑Invoicing and Live Reporting read as Avalara E-Invoicing
Bill.com read as BILL
Bill.com (BILL) read as BILL
NetSuite read as Oracle NetSuite
PayPal read as PayPal Invoicing
QuickBooks read as QuickBooks Online
SAP Document and Reporting Compliance (or SAP Ariba) read as SAP Document & Reporting Compliance
Sovos read as Sovos Compliance Network
Sovos (Sovos Comply) read as Sovos Compliance Network
Thomson Reuters (ONESOURCE) read as Thomson Reuters ONESOURCE
Tungsten read as Tungsten Network
Tungsten Automation read as Tungsten Network
Unresolved, counted raw
Clearvo
Comarch SA
Dell Boomi
Dixa
Domínio
EDX Solutions
Einvoice software
EleVia Electronic Invoicing
FastFactura
FatturaWeb
Finovia
Fynamics
Intersolve (via Konekti)
Lovat E-Invoicing
Moon Invoice
MuleSoft
NetSuite SuiteAnswer
Nipendo Ltd.
Norman (Germany-specific)
PayPal’s invoicing
Paysimple Inc. (EverCommerce)
Peppol access
Quianni
QuickBooks Enterprise Payment Gateway
Qvalia Connect Small
Taxdoo
Totvs
Transcepta LLC
Tray.io
True Commerce
aiDoks
e-Invoices Online
Discontinued, still offered
No shut-down product was recommended here.
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