Global e-invoicing compliance
Asked as “e-invoicing compliance platform”, and as “VAT compliance software”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
22%
Contested · Commenda 9%
22Avalara E-Invoicing09Commenda07Sovos Compliance Network61others
22% of first choices, contested.
Since October 2026▼−3Since October 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise.Avalara E-Invoicing held the lead, −3 points on 25%, 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
Xero29%Contested▲+9Since October 2026: 20% → 29%, +9 points. Inside the 10-point floor: within noise.Standing →Mid-market
Avalara E-Invoicing22%Contested▼−3Since October 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise.This pageEnterpriseAvalara E-Invoicing26%Contested↗new leaderNew leader since October 2026: Avalara E-Invoicing (26%) replaces Sovos Compliance Network (25% then, 18% now), 8 points clear, inside the 10-point floor.Standing →
Xero29%Contested▲+9Since October 2026: 20% → 29%, +9 points. Inside the 10-point floor: within noise.Standing →Mid-marketAvalara E-Invoicing22%Contested▼−3Since October 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise.This pageEnterpriseAvalara E-Invoicing26%Contested↗new leaderNew leader since October 2026: Avalara E-Invoicing (26%) replaces Sovos Compliance Network (25% then, 18% now), 8 points clear, inside the 10-point floor.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 October 2026
01Avalara E-Invoicing22%14%44accepted challenger▼−3Since October 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise.25% → 22%
Avalara E-Invoicing22%14%44accepted challenger▼−3Since October 2026: 25% → 22%, −3 points. Inside the 10-point floor: within noise.25% → 22%02
Sovos Compliance Network7%19%31accepted challenger▼−10Since October 2026: 17% → 7%, −10 points. Inside the 10-point floor: within noise.17% → 7%
Sovos Compliance Network7%19%31accepted challenger▼−10Since October 2026: 17% → 7%, −10 points. Inside the 10-point floor: within noise.17% → 7%03
Zoho Books7%0%13accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 10-point floor: within noise.0% → 7%
Zoho Books7%0%13accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 10-point floor: within noise.0% → 7%04
Zoho Invoice7%18%11accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 10-point floor: within noise.8% → 7%
Zoho Invoice7%18%11accepted challenger▼−1Since October 2026: 8% → 7%, −1 point. Inside the 10-point floor: within noise.8% → 7%05
Pagero4%10%20accepted challenger▼−9Since October 2026: 13% → 4%, −9 points. Inside the 10-point floor: within noise.13% → 4%
Pagero4%10%20accepted challenger▼−9Since October 2026: 13% → 4%, −9 points. Inside the 10-point floor: within noise.13% → 4%06Xero2%14%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Xero2%14%14accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%07
QuickBooks Online2%20%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
QuickBooks Online2%20%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%08
Wave2%55%11criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%
Wave2%55%11criticized challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 10-point floor: within noise.4% → 2%Show the eight products at 0%, ordered by negative rate
16
Coupa0%25%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Coupa0%25%12criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%15
SAP Ariba0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Ariba0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%14
Vertex0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Vertex0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
FreshBooks0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
FreshBooks0%17%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Basware0%11%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Basware0%11%19accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%12
Tradeshift0%0%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Tradeshift0%0%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%11
Comarch0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Comarch0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Fonoa0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Fonoa0%0%10accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.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 can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. 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.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
Avalara E-Invoicing vs PageroAvalara E-Invoicing vs XeroAvalara E-Invoicing vs QuickBooks OnlineAvalara E-Invoicing vs WaveSovos Compliance Network vs Zoho BooksSovos Compliance Network vs Zoho InvoiceSovos Compliance Network vs PageroSovos Compliance Network vs XeroSovos Compliance Network vs QuickBooks OnlineSovos Compliance Network vs WaveZoho Books vs Zoho InvoiceZoho Books vs PageroZoho Books vs XeroZoho Books vs QuickBooks OnlineZoho Books vs WaveZoho Invoice vs PageroZoho Invoice vs XeroZoho Invoice vs QuickBooks OnlineZoho Invoice vs WavePagero vs XeroPagero vs QuickBooks OnlinePagero vs WaveXero vs QuickBooks OnlineXero vs WaveQuickBooks Online vs Wave
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 →
01020304050607080910111213141516Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Avalara E-Invoicing22%
Avalara E-Invoicing22%02Sovos Compliance Network7%
Sovos Compliance Network7%03Zoho Books7%
Zoho Books7%04Zoho Invoice7%
Zoho Invoice7%05Pagero4%
Pagero4%06Xero2%
Xero2%07QuickBooks Online2%
QuickBooks Online2%08Wave2%
Wave2%09Basware0%
Basware0%10Fonoa0%
Fonoa0%11Comarch0%
Comarch0%12Tradeshift0%
Tradeshift0%13FreshBooks0%
FreshBooks0%14Vertex0%
Vertex0%15SAP Ariba0%
SAP Ariba0%16Coupa0%
Coupa0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.20, Mistral Small, DeepSeek V4 Flash, 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.
Sovos Compliance Network19%
6 of 31 labels negative · 6 of 14 models · 1 hard negative
“Considered the "worst review profile" among major compliance platforms per market research” DeepSeek V4 Flash, negative prompt
Wave55%
6 of 11 labels negative · 5 of 14 models · 1 hard negative
“Platforms to Avoid or Be Cautious About: 1. Wave and Zoho Invoice (for use in France as of early 2026): ... not PDP compliant” Mistral Small, negative prompt
Avalara E-Invoicing14%
6 of 44 labels negative · 5 of 14 models
“Sovos and Avalara without rigorous due diligence. They are established providers, but enterprise evaluations flag concerns” Perplexity Sonar, negative prompt
Invoiced100%
4 of 4 labels negative · 4 of 14 models · 2 hard negative
“deteriorating customer service, unclear pricing structures, and instances of accounts being cancelled without prior warning” Qwen 3.7 Flash, negative prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
73 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. 765 links across 245 sites, every framing counted. Ranked by the number of answers carrying the site or page. 32 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.
26 answers · 26 citations · 9 models
vendor site · Avalara20 answers · 31 citations · 10 models
20 answers · 20 citations · 10 models
vendor site · G218 answers · 28 citations · 10 models
18 answers · 19 citations · 8 models
vendor site · Sourceforge17 answers · 20 citations · 11 models
vendor site · TrueCommerce13 answers · 15 citations · 10 models
vendor site · Holded13 answers · 13 citations · 9 models
12 answers · 18 citations · 10 models
12 answers · 12 citations · 8 models
vendor site · B2Brouter9 answers · 12 citations · 7 models
vendor site · Commenda9 answers · 11 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.
20 answers · 10 models
18 answers · 8 models
16 answers · 8 models
13 answers · 9 models
12 answers · 8 models
10 answers · 9 models
9 answers · 8 models
9 answers · 9 models
9 answers · 7 models
9 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 22%, Avalara VAT Reporting 2%, Avalara VAT Returns and Reporting / Managed VAT Reporting 2% | 26% | 120 | 27,100 | 703 | 2,604,517 company | $21,470 | 108 | |
| Commenda commenda.io | 9% | 70 | 390 | 5 | 569,684 | $5,224 | 0 | |
| Sovos sovos.com Sovos Compliance Network 7% | 7% | 92 | 3,600 | 220 | 95,951 company | 93 | 4 | |
| Zoho zoho.com Zoho Books 7% | 7% | 367 | 27,100 | 268 | 1,216,894 company | $51,031 | 119 | |
| Zoho parent site Zoho Invoice 7% | 7% | 155 | 18,100 | 238 | ||||
| Sphere getsphere.com | 6% | 28 | ||||||
| Pagero thomsonreuters.com | 4% | 72 | 480 | 19 | 3,055,379 | $313 | 120 | |
| Swipe getswipe.in | 4% | 18 | ||||||
| B2Brouter b2brouter.net | 4% | 12 | ||||||
| Xero xero.com | 2% | 729 | 90,500 | 4,610 | 1,200,289 | $500 | 119 |
Google's top ten for the three searches hold 23 sites; 1 of them are among the sites the models cited here (truecommerce.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 4.5Mindsprint SprintAPCommendaChangedno first choiceInvoice Ninja, Wave, Zoho Invoiceno first choicenothing named
Three alternatives
APSentra, Avalara E-Invoicing, TipaltiFive alternatives
Anrok, Avalara E-Invoicing, GoodVat, Sovos Compliance Network, TaxuallyTwo alternatives
Doxis SpendControl, XeroGPT-5.4 miniSovos Compliance NetworkAvalara E-InvoicingChangedagainst: Vertexno first choiceComarch E-Invoicing Cloudagainst: Avalara E-Invoicingno first choiceagainst: eProcessing Network
Two alternatives
Avalara E-Invoicing, BaswareTwo alternatives
Sovos Compliance Network, Thomson Reuters ONESOURCESeven alternatives
BILL, Basware, Coupa, Medius, SAP Ariba, Serrala, TipaltiOne alternative
ComplyanceGemini 3.5 FlashPageroAvalara E-InvoicingChangedPagero, Sovos Compliance NetworkB2Brouteragainst: Avalara E-Invoicing, Sovos Compliance Networkno first choiceagainst: Invoice Simple
Four alternatives
Avalara E-Invoicing, Basware, EDICOM, Sovos Compliance NetworkFour alternatives
Anrok, Fonoa, Sovos Compliance Network, VertexTen alternatives
Basware, BillingPlatform, Coupa, FreshBooks, QuickBooks Online, SAP Business Network, Stripe Billing, Stripe Invoicing, Xero, ZuoraNine alternatives
ERPNext, Invoicemonk, Odoo, QuickBooks Online, Sage, Storecove, Xero, Zoho Invoice, e-invoice.bePerplexity SonarAvalara E-InvoicingAvalara E-InvoicingHeldSovos Compliance Networkagainst: FreshBooks, QuickBooks Online, Square Invoices, Xero, Zoho InvoiceQuickBooks Online, Xeroagainst: Avalara E-Invoicingno first choiceagainst: Avalara E-Invoicing, SAP, Sage, Sovos Compliance Network
Four alternatives
Fonoa, Pagero, Qvalia, StorecoveFour alternatives
Commenda, Kintsugi, Sovos Compliance Network, VertexEight alternatives
Avalara E-Invoicing, Basware, Pagero, SAP Ariba, SEEBURGER, Storecove, TIE Kinetix, TradeshiftFive alternatives
B2Brouter, FacturaDirecta, Invoice Ninja, Swipe, Zoho BooksGrok 4.20Sovos Compliance Networkagainst: VertexSphereChangedSovos Compliance NetworkBabelwayagainst: Waveno first choiceagainst: Akaunting, AvidXchange, BILL, Coupa, Invoiced, PayPal Invoicing, QuickBooks Online, SAP Ariba, Sovos Compliance Network, VAT IT eezi, Wave
Six alternatives
Anrok, Avalara E-Invoicing, Fonoa, Pagero, SAP Ariba, TrueCommerceFour alternatives
Avalara E-Invoicing, Commenda, Fonoa, TaxuallyEight alternatives
Avalara E-Invoicing, Basware, Comarch, Esker, OpenText Trading Grid e-Invoicing, Pagero, SAP Ariba Invoice Management, TradeshiftFive alternatives
Invoice Ninja, Storecove, Swipe, Vyapar, Zoho BooksMistral SmallSovos Compliance NetworkCommendaChangedBasware, Medius, TipaltiSwipe, Zoho Booksno first choiceagainst: SAP Ariba, Stripe Invoicing, Wave, Zoho Invoice
Four alternatives
Avalara E-Invoicing, Comarch, Fonoa, TipaltiThree alternatives
Avalara E-Invoicing, Sphere, TaxuallySeven alternatives
Coupa, FastBill, SAP Ariba, Zoho Books, Zoho Invoice, Zycus, easybillThree alternatives
AutoCount, Vyapar, eeziDeepSeek V4 FlashAvalara E-Invoicingagainst: PageroCommendaChangedAvalara E-Invoicing, FonoaB2Brouterno first choiceagainst: Avalara E-Invoicing, GetMyInvoices, Invoiced, Moon Invoice, Simpro, Sovos Compliance Network
Three alternatives
Basware, Fonoa, Sovos Compliance NetworkTwo alternatives
Avalara E-Invoicing, Sovos Compliance NetworkFive alternatives
Basware, Comarch, Esker, OpenText Trading Grid e-Invoicing, SAP Ariba Invoice ManagementFour alternatives
Mollie Invoicing, Swipe, Zoho Books, eConnect Invoice PortalLlama 4 MaverickVAT IT eeziAvalara E-Invoicing, Sovos Compliance Network, SphereChangedno first choiceSwipeno first choiceagainst: Basware, OpenText E-Invoice Management, Pagero, SAP Ariba, Sovos Compliance Network, Tungsten Network
Two alternatives
Avalara E-Invoicing, TradeshiftThree alternatives
Vyapar, Zoho Books, myBillBookQwen 3.7 FlashSovos ComplianceSphereChangedBILL, Dovetailagainst: AvidXchangeZoho Invoiceagainst: QuickBooks Online, Xerono first choiceagainst: Basware, Coupa, FreshBooks, Invoiced, Sovos Compliance Network, Wave
Four alternatives
Avalara E-Invoicing, Tipalti, Tradeshift, TrueCommerceFour alternatives
Avalara E-Invoicing, Kintsugi, Sovos Compliance Network, VertexEight alternatives
Avalara E-Invoicing, Fenergo, FreshBooks, HighRadius, QuickBooks Online, Tradeshift, Xero, Zoho BooksEight alternatives
ClearTax, Invoice Ninja, JuanTax, Jurnal.id / KasOff, KAPPI, MyPembuka, N3 AI Cloud Accounting, WaveKimi K2Avalara E-Invoicing, PageroAnrokChangedagainst: Avalara E-InvoicingAvalara E-Invoicing, ComarchZoho Invoiceagainst: Waveno first choiceagainst: SAP Document Complianceagainst: Akaunting, BigTime, Fakturownia, Invoice Simple, Invoiced
Two alternatives
Medius, VAT IT eeziFour alternatives
Commenda, Kintsugi, Paddle, TaxuallySix alternatives
Basware, Coupa, FreshBooks, QuickBooks Online, SAP Ariba, ZycusThree alternatives
Invoice Ninja, Swipe, Zoho BooksGLM 4.7 FlashXAvalara E-Invoicing, EDICOM Global e-Invoicing PlatformAvalara E-Invoicing, CommendaChangedFonoaZoho Booksagainst: Waveno first choicenothing named
Three alternatives
Serrala AI-Driven E-Invoicing, Vertex, ecosio Integration HubOne alternative
SphereSixteen alternatives
Avalara E-Invoicing, B2Brouter, Basware, Billin, Comarch, FacturaDirecta, Factusol, FreshBooks, Holded, OpenText Trading Grid e-Invoicing, QuickBooks Online, SERES, Tradeshift, Wave, Xero, Zoho InvoiceSix alternatives
Billdu, Holded, InvoiceSimple, SERES, Swipe, VyaparMiniMax M2.5Avalara E-Invoicing, ComplyanceAvalara E-Invoicing, CommendaChangedno first choiceZoho Booksno first choicenothing named
Two alternatives
Medius, PageroThree alternatives
Sphere, Taxually, VertexTwelve alternatives
Avalara E-Invoicing, B2Brouter, BillingEngine, Comarch, Coupa, FreshBooks, QuickBooks Online, SAP Ariba, Storecove, Xero, Zoho Books, easybillThree alternatives
FreshBooks, Holded, WaveGPT-6 LunaAvalara E‑Invoicing & Live ReportingAvalara VAT ReportingChangedno first choiceQvalia Connect Smallno first choicenothing named
Three alternatives
Pagero, SAP Document & Reporting Compliance, Sovos Compliance NetworkTwo alternatives
Sovos Compliance Network, TaxuallySeven alternatives
Avalara E-Invoicing, Basware, Comarch, EDICOM, Pagero, SAP Document & Reporting Compliance, Sovos Compliance NetworkMuse Glimmer 30BAvalara E-InvoicingAvalara VAT Returns and Reporting / Managed VAT ReportingChangedFonoaZoho Books, Zoho Invoiceno first choiceagainst: Coupa, GetMyInvoices, Invoicely, Moneybird, Moon Invoice
Six alternatives
Basware, Pagero, Sovos Compliance Network, Tradeshift, VAT IT eezi, eeziFour alternatives
Sovos Compliance Network, Taxwire, Vertex, Vertex O SeriesEleven alternatives
Avalara E-Invoicing, Basware, ClearTax, Comarch, Coupa, Esker, OpenText Trading Grid e-Invoicing, SAP Ariba, Sovos Compliance Network, Thomson Reuters ONESOURCE, TradeshiftThree alternatives
Holded, Swipe, VyaparBold 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.
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 | 2026-11-01 12:02 | yes | 14 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:14 | no | 0 | 18 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:45 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:20 | yes | 13 | 29 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:31 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:42 | yes | 22 | 30 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:46 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:58 | yes | 5 | 24 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:02 | yes | 19 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:31 | yes | 22 | 37 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:45 | yes | 9 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:18 | yes | 4 | 16 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:47 | yes | 12 | 18 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:16 | yes | 9 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:18 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:04 | no | 0 | 16 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 5 | 23 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:51 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:40 | yes | 22 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:31 | yes | 5 | 20 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:17 | yes | 14 | 75 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:22 | yes | 7 | 20 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:47 | yes | 5 | 22 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:48 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:55 | yes | 21 | 28 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:07 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:45 | yes | 6 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:42 | yes | 11 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 12:59 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 9 | 31 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:07 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:45 | yes | 24 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:18 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:24 | yes | 20 | 29 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:31 | yes | 9 | 81 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:52 | yes | 12 | 65 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:39 | yes | 9 | 28 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:51 | yes | 11 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:30 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:33 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:14 | yes | 11 | 23 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:05 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 10 | 28 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:28 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:54 | yes | 22 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:38 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:10 | yes | 5 | 39 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:19 | yes | 9 | 17 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:15 | yes | 13 | 43 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:15 | yes | 9 | 34 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 1 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:35 | yes | 10 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:41 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:10 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:08 | no | 0 | 17 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:49 | yes | 10 | 8 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 8 | 32 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:21 | no | 0 | 10 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:04 | yes | 24 | 56 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:00 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:01 | no | 0 | 42 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:31 | yes | 15 | 33 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 08:39 | no | 0 | 21 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:59 | yes | 3 | 14 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:22 | yes | 13 | 28 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:52 | yes | 18 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:46 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:53 | yes | 11 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:58 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:25 | yes | 10 | 34 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:19 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:24 | yes | 25 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:30 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:23 | yes | 10 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:02 | yes | 25 | 44 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:46 | yes | 15 | 105 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | no | 0 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:20 | yes | 1 | 11 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:51 | yes | 24 | 36 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 Reporting) read as Avalara E-Invoicing
Avalara (by Intuit) read as Avalara E-Invoicing
Avalara E-Invoicing and Live Reporting read as Avalara E-Invoicing
Bill.com read as BILL
ONESOURCE read as Thomson Reuters ONESOURCE
OpenText read as OpenText Trading Grid e-Invoicing
OpenText (Trading Grid) read as OpenText Trading Grid e-Invoicing
OpenText Trading Grid read as OpenText Trading Grid e-Invoicing
QuickBooks read as QuickBooks Online
SAP Document and Reporting Compliance read as SAP Document & Reporting Compliance
Sovos read as Sovos Compliance Network
Square read as Square Invoices
Thomson Reuters read as Thomson Reuters ONESOURCE
Tungsten read as Tungsten Network
VAT IT read as VAT IT eezi
VAT IT (eezi) read as VAT IT eezi
Unresolved, counted raw
AutoCount
Avalara E‑Invoicing & Live Reporting (ELR)
Avalara VAT Reporting
Babelway
Ceres Invoicing
ClearOne
Comarch E-Invoicing Cloud
Corplay
DBNAlliance
Dovetail
FastBill
GetInsights
Henrri
ISPnext
Invoice 360
InvoiceNinja
InvoiceSimple
Jurnal.id / KasOff
KAPPI
KSeF
Kasivo
Keap
Mollie Invoicing
Moneybird
MyInvoice
MyPembuka
OpenText E-Invoice Management
SAP Document Compliance
SDI
SEEBURGER
Serrala AI-Driven E-Invoicing
Sovos Compliance
TIE Kinetix
Taxback International
Vyapar App
eConnect Invoice Portal
eProcessing Network
ecosio Integration Hub (by Vertex)
Discontinued, still offered
No shut-down product was recommended here.