Index › Finance › Tax and compliance › Global e-invoicing compl › Enterprise · November 2026 Edition
Global e-invoicing compliance for enterprise buyers
Asked as “e-invoicing compliance platform”, and as “VAT compliance software”, on behalf of an enterprise B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
26%
Contested · Sovos Compliance Network 18%
26Avalara E-Invoicing18Sovos Compliance Network16Pagero40others
26% of first choices, contested.
Since October 2026↗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.Avalara E-Invoicing leads at 26%, replacing Sovos Compliance Network, which led at 25% and stands at 18% now: 8 points clear, inside the floor, so the swap reads as unsettled.
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.Standing →EnterpriseAvalara 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.This page
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.Standing →EnterpriseAvalara 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.This pageThe standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Avalara E-Invoicing26%0%53accepted challenger▲+4Since October 2026: 22% → 26%, +4 points. Inside the 10-point floor: within noise.22% → 26%
Avalara E-Invoicing26%0%53accepted challenger▲+4Since October 2026: 22% → 26%, +4 points. Inside the 10-point floor: within noise.22% → 26%02
Sovos Compliance Network18%17%48accepted challenger▼−7Since October 2026: 25% → 18%, −7 points. Inside the 10-point floor: within noise.25% → 18%
Sovos Compliance Network18%17%48accepted challenger▼−7Since October 2026: 25% → 18%, −7 points. Inside the 10-point floor: within noise.25% → 18%03
Pagero16%12%34accepted challenger▼−2Since October 2026: 18% → 16%, −2 points. Inside the 10-point floor: within noise.18% → 16%
Pagero16%12%34accepted challenger▼−2Since October 2026: 18% → 16%, −2 points. Inside the 10-point floor: within noise.18% → 16%04
Vertex12%0%16accepted challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 10-point floor: within noise.15% → 12%
Vertex12%0%16accepted challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 10-point floor: within noise.15% → 12%05
Basware4%13%39accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%
Basware4%13%39accepted challenger=heldSince October 2026: 4% → 4%, ±0 points. Inside the 10-point floor: within noise.4% → 4%06VAT IT eezi4%0%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
07
Thomson Reuters ONESOURCE2%12%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Thomson Reuters ONESOURCE2%12%17accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%08
Tradeshift2%32%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Tradeshift2%32%19criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%Show the six products at 0%, ordered by negative rate
13
SAP Ariba0%35%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
SAP Ariba0%35%17criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%14
Tipalti0%20%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
Tipalti0%20%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%09
Coupa0%11%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Coupa0%11%19accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Comarch0%8%13accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
Comarch0%8%13accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%10OpenText Trading Grid e-Invoicing0%0%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
12
SAP Document & Reporting Compliance0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
SAP Document & Reporting Compliance0%0%10accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.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 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.
For buyers
Head to head
Avalara E-Invoicing vs Sovos Compliance NetworkAvalara E-Invoicing vs Zoho BooksAvalara E-Invoicing vs Zoho Invoice
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.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 →
0102030405V06
070809O10
11121314Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Avalara E-Invoicing26%
Avalara E-Invoicing26%02Sovos Compliance Network18%
Sovos Compliance Network18%03Pagero16%
Pagero16%04Vertex12%
Vertex12%05Basware4%
Basware4%06VAT IT eezi4%
07Thomson Reuters ONESOURCE2%
Thomson Reuters ONESOURCE2%08Tradeshift2%
Tradeshift2%09Coupa0%
Coupa0%10OpenText Trading Grid e-Invoicing0%
11Comarch0%
Comarch0%12SAP Document & Reporting Compliance0%
SAP Document & Reporting Compliance0%13SAP Ariba0%
SAP Ariba0%14Tipalti0%
Tipalti0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, 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 Network17%
8 of 48 labels negative · 6 of 14 models · 2 hard negative
“Some enterprise models explicitly warn against using Sovos unless absolutely necessary, citing support and scalability problems.” Mistral Small, negative prompt
Tradeshift32%
6 of 19 labels negative · 6 of 14 models
“Be wary of vendors like Tradeshift in recent years, which has faced significant challenges with profitability and scale relative to its valuation.” Qwen 3.7 Flash, negative prompt
Basware13%
5 of 39 labels negative · 5 of 14 models · 1 hard negative
“Avoid enterprise giants like Basware or Trullion, as they often have high minimums.” Muse Glimmer 30B, negative prompt
SAP Ariba35%
6 of 17 labels negative · 5 of 14 models
“it is only recommended if your organization is already heavily invested in the SAP ecosystem. For non-SAP-centric enterprises, it may not be the best fit” Mistral Small, 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
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. 965 links across 258 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.
vendor site · Avalara33 answers · 55 citations · 13 models
23 answers · 26 citations · 9 models
vendor site · Sovos22 answers · 39 citations · 9 models
vendor site · G222 answers · 33 citations · 12 models
20 answers · 23 citations · 10 models
vendor site · Comarch20 answers · 20 citations · 12 models
publisher (Gane)17 answers · 23 citations · 10 models
16 answers · 17 citations · 8 models
15 answers · 24 citations · 10 models
15 answers · 15 citations · 7 models
vendor site · Thomson Reuters14 answers · 19 citations · 8 models
vendor site · TrueCommerce14 answers · 15 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
19 answers · 8 models
16 answers · 11 models
15 answers · 10 models
15 answers · 7 models
14 answers · 7 models
13 answers · 11 models
13 answers · 8 models
13 answers · 9 models
11 answers · 7 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 26%, Avalara VAT Returns and Reporting 2% | 28% | 120 | 27,100 | 703 | 2,604,517 company | $21,470 | 108 | |
| Sovos sovos.com Sovos Compliance Network 18% | 18% | 92 | 3,600 | 220 | 95,951 company | 93 | 4 | |
| Pagero thomsonreuters.com Pagero 16%, Thomson Reuters ONESOURCE 2% | 18% | 72 | 590 | 5 | 3,055,379 | $313 | 120 | |
| Vertex vertexinc.com Vertex 12%, Vertex VAT Compliance 5% | 18% | 190 | 110,000 | 13,807 | 32,080 | $3,975 | 69 | |
| Basware basware.com | 4% | 190 | 2,400 | 43 | 5,271 | 34 | ||
| VAT IT eezi vatit.com | 4% | 20 | 6 | |||||
| Tradeshift tradeshift.com | 2% | 38 | 1,300 | 9 | 2,240 | |||
| TrueCommerce truecommerce.com | 2% | 11 | 18,077 | $284 | 28 | 5 | ||
| SAP Business Network sap.com SAP Business Network 2%, SAP Document & Reporting Compliance 0% | 2% | 13 | 2,214,514 | $1,251 | 23 | |||
| VAT IT's eezi | 2% |
Google's top ten for the three searches hold 23 sites; 3 of them are among the sites the models cited here (comarch.com, sovos.com, 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 an enterprise B2B company?”Paraphrase“Which VAT compliance software would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade e-invoicing platforms and how do they differ?”Budget-constrained“What is the best e-invoicing compliance platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an e-invoicing compliance platform. What should we look at?”Negative“Which e-invoicing platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Sovos Compliance NetworkVertexChangedEskerAvalara E-Invoicingno first choicenothing named
Four alternatives
Avalara E-Invoicing, OpenText Trading Grid e-Invoicing, Pagero, SAP AribaFour alternatives
Avalara E-Invoicing, Comply, Sovos Compliance Network, TaxuallySix alternatives
Basware, BlackLine, Comarch, Medius, Thomson Reuters ONESOURCE, VertexThree alternatives
Basware, Comarch, EDICOMGPT-5.4 miniSovos Compliance NetworkThomson Reuters ONESOURCEChangedBaswareagainst: CoupaPagerono first choiceagainst: Tungsten e-Invoice Network
One alternative
BaswareTwo alternatives
Avalara VAT Solutions / VAT Returns and Reporting, Vertex VAT ComplianceThree alternatives
Billtrust, OpenText Trading Grid e-Invoicing, SAP Business NetworkGemini 3.5 FlashPageroVertexChangedno first choicePagero, Sovos Compliance Networkno first choiceagainst: Airbase, BILL, FreshBooks, Microsoft Dynamics, MineralTree, Oracle, QuickBooks Online, Ramp, SAP, SAP Ariba Supplier Network, Tipalti, Wave, Xero, Zoho Books
Four alternatives
Avalara E-Invoicing, EDICOM, SAP Document & Reporting Compliance, Sovos Compliance NetworkFour alternatives
Avalara E-Invoicing, Fonoa, Sovos Compliance Network, Thomson Reuters ONESOURCESix alternatives
Basware, Coupa, Esker, SAP Ariba, Sovos Compliance Network, Thomson Reuters PageroTwo alternatives
EDICOM, SAP Document & Reporting CompliancePerplexity SonarPageroVertexChangedSovos Compliance NetworkAvalara E-Invoicingno first choiceagainst: BILL, QuickBooks Online, SAP, Xero
Two alternatives
OpenText Trading Grid e-Invoicing, Sovos Compliance NetworkThree alternatives
Avalara E-Invoicing, Sovos Compliance Network, Thomson Reuters ONESOURCEEight alternatives
Basware, Coupa, Medius, Pagero, SAP Ariba, Tipalti, Tradeshift, Tungsten NetworkOne alternative
ComarchGrok 4.20Sovos Compliance NetworkVertex O SeriesChangedBaswareAvalara E-Invoicingagainst: Basware, SAP Ariba, Sovos Compliance Network, Thomson Reuters ONESOURCEPagero, Sovos Compliance Networkagainst: Pagero, SAP Ariba, Sovos Compliance Network
Two alternatives
Pagero, Thomson Reuters ONESOURCEFour alternatives
Avalara E-Invoicing, SAP Document & Reporting Compliance, Sovos Compliance Network, Thomson Reuters ONESOURCEFive alternatives
Avalara E-Invoicing, Coupa, Pagero, SAP Ariba, Tungsten NetworkTwo alternatives
Comarch, VertexThree alternatives
Avalara E-Invoicing, Comarch, EDICOMMistral SmallTradeshift, TrueCommerceAvalara E-Invoicing, VertexChangedBaswareAvalara E-Invoicingno first choiceagainst: SAP Ariba, Sovos Compliance Network
Three alternatives
B Invoice, Comarch e-Invoicing System, VAT IT's eeziThree alternatives
Sovos Compliance Network, Thomson Reuters ONESOURCE, VAT IT eeziFive alternatives
Comarch, Coupa, Kolleno, SAP Ariba, TransalisTwo alternatives
Comarch, TrueCommerceDeepSeek V4 FlashSovos Compliance NetworkAvalara E-InvoicingChangedSovos Compliance NetworkAvalara E-Invoicingagainst: Sovos Compliance Networkno first choiceagainst: Basware, Coupa, FINTRA, Pagero, SAP Business Network, Tradeshift
Three alternatives
Basware, Pagero, SAP Document & Reporting ComplianceFour alternatives
SAP Document & Reporting Compliance, Sovos Compliance Network, Thomson Reuters ONESOURCE, VertexEight alternatives
Ariba, Avalara E-Invoicing, Basware, Comarch, Coupa, Pagero, SAP Business Network, TradeshiftTwo alternatives
Basware, ComarchLlama 4 MaverickB Invoice from Bee Aura Tech Corporation, Comarch e-Invoicing System, VAT IT's eeziAvalara VAT Returns and Reporting, Vertex VAT ComplianceChangedno first choiceVAT IT eezino first choiceagainst: SAP Ariba, Sovos Compliance Network
Qwen 3.7 FlashSovos Compliance NetworkVertexChangedBasware, Sovos Compliance NetworkAvalara E-InvoicingSovos Compliance Networkagainst: Billtrust, Esker, Tradeshift
Five alternatives
Axway eInvoicing, Basware, OpenText Trading Grid e-Invoicing, Pagero, SAP Business NetworkThree alternatives
Avalara E-Invoicing, Kintsugi, SAP Document & Reporting ComplianceSix alternatives
Avalara E-Invoicing, Coupa, OpenText Trading Grid e-Invoicing, Pagero, SAP Ariba, VAT IT eeziTwo alternatives
Basware, TransalisFour alternatives
Avalara E-Invoicing, Pagero, Tradeshift, VAT IT eeziKimi K2Avalara E-Invoicing, PageroSovos Compliance Network, VertexChangedBaswareagainst: Comarch, PageroAvalara E-Invoicingagainst: Hisab, InvoiceXpress, Odoo, PageroBaswareagainst: Invoice2go, SAP Ariba, Tradeshift
Three alternatives
Basware, SAP Ariba, TradeshiftTwo alternatives
Avalara E-Invoicing, Thomson Reuters ONESOURCEEight alternatives
Avalara E-Invoicing, Coupa, Esker, HighRadius, Medius, SAP Ariba, Sovos Compliance Network, TipaltiTwo alternatives
Basware, Sovos Compliance NetworkFive alternatives
Avalara E-Invoicing, Serrala, Sovos Compliance Network, Tradeshift, Tungsten NetworkGLM 4.7 FlashXPageroVertex VAT ComplianceChangedBaswareAvalara E-Invoicingagainst: Sovos Compliance Network, Thomson Reuters ONESOURCE, Tradeshift, TrueCommerceno first choiceagainst: Basware, Comarch EDI and e‑Invoicing, Fakturownia, Peppol, Ramp
Four alternatives
Basware, Sovos Compliance Network, Transalis, VertexThree alternatives
Avalara E-Invoicing, Sovos Compliance Network, Thomson Reuters ONESOURCESeven alternatives
Avalara E-Invoicing, HighRadius, OpenText Trading Grid e-Invoicing, SAP Ariba, Sovos Compliance Network, Tipalti, TradeshiftMiniMax M2.5BaswareAvalara E-InvoicingChangedno first choiceAvalara E-InvoicingSAP Business Networkagainst: Basware, OroCommerce / OroCRM, Tipalti, Tradeshiftnothing named
Two alternatives
Pagero, TrueCommerceTwo alternatives
VAT IT eezi, VertexSeven alternatives
Avalara E-Invoicing, Basware, Coupa, OpenText Trading Grid e-Invoicing, Pagero, SAP Ariba Invoice Management, TipaltiThree alternatives
Comarch, Tradeshift, TrueCommerceOne alternative
CoupaGPT-6 LunaPageroVertexChangedno first choiceAvalara E-Invoicingno first choicenothing named
Three alternatives
Avalara E-Invoicing, SAP Document & Reporting Compliance, Sovos Compliance NetworkTwo alternatives
Sovos Compliance Network, Thomson Reuters ONESOURCEEight alternatives
Avalara E-Invoicing, Basware, EDICOM, Esker, Pagero, SAP Document & Reporting Compliance, Sovos Compliance Network, VertexThree alternatives
Pagero, SAP Document & Reporting Compliance, Sovos Compliance NetworkMuse Glimmer 30BPagero, Sovos Compliance NetworkVAT IT eezi, Vertex VAT ComplianceChangedSovos Compliance Networkagainst: TradeshiftAvalara E-Invoicingagainst: Sovos Compliance Networkno first choiceagainst: Basware, Fakturownia, SAP Ariba, Sovos Compliance Network, Trullion
Seven alternatives
Avalara E-Invoicing, Axway eInvoicing, Basware, Medius, Mindsprint SprintAP, SAP Ariba, TrueCommerceThree alternatives
Avalara VAT Returns and Reporting / Managed VAT Reporting, Sovos Compliance Network, Thomson Reuters ONESOURCE Indirect Tax ComplianceThree alternatives
Basware, Pagero, SAP Ariba Invoice ManagementOne alternative
BaswareBold 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 12:58 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:38 | yes | 2 | 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 12:28 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:57 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:21 | yes | 5 | 28 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:32 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:03 | yes | 24 | 24 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:44 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:28 | yes | 10 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:42 | yes | 14 | 25 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:47 | yes | 15 | 15 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:46 | yes | 5 | 28 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:52 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:49 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | yes | 16 | 11 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:05 | yes | 3 | 4 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 12:54 | no | 0 | 15 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:35 | yes | 10 | 5 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:17 | yes | 5 | 25 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:13 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:46 | yes | 23 | 29 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:47 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:28 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:06 | yes | 20 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:01 | yes | 13 | 22 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:45 | yes | 5 | 32 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:03 | yes | 3 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:38 | yes | 14 | 27 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:21 | yes | 9 | 8 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:08 | yes | 6 | 9 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 10:26 | yes | 9 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 11:39 | yes | 10 | 7 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:06 | yes | 9 | 42 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:49 | yes | 15 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:26 | yes | 23 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 25 | 47 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:28 | yes | 19 | 64 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:53 | yes | 18 | 45 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:50 | yes | 20 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:45 | yes | 9 | 23 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:13 | yes | 24 | 41 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:09 | 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 08:59 | no | 0 | 16 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:56 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 10 | 34 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:50 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:30 | yes | 22 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:35 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:25 | yes | 15 | 81 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:32 | yes | 25 | 35 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:48 | yes | 22 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:26 | yes | 9 | 31 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:26 | yes | 2 | 14 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:18 | yes | 17 | 22 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:26 | yes | 19 | 11 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:08 | yes | 2 | 9 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 09:04 | no | 0 | 20 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:06 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 13 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:00 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:19 | yes | 23 | 53 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:15 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:17 | yes | 5 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:17 | yes | 24 | 82 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:27 | yes | 22 | 80 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:56 | yes | 10 | 50 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:28 | yes | 3 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:31 | yes | 15 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:15 | yes | 6 | 8 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 10:49 | yes | 12 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 6 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:14 | yes | 9 | 29 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:59 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:09 | yes | 22 | 40 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:14 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:40 | yes | 23 | 89 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:47 | yes | 22 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:45 | yes | 24 | 95 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:38 | yes | 5 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:47 | yes | 4 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:10 | yes | 25 | 34 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 (Avalara E-Invoicing & Live Reporting) read as Avalara E-Invoicing
Avalara E-Invoicing and Live Reporting read as Avalara E-Invoicing
Avalara E-Invoicing and Live Reporting (ELR) read as Avalara E-Invoicing
Avalara E‑Invoicing and Live Reporting read as Avalara E-Invoicing
Axway read as Axway eInvoicing
Bill.com read as BILL
ONESOURCE read as Thomson Reuters ONESOURCE
ONESOURCE (Thomson Reuters) read as Thomson Reuters ONESOURCE
OpenText read as OpenText Trading Grid e-Invoicing
OpenText Trading Grid read as OpenText Trading Grid e-Invoicing
QuickBooks read as QuickBooks Online
SAP Ariba / SAP Business Network read as SAP Business Network
SAP Document and Reporting Compliance read as SAP Document & Reporting Compliance
SAP Document and Reporting Compliance (DRC) read as SAP Document & Reporting Compliance
SAP Document and Reporting Compliance (SAP DRC) read as SAP Document & Reporting Compliance
Sovos read as Sovos Compliance Network
Sovos (Compliance Cloud) read as Sovos Compliance Network
Sovos (Sovos Compliance Cloud) read as Sovos Compliance Network
Sovos Compliance Cloud read as Sovos Compliance Network
Thomson Reuters read as Thomson Reuters ONESOURCE
Thomson Reuters (Pagero) read as Thomson Reuters ONESOURCE
Tungsten read as Tungsten Network
Tungsten Automation read as Tungsten Network
Tungsten Automation (formerly Tungsten Network) read as Tungsten Network
VAT IT read as VAT IT eezi
VAT IT (eezi) read as VAT IT eezi
VAT IT (platform "eezi") read as VAT IT eezi
Unresolved, counted raw
Avalara VAT Returns and Reporting
Avalara VAT Solutions / VAT Returns and Reporting
B Invoice from Bee Aura Tech Corporation
Comarch EDI and e‑Invoicing
FINTRA
Hisab
InvoiceXpress
OroCommerce / OroCRM
SAP Ariba Supplier Network
Thomson Reuters ONESOURCE Indirect Tax Compliance
Thomson Reuters Pagero
Tungsten e-Invoice Network
VAT IT's eezi
Discontinued, still offered
No shut-down product was recommended here.