November 2026 Edition · The permanent record of this edition. The unqualified address always carries the latest edition.
Index › Finance › Tax and compliance › Corporate tax provision · November 2026 Edition

Corporate tax provision

Asked as “corporate tax provision software”, and as “income tax compliance software”, on behalf of a mid-market B2B company. 59 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
19%
Contested · Thomson Reuters ONESOURCE Tax Provision 17%
19Bloomberg Tax Provision17Thomson Reuters ONESOURCE Tax Provision10Longview Tax54others

19% of first choices, contested.

Since October 2026↗new leaderNew leader since October 2026: Bloomberg Tax Provision (19%) replaces Thomson Reuters ONESOURCE Tax Provision (21% then, 17% now), 2 points clear, inside the 10-point floor.Bloomberg Tax Provision leads at 19%, replacing Thomson Reuters ONESOURCE Tax Provision, which led at 21% and stands at 17% now: 2 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.

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
01Bloomberg Tax Provision19%17%42accepted challenger=heldSince October 2026: 19% → 19%, ±0 points. Inside the 10-point floor: within noise.19% → 19%
02Thomson Reuters ONESOURCE Tax Provision17%30%53criticized challenger▼−4Since October 2026: 21% → 17%, −4 points. Inside the 10-point floor: within noise.21% → 17%
03Longview Tax10%16%45accepted challenger▲+6Since October 2026: 4% → 10%, +6 points. Inside the 10-point floor: within noise.4% → 10%
04Avalara5%21%19accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 10-point floor: within noise.0% → 5%
05OneStream Tax Provision2%0%11accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
06Sovos Tax Provision2%0%13accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
07CSC Corptax Accounting for Income Taxes2%32%28criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Show the four products at 0%, ordered by negative rate
11Workiva Tax and Provision0%23%13accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
09Oracle Tax Reporting0%21%14accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
10Vertex0%17%12accepted challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 10-point floor: within noise.4% → 0%
08TurboTax Business0%9%11accepted 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.
All twenty-one head-to-head pages: the top seven products, each against each

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 →
01
02
03
04
05
06
C07
T08
09
10
11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Bloomberg Tax Provision19%
02Thomson Reuters ONESOURCE Tax Provision17%
03Longview Tax10%
04Avalara5%
05OneStream Tax Provision2%
06Sovos Tax Provision2%
07CSC Corptax Accounting for Income Taxes2%
08TurboTax Business0%
09Oracle Tax Reporting0%
10Vertex0%
11Workiva Tax and Provision0%

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.
Thomson Reuters ONESOURCE Tax Provision
30%
16 of 53 labels negative · 10 of 14 models · 7 hard negative
“Avoid Enterprise Tools: ONESOURCE, Bloomberg, or Longview are top-rated for robust provision ... but have high licensing, implementation, and training costs” Grok 4.20, budget prompt
CSC Corptax Accounting for Income Taxes
32%
9 of 28 labels negative · 8 of 14 models · 5 hard negative
“Avoid as a first choice on a tight budget: ONESOURCE, CSC Corptax, and similar enterprise suites” Perplexity Sonar, budget prompt
Bloomberg Tax Provision
17%
7 of 42 labels negative · 7 of 14 models · 4 hard negative
“Avoid These If Budget-Constrained - Bloomberg Tax Provision — very powerful, but pricing is quote-only and typically $30K–$150K/year.” DeepSeek V4 Flash, budget prompt
Longview Tax
16%
7 of 45 labels negative · 6 of 14 models · 5 hard negative
“explicitly says to avoid or be cautious about Longview, ONESOURCE, Workiva, Oracle Tax Reporting, and Corptax” Muse Glimmer 30B, 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

74 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. 846 links across 168 sites, every framing counted. Ranked by the number of answers carrying the site or page. 85 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 · Thomson Reuters45 answers · 102 citations · 12 models
publisher (Gane)26 answers · 38 citations · 10 models
vendor site · GetApp25 answers · 47 citations · 11 models
vendor site · Bloomberg Tax24 answers · 51 citations · 10 models
vendor site · Capterra23 answers · 34 citations · 11 models
23 answers · 28 citations · 11 models
19 answers · 22 citations · 10 models
vendor site · Sourceforge19 answers · 21 citations · 12 models
14 answers · 16 citations · 9 models
11 answers · 17 citations · 6 models
11 answers · 15 citations · 9 models
11 answers · 11 citations · 8 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.

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 corporate tax provision software”, “corporate tax provision software”, “tax provision tools”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
Company and productsShareOwn site citedName searches, GoogleAI search demand, est.Organic visitsPaid search a month, est.Google ads, last 30 daysBest Google position
Thomson Reuters thomsonreuters.com
Thomson Reuters ONESOURCE Tax Provision 17%, Thomson Reuters ONESOURCE Income Tax 8%
25%1492003,055,379 company$3131202
Bloomberg Tax bloombergtax.com
Bloomberg Tax Provision 19%
19%99900189,229 company371
Longview longviewsystems.com
Longview Tax 10%
10%11550591,157 company
Taxfyle taxfyle.com7%211,90029149,54311
Avalara avalara.com5%6827,1007032,604,517$21,470108
TaxAct Business taxact.com5%431,900183,279,089$2799
TaxJar taxjar.com3%1606,60063181,783$11955
OneStream Tax Provision onestream.com2%2520032,233$361201
Sovos sovos.com
Sovos Tax Provision 2%
2%303,60022095,951 company93
Wolters Kluwer CCH Tagetik wolterskluwer.com
Wolters Kluwer CCH Tagetik Tax Provision 2%
2%112,373,906 company$15,481283

Google's top ten for the three searches hold 15 sites; 3 of them are among the sites the models cited here (pro.bloombergtax.com, sourceforge.net, tax.thomsonreuters.com). The first result for “best corporate tax provision software” is theaccessgroup.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
ModelDirect“What is the best corporate tax provision software for a mid-market B2B company?”Paraphrase“Which income tax compliance software would you recommend to a mid-sized B2B company?”Comparative“What are the top tax provision tools and how do they differ?”Budget-constrained“What is the best corporate tax provision software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a corporate tax provision software. What should we look at?”Negative“Which tax provision tools should I avoid or be cautious about?”
Claude Haiku 4.5Bloomberg Tax Provision, OneStream Tax Provision
Two alternativesCCH Axcess Tax from Wolters Kluwer, CSC Corptax AIT
Bloomberg Tax Provision, Intuit LacerteChanged
Four alternativesAvalara, Taxwire, Thomson Reuters ONESOURCE Tax Provision, Vertex O Series
Thomson Reuters ONESOURCE Tax Provision
One alternativeBloomberg Tax Provision
FreeTaxUSA, TaxSlayer
One alternativeTaxAct Business
no first choicenothing named
GPT-5.4 miniWolters Kluwer CCH Tagetik Tax Provision
Two alternativesLongview Tax, Thomson Reuters ONESOURCE Tax Provision
against: Vertex Tax Provision
Thomson Reuters ONESOURCE Income TaxChanged
One alternativeWolters Kluwer CCH Axcess™ Tax
Thomson Reuters ONESOURCE Tax Provision
Three alternativesBloomberg Tax Provision, CCH Tagetik Tax Provision & Reporting, Longview Tax
Longview Tax
One alternativeTaxFlow
against: Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision
no first choicenothing named
Gemini 3.5 FlashBloomberg Tax Provision
Five alternativesCSC Corptax Accounting for Income Taxes, OneStream Tax Provision, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision, Workiva Tax and Provision
CSC Corptax Accounting for Income Taxes, Thomson Reuters ONESOURCE Tax ProvisionChanged
Two alternativesThomson Reuters UltraTax CS / GoSystem Tax RS, Wolters Kluwer CCH Axcess™ Tax
against: Intuit Lacerte Tax
Thomson Reuters ONESOURCE Tax Provision
Four alternativesBloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Longview Tax, Oracle Tax Reporting
Bloomberg Tax Provision
Two alternativesCCH Integrator, Workiva Tax and Provision
against: CSC Corptax Accounting for Income Taxes, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision
Bloomberg Tax Provision
Two alternativesCSC Corptax Accounting for Income Taxes, Longview Tax
against: Thomson Reuters ONESOURCE Tax Provision
against: Microsoft Excel
Perplexity SonarBloomberg Tax Provision
Two alternativesLongview Tax, Thomson Reuters ONESOURCE Tax Provision
Thomson Reuters ONESOURCE Income TaxChanged
Three alternativesLongview Tax, Sovos Tax Provision, Vertex
against: TurboTax Business or TaxAct
CSC Corptax Accounting for Income Taxes, Thomson Reuters ONESOURCE Tax Provision
Four alternativesBloomberg Tax Provision, Longview Tax, OneStream Tax Provision, Oracle Tax Reporting
against: Avalara
Longview Tax
One alternativeOracle Tax Reporting
against: CSC Corptax Accounting for Income Taxes, Thomson Reuters ONESOURCE Tax Provision
no first choicenothing named
Grok 4.20Thomson Reuters ONESOURCE Tax Provision
Four alternativesBloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Exactera Tax Provision, Longview Tax
AvalaraChanged
Four alternativesADP SmartCompliance, Intuit Lacerte, Longview Tax, TurboTax Business
against: Thomson Reuters ONESOURCE Tax Provision, Vertex
Thomson Reuters ONESOURCE Tax Provision
Four alternativesBloomberg Tax Provision, Longview Tax, OneStream Tax Provision, Vertex Tax Accounting
against: Vena Solutions
TaxAct Business
Two alternativesAvalara, TurboTax Business
against: Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
no first choicenothing named
Mistral SmallBloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision
One alternativeTaxfyle
ADP SmartCompliance, Thomson Reuters ONESOURCE Tax ProvisionChanged
Two alternativesAvalara Platform, Intuit Lacerte
Thomson Reuters ONESOURCE Tax Provision
Three alternativesBloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Wolters Kluwer CCH Tagetik Tax Provision
TaxJar, hellotax
One alternativeUltraTax CS
against: TurboTax Business, Xero
no first choiceagainst: Excel, IRIS Elements, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
DeepSeek V4 FlashThomson Reuters ONESOURCE Tax Provision
Two alternativesBloomberg Tax Provision, Longview Tax
Thomson Reuters ONESOURCE Income TaxChanged
Three alternativesCSC Corptax Accounting for Income Taxes, Longview Tax, Vertex
against: Avalara
Thomson Reuters ONESOURCE Tax Provision
Six alternativesBloomberg Tax Provision, CCH Tagetik Tax Provision & Reporting, CSC Corptax Accounting for Income Taxes, Longview Tax, Vertex Corporate Tax, Vertex Tax Accounting
against: Avalara
Microsoft Excel with a Quality Template
Two alternativesExactera Tax Provision, NetSuite
against: Bloomberg Tax Provision, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
no first choiceagainst: CSC Corptax Accounting for Income Taxes, ChatGPT, Excel spreadsheets, Longview Tax, TaxJar, Thomson Reuters ONESOURCE Tax Provision
Llama 4 MaverickTaxfyle
Three alternativesAvalara, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Longview TaxChanged
Three alternativesAccount Ability, Intuit Lacerte, TurboTax Business
no first choiceTaxfyle
Three alternativesAvalara, Longview Tax, Taxprep
no first choiceagainst: Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Longview Tax, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision, Workiva Tax and Provision
Qwen 3.7 FlashBloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision
Two alternativesCSC Corptax Accounting for Income Taxes, Longview Tax
Longview TaxChanged
Two alternativesIntacct, Sovos Compliance
against: Avalara
no first choiceExactera Tax Provision
Four alternativesASC 740 Excel Template, Drake Tax, Taxfyle, TurboTax Business
against: Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision
no first choiceagainst: Excel, Thomson Reuters ONESOURCE Tax Provision
Kimi K2Bloomberg Tax Provision
Three alternativesCSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Bloomberg Tax Provision, Thomson Reuters ONESOURCE Income TaxChanged
Two alternativesAvalara, Longview Tax
Thomson Reuters ONESOURCE Tax Provision
Five alternativesBloomberg Tax Provision, Longview Tax, OneStream Tax Provision, Vertex Tax Accounting, Wolters Kluwer CCH Tagetik Tax Provision
TaxAct Business, Taxprep
Three alternativesAccount Ability, Avalara, Sovos Tax Provision
against: Bloomberg Tax Provision, Oracle Tax Cloud, Thomson Reuters ONESOURCE Tax Provision, Wolters Kluwer
Thomson Reuters ONESOURCE Tax Provision
Four alternativesBloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Longview Tax, Vertex
against: Excel
GLM 4.7 FlashXAvalara, Thomson Reuters ONESOURCE Tax Provision
Three alternativesBloomberg Tax Provision, Commenda, Longview Tax
Longview TaxChanged
Two alternativesAvalara, Thomson Reuters ONESOURCE Tax Provision
OneStream Tax Provision
Four alternativesAvalara, Taxfyle, Thomson Reuters ONESOURCE Tax Provision, Vertex Tax Accounting
TaxAct Business
Four alternativesAccountAbility, MyTAXPrepOffice, Taxprep, TurboTax Business
against: CSC Corptax Accounting for Income Taxes, Longview Tax, Onesource Income Tax
no first choiceagainst: Excel spreadsheets
MiniMax M2.5Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision
Two alternativesAccount Ability, Longview Tax
against: CSC Corptax Accounting for Income Taxes
AvalaraChanged
Four alternativesADP SmartCompliance, Intuit Lacerte, Longview Tax, TurboTax Business
Thomson Reuters ONESOURCE Tax Provision
Three alternativesBloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Workiva Tax and Provision
against: Vertex
TaxJar
Three alternativesTaxprep, Xero, hellotax
no first choicenothing named
GPT-6 LunaThomson Reuters ONESOURCE Tax Provision
Three alternativesCorptax AIT, Longview Tax, Tax Series
CSC Corptax ComplianceChanged
One alternativeThomson Reuters ONESOURCE Income Tax
no first choiceTaxProvision.net
One alternativeTax Technologies Tax Series Provision
no first choicenothing named
Muse Glimmer 30BTaxfyle
Four alternativesAvalara, Bloomberg Tax Provision, Longview Tax by insightsoftware, Thomson Reuters ONESOURCE Tax Provision
Longview Tax by insightsoftware, Thomson Reuters ONESOURCE Income TaxChangedThomson Reuters ONESOURCE Tax Provision
Six alternativesBloomberg Tax Provision, Insightsoftware Longview Tax Provision, Oracle Tax Reporting, Sovos Tax Provision, Vertex Tax Accounting, Wolters Kluwer CCH Tagetik Tax Provision
against: Workiva Tax and Provision
Sovos Tax Provision, Taxfyle
Three alternativesTaxAct Business, Taxprep, TurboTax Business
against: Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Longview Tax from insightsoftware, Thomson Reuters ONESOURCE Tax Provision
no first choiceagainst: CSC Corptax Accounting for Income Taxes, Longview Tax, Oracle Tax Reporting, TaxJar, Thomson Reuters ONESOURCE Tax Provision, Workiva Tax and Provision
Bold 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.
PromptModelVersion stringTime (UTC)SearchedSourcesLatency
Direct recommendationClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:11yes169 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:59no03 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:00yes1020 s
Direct recommendationPerplexity Sonarsonar2026-11-01 12:55yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:13yes1433 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 09:29yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:42yes2455 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:01yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:54yes526 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:47yes2057 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:46yes24126 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:24yes833 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 11:35yes418 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 11:52yes1222 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:20yes99 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:41yes25 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:04yes1122 s
ParaphrasePerplexity Sonarsonar2026-11-01 10:40yes104 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:14yes532 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 09:26yes87 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 08:44yes2426 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 08:51yes52 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 09:34yes518 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:09yes1455 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:54yes2525 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:59yes525 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 11:56yes217 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:08yes2429 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:38yes108 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:24yes69 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:42yes1220 s
ComparativePerplexity Sonarsonar2026-11-01 10:45yes107 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:30yes1038 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 12:55yes1528 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:56yes2436 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 12:52yes53 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:45yes531 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:34yes1729 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:00yes2074 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:04yes2457 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 12:58yes724 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:49yes1430 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 10:30yes188 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:22yes45 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:59yes1023 s
Budget constrainedPerplexity Sonarsonar2026-11-01 11:57yes104 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:09yes1332 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 10:17yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:51yes2125 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:38yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 08:43yes1385 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:49yes1020 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:59yes21113 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 11:39yes1456 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 10:50yes217 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 11:31yes1517 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 09:44no06 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 10:26no06 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:15no018 s
Scale constrainedPerplexity Sonarsonar2026-11-01 12:57yes108 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:07yes528 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 11:05no09 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 10:05yes2130 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:42yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:39no028 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:04yes1942 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 11:19yes2156 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:07yes523 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 10:26yes215 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:52no01 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 12:21no02 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 10:56no03 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:32no018 s
Negative framingPerplexity Sonarsonar2026-11-01 11:15yes104 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:17yes532 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 12:25yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:53yes2541 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 09:53yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:09yes528 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 11:42yes1239 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:49yes917 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 10:28yes14174 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 10:38yes212 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:39yes2029 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
Bloomberg read as Bloomberg Tax Provision
Bloomberg Tax read as Bloomberg Tax Provision
CCH Tagetik read as Wolters Kluwer CCH Tagetik Tax Provision
CCH Tagetik (Wolters Kluwer) read as Wolters Kluwer CCH Tagetik Tax Provision
CCH Tagetik Tax Provision read as Wolters Kluwer CCH Tagetik Tax Provision
CCH Tagetik Tax Provision (Wolters Kluwer) read as Wolters Kluwer CCH Tagetik Tax Provision
CSC Corptax read as CSC Corptax Accounting for Income Taxes
CSC Corptax (Corptax Provision) read as CSC Corptax Accounting for Income Taxes
CSC Corptax Provision read as CSC Corptax Accounting for Income Taxes
CorpTax read as CSC Corptax Accounting for Income Taxes
Corptax read as CSC Corptax Accounting for Income Taxes
Corptax (CSC) read as CSC Corptax Accounting for Income Taxes
Exactera read as Exactera Tax Provision
Exactera (by Ryan) read as Exactera Tax Provision
H&R Block read as H&R Block Small Business
Insightsoftware (Longview Tax) read as Longview Tax
Longview read as Longview Tax
ONESOURCE read as Thomson Reuters ONESOURCE Tax Provision
OneSource read as Thomson Reuters ONESOURCE Tax Provision
Oracle Cloud EPM Tax Reporting read as Oracle Tax Reporting
QuickBooks read as QuickBooks Online
Sovos read as Sovos Tax Provision
Thomson Reuters read as Thomson Reuters ONESOURCE Tax Provision
Thomson Reuters ONESOURCE read as Thomson Reuters ONESOURCE Tax Provision
Thomson Reuters ONESOURCE (Direct Tax & Provision) read as Thomson Reuters ONESOURCE Tax Provision
Wolters Kluwer / CCH Tagetik read as Wolters Kluwer CCH Tagetik Tax Provision
Wolters Kluwer CCH Tagetik read as Wolters Kluwer CCH Tagetik Tax Provision
Workiva read as Workiva Tax and Provision
Workiva (Tax Provision & Financial Reporting) read as Workiva Tax and Provision
Workiva Tax Provision read as Workiva Tax and Provision
insightsoftware read as Longview Tax
insightsoftware (Longview Tax) read as Longview Tax
insightsoftware (Tax Technology) read as Longview Tax
Unresolved, counted raw
ASC 740 Excel Template
ATX ProSystem fx Tax
AccountAbility
Avalara Platform
CCH Axcess Tax from Wolters Kluwer
CSC Corptax Compliance
Corptax AIT
IRIS Elements
IRS Free File
Intuit Lacerte Tax
Longview Tax by insightsoftware
Longview Tax from insightsoftware
Microsoft Excel with a Quality Template
OneStream Tax Provision Module
Oracle Tax Cloud
SAP Tax Management
Sovos Compliance
TRT
Tax Technologies Tax Series
TaxFlow
TaxWise (Expert AI)
Thomson Reuters UltraTax CS / GoSystem Tax RS
TurboTax Business or TaxAct
Vertex Cloud
Discontinued, still offered
No shut-down product was recommended here.
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