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 › Small business · November 2026 Edition

Corporate tax provision for small business buyers

Asked as “corporate tax provision software”, and as “income tax compliance software”, on behalf of a small B2B company. 48 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
29%
Contested · Bloomberg Tax Provision 12%
29TaxAct Business12Bloomberg Tax Provision10TurboTax Business48others

29% of first choices, contested.

Since October 2026▲+1Since October 2026: 28% → 29%, +1 point. Inside the 10-point floor: within noise.TaxAct Business held the lead, +1 point on 28%, inside the 10-point floor.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01TaxAct Business29%11%37accepted challenger▲+1Since October 2026: 28% → 29%, +1 point. Inside the 10-point floor: within noise.28% → 29%
02Bloomberg Tax Provision12%29%38criticized challenger▼−3Since October 2026: 15% → 12%, −3 points. Inside the 10-point floor: within noise.15% → 12%
03TurboTax Business10%16%31accepted challenger▼−3Since October 2026: 13% → 10%, −3 points. Inside the 10-point floor: within noise.13% → 10%
04Avalara8%13%23accepted challenger▲+4Since October 2026: 4% → 8%, +4 points. Inside the 10-point floor: within noise.4% → 8%
05Longview Tax6%46%28criticized challenger▲+6Since October 2026: 0% → 6%, +6 points. Inside the 10-point floor: within noise.0% → 6%
06QuickBooks Online2%8%12accepted challenger▼−4Since October 2026: 6% → 2%, −4 points. Inside the 10-point floor: within noise.6% → 2%
07Exactera Tax Provision2%27%11criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
08FreeTaxUSA2%25%12criticized challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
Show the three products at 0%, ordered by negative rate
11CSC Corptax Accounting for Income Taxes0%81%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
10Thomson Reuters ONESOURCE Tax Provision0%59%41criticized challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 10-point floor: within noise.2% → 0%
09Xero0%0%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.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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
T03
04
05
06
07
08
09
10
C11
Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01TaxAct Business29%
02Bloomberg Tax Provision12%
03TurboTax Business10%
04Avalara8%
05Longview Tax6%
06QuickBooks Online2%
07Exactera Tax Provision2%
08FreeTaxUSA2%
09Xero0%
10Thomson Reuters ONESOURCE Tax Provision0%
11CSC Corptax Accounting for Income Taxes0%

What they warned about

Two 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, GLM 4.7 FlashX, MiniMax M2.5 and GPT-6 Luna changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Thomson Reuters ONESOURCE Tax Provision
59%
24 of 41 labels negative · 12 of 14 models · 7 hard negative
“Avoid Thomson Reuters ONESOURCE if... For tax return preparation (use UltraTax), small businesses, or if you don't have international tax complexity.” Muse Glimmer 30B, negative prompt
Longview Tax
46%
13 of 28 labels negative · 9 of 14 models · 5 hard negative
“Don’t Buy Enterprise Provision Software: Tools like Longview Tax, Onesource, or Trullion cost $10,000+/year.” Qwen 3.7 Flash, budget prompt
CSC Corptax Accounting for Income Taxes
81%
13 of 16 labels negative · 7 of 14 models · 5 hard negative
“Small businesses should generally avoid Enterprise-Level Tax Provision Software, e.g., Corptax (CSC)” MiniMax M2.5, negative prompt
Bloomberg Tax Provision
29%
11 of 38 labels negative · 7 of 14 models · 1 hard negative
“Bloomberg Tax Provision and Thomson Reuters ONESOURCE should be avoided unless the business has a large staff and a budget exceeding $25k–$50k/year” 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

75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 940 links across 223 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 · Capterra33 answers · 51 citations · 12 models
vendor site · Thomson Reuters28 answers · 35 citations · 11 models
vendor site · Bloomberg Tax26 answers · 54 citations · 9 models
26 answers · 38 citations · 10 models
vendor site · GetApp24 answers · 35 citations · 10 models
vendor site · Quicken23 answers · 23 citations · 12 models
publisher (Gane)22 answers · 25 citations · 9 models
16 answers · 16 citations · 10 models
16 answers · 16 citations · 7 models
vendor site · G214 answers · 17 citations · 9 models
14 answers · 14 citations · 9 models
13 answers · 14 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
TaxAct Business taxact.com29%431,900183,279,089$2799
Bloomberg Tax bloombergtax.com
Bloomberg Tax Provision 12%
12%99900189,229 company371
TurboTax Business10%8,100490
Avalara avalara.com
Avalara 8%, Avalara Select 2%
10%6827,1007032,604,517$21,470108
Longview longviewsystems.com
Longview Tax 6%
6%11550591,157 company
Taxfyle taxfyle.com4%211,90029149,54311
TaxJar taxjar.com4%1606,60063181,783$11955
QuickBooks quickbooks.ninja
QuickBooks Online 2%
2%6921,000,00054,681253 company
Taxprep2%
Exactera Tax Provision exactera.com2%1607250

Google's top ten for the three searches hold 15 sites; 2 of them are among the sites the models cited here (pro.bloombergtax.com, 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 small B2B company?”Paraphrase“Which income tax compliance software would you recommend to a small business that sells to other businesses?”Comparative“What are the top tax provision tools for a small team and how do they differ?”Budget-constrained“What is the best corporate tax provision software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a corporate tax provision software. What should we look at?”Negative“Which tax provision tools should a small business avoid or be cautious about?”
Claude Haiku 4.5H&R Block Premium & Business, TurboTax Business
One alternativeTaxAct Business
against: Bloomberg Tax Provision
no first choiceChangedno first choiceTaxAct Business
Two alternativesFreeTaxUSA, TaxSlayer
no first choicenothing named
GPT-5.4 miniBloomberg Tax Provision
One alternativeThomson Reuters ONESOURCE Tax Provision
Avalara SelectChanged
One alternativeTaxJar
Thomson Reuters ONESOURCE Tax Provision
Two alternativesBloomberg Tax Provision, Wolters Kluwer CCH provision products
against: Drake, MyTAXPrepOffice
CCH Axcess Taxagainst: Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provisionno first choiceagainst: Excel
Gemini 3.5 FlashBloomberg Tax Provision
Three alternativesCCH Axcess Tax, Intuit ProConnect Tax, Tax Series (Provision Module) by Tax Technologies, Inc.
against: CSC Corptax Accounting for Income Taxes, Thomson Reuters ONESOURCE Tax Provision
TurboTax BusinessChanged
Six alternativesH&R Block Premium & Business, Lettuce Financial, QuickBooks Online, Tax1099, TaxAct Business, Taxfyle
Bloomberg Tax Provision
Four alternativesCSC Corptax Accounting for Income Taxes, ChatFin, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Bloomberg Tax Provision
One alternativeChatFin
against: CSC Corptax Accounting for Income Taxes, Thomson Reuters ONESOURCE Tax Provision
Bloomberg Tax Provision
Two alternativesChatFin, Exactera Tax Provision
against: CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
against: Avalara, Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Longview Tax, TaxJar, Thomson Reuters ONESOURCE Tax Provision
Perplexity SonarLongview Tax
One alternativeBloomberg Tax Provision
against: CSC Corptax Accounting for Income Taxes, H&R Block Small Business, Oracle Tax Reporting, TaxAct Business, Thomson Reuters ONESOURCE Tax Provision, TurboTax Business
TaxAct BusinessChanged
Four alternativesFreeTaxUSA, H&R Block Small Business, TaxSlayer Self-Employed, TurboTax Business
Bloomberg Tax Provision
Two alternativesLongview Tax, Vertex Tax Provision
against: Avalara, CSC Corptax Accounting for Income Taxes, Sovos Tax Provision, Thomson Reuters ONESOURCE Tax Provision
TaxAct Businessagainst: CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provisionno first choicenothing named
Grok 4.20TaxAct Business
Two alternativesExactera Tax Provision, TurboTax Business
against: Bloomberg Tax Provision, FreeTaxUSA, Longview Tax, TaxSlayer, Thomson Reuters ONESOURCE Tax Provision
Avalara, TaxJarChanged
Four alternativesTaxAct Business, TaxCloud, TurboTax Self-Employed, Zoho Books
Bloomberg Tax Provision, ChatFin
Three alternativesLongview Tax, Thomson Reuters ONESOURCE Tax Provision, Vertex Tax Provision
against: CSC Corptax Accounting for Income Taxes, Oracle Tax Reporting, Wolters Kluwer
TaxAct Business
Four alternativesFreeTaxUSA, QuickBooks Online, TaxSlayer Self-Employed, Xero
against: Bloomberg Tax Provision, Exactera Tax Provision, Longview Tax
no first choice
Six alternativesCSC Corptax Accounting for Income Taxes, Checkpoint, Sovos Tax Provision, Thomson Reuters ONESOURCE Tax Provision, Vertex, Wolters Kluwer CCH Axcess
against: H&R Block Small Business, TurboTax Business
Mistral SmallTaxAct Business
Two alternativesAvalara, Taxfyle
Quicken Business & Personal, TurboTax BusinessChanged
Two alternativesAvalara, TaxAct Business
TaxAct Business
Four alternativesAvalara, Bloomberg Tax Provision, Taxfyle, TurboTax Business
against: QuickBooks Online
TaxJar, Taxfyle
Two alternativesLongview Tax, Xero
no first choiceagainst: CSC Corptax Accounting for Income Taxes, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision, Workiva Tax and Provision
DeepSeek V4 FlashTaxAct Business
Three alternativesAvalara, Bloomberg Tax Provision, TurboTax Business
TurboTax BusinessChanged
Four alternativesAvalara, QuickBooks Online Tax, TaxCloud, TaxJar
against: FreeTaxUSA
Exactera Tax Provision
Two alternativesBloomberg Tax Provision, NetSuite Tax Provision
against: Bloomberg Tax Provision, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
no first choice
Four alternativesAccounting Polka, CCH ProSystem fx, Tax Provision Templates, Thomson Reuters ONESOURCE Tax Provision
against: Bloomberg Tax Provision, Exactera Tax Provision, Longview Tax, TaxAct Business, Thomson Reuters ONESOURCE Tax Provision, TurboTax Business
Bloomberg Tax Provision, Longview Taxagainst: CSC Corptax Accounting for Income Taxes, Thomson Reuters ONESOURCE Tax Provisionagainst: Avalara, CSC Corptax Accounting for Income Taxes, Excel, Longview Tax, Thomson Reuters ONESOURCE Tax Provision, TurboTax Self-Employed, Vertex
Llama 4 MaverickTaxAct Business
Five alternativesAvalara, Bloomberg Tax Provision, TaxSlayer, Taxprep, TurboTax Business
AvalaraChanged
Four alternativesH&R Block Small Business, Quicken Business & Personal, TaxAct Business, TurboTax Business
no first choicehellotax
Two alternativesTaxJar, Thomson Reuters ONESOURCE Tax Provision
no first choicenothing named
Qwen 3.7 FlashTribridge
Five alternativesBaker Tilly, GlueTrust, Grant Thornton, Wipfli, Wolters Kluader
against: Oracle, SAP, TaxDome, Thomson Reuters ONESOURCE Tax Provision, TurboTax for Business
QuickBooks OnlineChanged
Three alternativesH&R Block Advisor, TurboTax Business, Xero
Taxfyle
Three alternativesAvalara AvaTax, Corstax, TaxAct Business
against: Intuit TurboTax Business, OneStream, Thomson Reuters ONESOURCE Tax Provision, Wolters Kluker
TaxAct Online, TurboTax Business
One alternativeH&R Block Online
against: FreeTaxUSA, Longview Tax, Thomson Reuters ONESOURCE Tax Provision, Trullion
no first choice
Two alternativesThomson Reuters ONESOURCE Tax Provision, Wolters Kluwer
against: Oracle, SAP
nothing named
Kimi K2TaxAct Business
Four alternativesBloomberg Tax Provision, Longview Tax, TaxDome, TurboTax Business
TaxAct BusinessHeld
Four alternativesAvalara, FreeTaxUSA, H&R Block Self-Employed, TurboTax Business
Exactera Tax Provision
Three alternativesBloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provision, Vertex O Series
against: TaxAct Business, TurboTax Business
Exactera Tax Provision
Two alternativesAccount Ability, TaxAct Business
against: Bloomberg Tax Provision, Longview Tax, Thomson Reuters ONESOURCE Tax Provision, Vertex
no first choicenothing named
GLM 4.7 FlashXLongview Tax
Two alternativesAvalara, TaxAct Business
against: Oracle Hyperion, Thomson Reuters ONESOURCE Tax Provision
AvalaraChanged
Four alternativesEXEMPTAX, QuickBooks Online, Stripe Tax, TurboTax Business
Bloomberg Tax Provision
Two alternativesLongview Tax, Thomson Reuters ONESOURCE Tax Provision
TaxAct Business
Four alternativesAccount Ability, TaxJar, Taxprep, TurboTax Business
no first choiceagainst: CSC Corptax Accounting for Income Taxes
MiniMax M2.5Taxfyle
Four alternativesAvalara, Longview Tax, Taxprep, TurboTax Business
AvalaraChanged
Two alternativesQuickBooks Solopreneur, TaxAct Business
FloQast Tax Provision
Two alternativesBloomberg Tax Provision, Exactera Tax Provision
against: QuickBooks Tax Tools, TaxAct Business, Thomson Reuters ONESOURCE Tax Provision, TurboTax Business
FreeTaxUSA
Two alternativesTaxAct Business, TaxJar
no first choiceagainst: CSC Corptax Accounting for Income Taxes, Longview Tax, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision, Workiva Tax and Provision
GPT-6 LunaBloomberg Tax Provision
One alternativeThomson Reuters ONESOURCE Tax Provision
TaxAct BusinessChangedBloomberg Tax Provision, Tax Series, Taxstream ProVision
One alternativeThomson Reuters ONESOURCE Tax Provision
against: CSC Corptax AIT, Longview Tax, Oracle Tax Reporting
no first choice
One alternativeTax Technologies’ Tax Series
against: Thomson Reuters ONESOURCE Tax Provision
no first choicenothing named
Muse Glimmer 30BTaxAct Business
Two alternativesLongview Tax, Taxprep
against: Bloomberg Tax Provision
TaxAct BusinessHeld
Two alternativesBloomberg Tax Provision, TurboTax Business
Longview Tax, Thomson Reuters ONESOURCE Tax Provision
Two alternativesVertex Tax Accounting, Vertex Tax Provision
Account Ability, Taxprep
Three alternativesFreeTaxUSA, TaxAct Business, TaxSlayer Self-Employed
against: Bloomberg Tax Provision, Exactera Tax Provision, Longview Tax, Thomson Reuters ONESOURCE Tax Provision
no first choiceagainst: Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax 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 12:28yes168 s
Direct recommendationGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:58yes35 s
Direct recommendationGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 09:02yes1418 s
Direct recommendationPerplexity Sonarsonar2026-11-01 10:42yes104 s
Direct recommendationGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:16yes1537 s
Direct recommendationMistral Smallmistral/mistral-small via mistral2026-11-01 08:57yes55 s
Direct recommendationDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:58yes2324 s
Direct recommendationLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:20yes52 s
Direct recommendationQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 12:52no036 s
Direct recommendationKimi K2moonshotai/kimi-k2 via novita2026-11-01 08:57yes1529 s
Direct recommendationGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:33yes2552 s
Direct recommendationMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:57yes854 s
Direct recommendationGPT-6 Lunagpt-6-luna2026-11-01 12:11yes222 s
Direct recommendationMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 08:51yes1924 s
ParaphraseClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 11:46no04 s
ParaphraseGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:24yes35 s
ParaphraseGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:10yes1327 s
ParaphrasePerplexity Sonarsonar2026-11-01 09:43yes103 s
ParaphraseGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:08yes1034 s
ParaphraseMistral Smallmistral/mistral-small via mistral2026-11-01 08:47yes54 s
ParaphraseDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:58yes2530 s
ParaphraseLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:18yes53 s
ParaphraseQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 12:29yes534 s
ParaphraseKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:15yes1017 s
ParaphraseGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 08:58yes2534 s
ParaphraseMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 09:09yes532 s
ParaphraseGPT-6 Lunagpt-6-luna2026-11-01 12:20yes315 s
ParaphraseMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 11:25yes1217 s
ComparativeClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 08:44yes1810 s
ComparativeGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:25yes37 s
ComparativeGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 10:03yes925 s
ComparativePerplexity Sonarsonar2026-11-01 10:27yes106 s
ComparativeGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:25yes1333 s
ComparativeMistral Smallmistral/mistral-small via mistral2026-11-01 10:02yes57 s
ComparativeDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 09:45yes2337 s
ComparativeLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:06yes52 s
ComparativeQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 11:07yes25148 s
ComparativeKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:52yes1732 s
ComparativeGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 09:24yes2475 s
ComparativeMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 10:53yes23107 s
ComparativeGPT-6 Lunagpt-6-luna2026-11-01 10:02yes742 s
ComparativeMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:15yes2545 s
Budget constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 10:32yes107 s
Budget constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 11:36yes35 s
Budget constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 12:20yes1019 s
Budget constrainedPerplexity Sonarsonar2026-11-01 11:07yes103 s
Budget constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:10yes1534 s
Budget constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 11:49yes55 s
Budget constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 11:39yes2335 s
Budget constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:44yes52 s
Budget constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:36yes23128 s
Budget constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 08:44yes1543 s
Budget constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 12:19yes1440 s
Budget constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:32yes521 s
Budget constrainedGPT-6 Lunagpt-6-luna2026-11-01 08:47yes118 s
Budget constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:44yes2427 s
Scale constrainedClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 10:22no07 s
Scale constrainedGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 12:51no06 s
Scale constrainedGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:08yes822 s
Scale constrainedPerplexity Sonarsonar2026-11-01 12:53yes107 s
Scale constrainedGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:26yes528 s
Scale constrainedMistral Smallmistral/mistral-small via mistral2026-11-01 12:56no010 s
Scale constrainedDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 11:53yes2532 s
Scale constrainedLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 11:53yes53 s
Scale constrainedQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:04no032 s
Scale constrainedKimi K2moonshotai/kimi-k2 via novita2026-11-01 12:36yes1318 s
Scale constrainedGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:51yes1523 s
Scale constrainedMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 08:57no069 s
Scale constrainedGPT-6 Lunagpt-6-luna2026-11-01 10:11yes219 s
Scale constrainedMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 09:38yes1319 s
Negative framingClaude Haiku 4.5claude-haiku-4-5-202510012026-11-01 08:38yes2010 s
Negative framingGPT-5.4 minigpt-5.4-mini-2026-03-172026-11-01 09:22no04 s
Negative framingGemini 3.5 Flashgemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version)2026-11-01 11:16no020 s
Negative framingPerplexity Sonarsonar2026-11-01 09:40yes104 s
Negative framingGrok 4.20spacexai/grok-4.20-non-reasoning via xai2026-11-01 13:05yes1538 s
Negative framingMistral Smallmistral/mistral-small via mistral2026-11-01 09:02yes55 s
Negative framingDeepSeek V4 Flashdeepseek/deepseek-v4-flash via deepinfra2026-11-01 12:42yes2334 s
Negative framingLlama 4 Maverickmeta/llama-4-maverick via bedrock2026-11-01 10:56yes52 s
Negative framingQwen 3.7 Flashalibaba/qwen3.7-flash via alibaba2026-11-01 10:20yes1056 s
Negative framingKimi K2moonshotai/kimi-k2 via novita2026-11-01 09:34yes1849 s
Negative framingGLM 4.7 FlashXzai/glm-4.7-flashx via zai2026-11-01 10:14yes2485 s
Negative framingMiniMax M2.5minimax/minimax-m2.5 via minimax2026-11-01 12:09yes2360 s
Negative framingGPT-6 Lunagpt-6-luna2026-11-01 09:13yes629 s
Negative framingMuse Glimmer 30Bmeta/muse-glimmer-30b via togetherai2026-11-01 10:51yes2424 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 Tax read as Bloomberg Tax Provision
CSC Corptax 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 (Wolters Kluwer) read as CSC Corptax Accounting for Income Taxes
Exactera read as Exactera Tax Provision
Exactera (formerly CrossBorder Solutions) read as Exactera Tax Provision
H&R Block read as H&R Block Small Business
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 Provision) read as Thomson Reuters ONESOURCE Tax Provision
Thomson Reuters ONESOURCE read as Thomson Reuters ONESOURCE Tax Provision
Wolters Kluwer Corptax read as CSC Corptax Accounting for Income Taxes
Workiva read as Workiva Tax and Provision
Unresolved, counted raw
Accounting Polka
Aloha
Anàna (TaxJar)
Avalara Corporate Tax
Baker Tilly
CCH ProSystem fx
Corporate Tax Provision (by Thomson Reuters or Bloomberg Tax)
Corstax (by Insightsoftware)
FlyFin
GlueTrust (formerly Glue)
Grant Thornton
H&R Block Advisor
H&R Block Online
IRS-provided tools
Intuit ProConnect
Lettuce Financial
NetSuite Tax Provision
NetSuite Tax Provision Integrations
ProConnect
QuickBooks Tax Tools (Intuit)
RSM Advisory
Tax Planner Pro
Tax Provision Templates
Tax Series (Provision Module) by Tax Technologies, Inc.
Tax Series provision module
Tax Technologies’ Tax Series
TaxAct Online
TaxTools
TaxTreat
Taxstream ProVision
Tribridge (Tribridge Provision Platform)
TurboTax for Business
Vertex Enterprise Tax
Wipfli
Wolters Kluader (FOLIO Suite)
Wolters Kluker
Wolters Kluwer CCH provision products
Xerox / Accrualent
Discontinued, still offered
No shut-down product was recommended here.
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