Index › Finance › Tax and compliance › Corporate tax provision › Small business · September 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. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
13%
Contested · TurboTax Business 12%
13Bloomberg Tax Provision12TurboTax Business08Exactera Tax Provision67others
13% of first choices, contested.
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 twelve models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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
Thomson Reuters ONESOURCE Tax Provision vs Bloomberg Tax ProvisionThomson Reuters ONESOURCE Tax Provision vs Longview TaxThomson Reuters ONESOURCE Tax Provision vs Avalara
Head-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.All ten head-to-head pages: the top five 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 →
01T02
03
04
05
06
07C08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Bloomberg Tax Provision13%
Bloomberg Tax Provision13%02TurboTax Business12%
03Exactera Tax Provision8%
Exactera Tax Provision8%04Avalara6%
Avalara6%05TaxAct Business4%
TaxAct Business4%06Thomson Reuters ONESOURCE Tax Provision4%
Thomson Reuters ONESOURCE Tax Provision4%07Sovos Tax Provision2%
Sovos Tax Provision2%08CSC Corptax Accounting for Income Taxes2%
09Workiva Tax and Provision0%
Workiva Tax and Provision0%10H&R Block Small Business0%
H&R Block Small Business0%11Longview Tax0%
Longview Tax0%What they warned about
Zero of twelve 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 and MiniMax M2.5 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 Provision63%
22 of 35 labels negative · 8 of 12 models · 11 hard negative
“Tools like Thomson Reuters OneSource Tax Provision (OTP) or similar high-end provision software are often overkill for small businesses” Kimi K2, negative prompt
Bloomberg Tax Provision38%
15 of 39 labels negative · 7 of 12 models · 7 hard negative
“Avoid Bloomberg Tax Provision and Thomson Reuters ONESOURCE unless you have a large staff and a budget exceeding $25k–$50k/year.” Qwen 3.7 Flash, direct prompt
CSC Corptax Accounting for Income Taxes
85%
11 of 13 labels negative · 5 of 12 models · 4 hard negative
“Avoid ONESOURCE and Corptax unless you have a Fortune-500-style tax department.” DeepSeek V4 Flash, direct prompt
Vertex78%
7 of 9 labels negative · 5 of 12 models · 2 hard negative
“Avoid the enterprise provision platforms (Bloomberg, ONESOURCE, Longview, Vertex)” DeepSeek V4 Flash, budget prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
64 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 1017 links across 239 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Worldmetrics38 answers · 73 citations · 10 models
32 answers · 52 citations · 11 models
vendor site · Bloomberg Tax28 answers · 60 citations · 10 models
26 answers · 45 citations · 10 models
24 answers · 49 citations · 9 models
vendor site · Thomson Reuters21 answers · 36 citations · 9 models
20 answers · 21 citations · 8 models
20 answers · 20 citations · 11 models
18 answers · 22 citations · 10 models
vendor site · Wolters Kluwer16 answers · 25 citations · 8 models
vendor site · Capterra14 answers · 20 citations · 7 models
vendor site · Quicken14 answers · 17 citations · 10 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
24 answers · 9 models
23 answers · 9 models
20 answers · 8 models
19 answers · 11 models
18 answers · 10 models
18 answers · 7 models
16 answers · 7 models
16 answers · 8 models
13 answers · 8 models
13 answers · 10 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 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 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 |
|---|---|---|---|---|---|---|---|---|
| Bloomberg Tax bloombergtax.com Bloomberg Tax Provision 13% | 13% | 99 | 90 | 0 | 189,229 company | 37 | 1 | |
| TurboTax Business | 12% | 8,100 | 490 | |||||
| Exactera Tax Provision exactera.com | 8% | 16 | 0 | 725 | 0 | |||
| Avalara avalara.com Avalara 6%, Avalara AvaTax 2% | 8% | 172 | 27,100 | 703 | 2,604,517 | $21,470 | 108 | |
| QuickBooks quickbooks.ninja QuickBooks Online 6% | 6% | 692 | 1,000,000 | 54,681 | 253 company | |||
| Drake Tax Provision | 6% | |||||||
| TaxAct Business taxact.com | 4% | 43 | 1,900 | 18 | 3,279,089 | $27 | 99 | |
| Drake Tax drakesoftware.com | 4% | 2 | ||||||
| Excel | 4% | 823,000 | 391,255 | |||||
| Thomson Reuters thomsonreuters.com Thomson Reuters ONESOURCE Tax Provision 4% | 4% | 149 | 20 | 0 | 3,055,379 company | $313 | 120 | 2 |
Google's top ten for the three searches hold 15 sites; 4 of them are among the sites the models cited here (gartner.com, pro.bloombergtax.com, tax.thomsonreuters.com, wolterskluwer.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
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 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 4.5Thomson Reuters ONESOURCE Tax ProvisionTurboTax BusinessChangedBloomberg Tax Provisionagainst: Bloomberg Tax ProvisionTaxAct Businessno first choicenothing named
One alternative
Bloomberg Tax ProvisionThree alternatives
H&R Block Small Business, TaxAct Business, TaxSlayerFour alternatives
Longview Tax, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision, Workiva Tax and ProvisionThree alternatives
FreeTaxUSA, H&R Block Small Business, TaxSlayerGPT-5.4 miniBloomberg Tax ProvisionAvalaraChangedThomson Reuters ONESOURCE Tax ProvisionExactera Tax Provision, Fondo TaxPassagainst: CCH Axcess, Thomson Reuters ONESOURCE Tax Provisionno first choicenothing named
Two alternatives
CCH Axcess, Thomson Reuters ONESOURCE Tax ProvisionOne alternative
QuickBooks Sales TaxOne alternative
CCH Axcess TaxGemini 3.5 FlashBloomberg Tax Provisionagainst: CSC Corptax Accounting for Income TaxesTurboTax BusinessChangedBloomberg Tax Provisionagainst: CSC Corptax Accounting for Income Taxes, Microsoft Excel, Thomson Reuters ONESOURCE Tax ProvisionBloomberg Tax Provision, Exactera Tax Provisionagainst: CSC Corptax Accounting for Income Taxes, Thomson Reuters ONESOURCE Tax ProvisionBloomberg Tax Provision, Crowe Tax Provision, Tax Seriesagainst: CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provisionagainst: CSC Corptax Accounting for Income Taxes, ChatGPT, H&R Block Small Business, Microsoft Excel, Thomson Reuters ONESOURCE Tax Provision, TurboTax Business, Vertex
Four alternatives
Aleq, Exactera Tax Provision, Neo.Tax, Thomson Reuters ONESOURCE Tax ProvisionTwo alternatives
H&R Block Premium & Business, TaxAct BusinessThree alternatives
Exactera Tax Provision, OneStream Tax Provision, Tax SeriesOne alternative
Vena SolutionsTwo alternatives
Finrep.ai, Neo.TaxPerplexity SonarBloomberg Tax ProvisionAvalara, TaxBanditsChangedSovos Tax Provision, Thomson Reuters ONESOURCE Tax ProvisionTaxSlayeragainst: Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, TurboTax Desktop Businessno first choicenothing named
Two alternatives
CCH Tagetik Tax Provision & Reporting, Thomson Reuters ONESOURCE Tax ProvisionTwo alternatives
QuickBooks Online, TaxAct BusinessTwo alternatives
Longview Tax, Workiva Tax and ProvisionOne alternative
H&R Block Small BusinessGrok 4.20Drake Taxagainst: Bloomberg Tax Provision, H&R Block Small Business, Sovos Tax Provision, Thomson Reuters ONESOURCE Tax Provision, TurboTax BusinessQuickBooks Online, TurboTax BusinessChangedagainst: XeroDrake Tax, TaxAct Businessagainst: Avalara, Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, H&R Block Small Business, Sovos Tax Provision, Thomson Reuters ONESOURCE Tax Provision, TurboTax BusinessExcel/Google Sheetsagainst: Bloomberg Tax Provision, Longview Tax, Sovos Tax Provision, Thomson Reuters ONESOURCE Tax Provision, Vertexno first choiceagainst: H&R Block Small Business, TurboTax Business
Three alternatives
CCH Axcess Tax, Taxfyle, UltraTax CSThree alternatives
H&R Block Self-Employed, TaxAct Business, TurboTax Live Self-EmployedTwo alternatives
CCH Axcess Tax, Intuit ProConnect TaxTwo alternatives
H&R Block Premium & Business, TaxAct BusinessMistral SmallSovos Tax Provision, Vertex O SeriesAvalara, KintsugiChangedTaxfyle, Workiva Tax and ProvisionTaxAct Business, Thomson Reuters ONESOURCE Tax Provisionno first choicenothing named
One alternative
Thomson Reuters ONESOURCE Tax ProvisionTwo alternatives
H&R Block Small Business, TurboTax BusinessTwo alternatives
Bloomberg Tax Provision, Drake Tax ProvisionTwo alternatives
Drake Tax Provision, OneStreamDeepSeek V4 FlashDrake Tax Provision, Excelagainst: CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax ProvisionTurboTax Business, TurboTax Self-EmployedChangedagainst: Avalara, Zamp/TaxwireBloomberg Tax Provision, FloQast Tax Provisionagainst: Bloomberg Tax Provision, Longview Tax, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision, Vertex, Workiva Tax and ProvisionDrake Taxagainst: Bloomberg Tax Provision, Longview Tax, Oracle, Thomson Reuters ONESOURCE Tax Provision, VertexBloomberg Tax Provisionagainst: CSC Corptax Accounting for Income Taxes, Longview Tax, Thomson Reuters ONESOURCE Tax Provision, Wolters Kluwer CCH Tagetik Tax Provisionagainst: Bloomberg Tax Provision, CSC Corptax Accounting for Income Taxes, Longview Tax, Oracle Tax Reporting, Thomson Reuters ONESOURCE Tax Provision
One alternative
Bloomberg Tax ProvisionFour alternatives
FreeTaxUSA, QuickBooks with the Expert Business Tax add-on, TaxAct Business, TaxJarTwo alternatives
Lucasys Tax Provision, Sovos Tax ProvisionFour alternatives
Intuit Lacerte Tax, Intuit ProConnect Tax, QuickBooks Online, Zoho BooksThree alternatives
Exactera Tax Provision, Taxfyle, VertexLlama 4 Maverickno first choiceBrintaChangedno first choiceDrake Tax Provisionno first choicenothing named
Two alternatives
Kintsugi, TaxJarOne alternative
Intuit ProSeries TaxQwen 3.7 FlashExactera Tax Provisionagainst: Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax ProvisionTurboTax BusinessChangedWorkiva Tax and Provisionagainst: CSC Corptax Accounting for Income TaxesVenaagainst: Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax Provisionno first choiceagainst: Thomson Reuters ONESOURCE Tax Provision, Vertexagainst: Excel, OneWorld, Oracle Tax Reporting, SAP
Two alternatives
Bloomberg Tax Provision, PilotThree alternatives
Avalara, H&R Block Enterprise Tax, TaxJarFour alternatives
Bloomberg Tax Provision, Drake Software, OneStream, Wolters KluwerTwo alternatives
Avalara, ExcelKimi K2TaxJaragainst: Sovos Tax Provision, VertexQuickBooks OnlineChangedExactera Tax Provisionagainst: CCH Axcess Tax, Thomson Reuters ONESOURCE Tax ProvisionExcel-Based Solutionsagainst: Bloomberg Tax Provision, Longview Tax, Thomson Reuters ONESOURCE Tax Provision, VertexExactera Tax Provisionagainst: Excel, Thomson Reuters ONESOURCE Tax Provision
Three alternatives
Avalara, TaxSlayer Self-Employed, Thomson Reuters ONESOURCE Tax ProvisionThree alternatives
Avalara, TaxJar, XeroTwo alternatives
Bloomberg Tax Provision, Workiva Tax and ProvisionOne alternative
TaxDomeThree alternatives
Bloomberg Tax Provision, OneStream, Sovos Tax ProvisionGLM 4.7 FlashXDrake Tax Provisionagainst: Bloomberg Tax Provision, Thomson Reuters ONESOURCE Tax ProvisionAvalara AvaTax, TurboTax BusinessChangedCSC Corptax Accounting for Income Taxes, Workiva Tax and ProvisionExcelagainst: Exactera Tax Provision, Thomson Reuters ONESOURCE Tax Provisionno first choiceagainst: Excel
Two alternatives
Exactera Tax Provision, VenaFour alternatives
QuickBooks Online, TaxAct Business, TaxJar, XeroThree alternatives
Drake Tax, Thomson Reuters ONESOURCE Tax Provision, VenaOne alternative
Bloomberg Tax ProvisionMiniMax M2.5Bloomberg Tax Provision, Taxfyleagainst: H&R Block Small Business, Intuit TurboTax BusinessQuickBooks Online, XeroChangedTaxfyle, Workiva Tax and Provisionagainst: Thomson Reuters ONESOURCE Tax ProvisionCSC Corptax Accounting for Income Taxesno first choicenothing named
Three alternatives
Sovos Tax Provision, Tax Technologies Provision Module, TaxPointTwo alternatives
FreshBooks, WaveThree alternatives
Bloomberg Tax Provision, Drake Tax Provision, Vertex Tax AccountingThree alternatives
CCH Axcess, GoSystem Tax, Thomson Reuters ONESOURCE Tax ProvisionOne alternative
TaxfyleBold 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.
Seventy-two 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 | 2026-09-17 20:47 | yes | 16 | 10 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:02 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:53 | yes | 33 | 35 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 17:53 | yes | 20 | 7 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:07 | yes | 40 | 20 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:21 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:37 | yes | 26 | 40 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:26 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:45 | yes | 18 | 89 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:23 | yes | 15 | 22 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:32 | yes | 22 | 90 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:57 | yes | 20 | 32 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:10 | yes | 16 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:07 | yes | 5 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:20 | yes | 13 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 17:56 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:40 | yes | 35 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:35 | yes | 5 | 6 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 18:09 | yes | 21 | 25 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:07 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:48 | yes | 5 | 35 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:00 | yes | 10 | 18 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:54 | yes | 15 | 44 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:32 | no | 0 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:34 | yes | 17 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:46 | yes | 5 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:06 | yes | 16 | 29 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:57 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 19:47 | yes | 23 | 20 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:21 | yes | 9 | 13 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:28 | yes | 23 | 28 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:36 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:09 | yes | 13 | 51 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:42 | yes | 30 | 70 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:21 | yes | 20 | 125 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:05 | yes | 10 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:49 | yes | 9 | 6 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:35 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:17 | yes | 21 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:39 | yes | 20 | 5 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:46 | yes | 29 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:05 | yes | 9 | 7 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:33 | yes | 18 | 28 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:29 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:30 | no | 0 | 46 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:58 | yes | 23 | 43 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:54 | yes | 28 | 76 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:16 | no | 0 | 9 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:50 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:32 | no | 0 | 6 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:05 | yes | 22 | 34 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 19:02 | yes | 13 | 12 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:32 | yes | 13 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:39 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:13 | yes | 23 | 63 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:40 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:59 | no | 0 | 24 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:35 | yes | 9 | 34 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:14 | yes | 28 | 50 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:00 | yes | 5 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:26 | yes | 18 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:20 | no | 0 | 4 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:04 | yes | 20 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:23 | yes | 20 | 7 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:24 | yes | 20 | 12 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:17 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:55 | yes | 19 | 21 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:23 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:19 | yes | 9 | 60 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:21 | yes | 20 | 30 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:05 | yes | 25 | 44 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:59 | yes | 19 | 77 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
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
CSC Corptax 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
Exactera read as Exactera Tax Provision
H&R Block read as H&R Block Small Business
H&R Block for Business 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
QuickBooks read as QuickBooks Online
Sovos read as Sovos Tax Provision
Thomson Reuters ONESOURCE read as Thomson Reuters ONESOURCE Tax Provision
Thomson Reuters ONESOURCE Corporate Tax read as Thomson Reuters ONESOURCE Tax Provision
Thomson Reuters OneSource read as Thomson Reuters ONESOURCE Tax Provision
Workiva read as Workiva Tax and Provision
Workiva Tax Provision read as Workiva Tax and Provision
Unresolved, counted raw
Aleq
CCH ProSystem fx ecosystem
Crowe Tax Provision
Excel workbook
Finrep.ai
Fondo TaxPass
GoSystem Tax
H&R Block Enterprise Tax
Intuit Lacerte Tax
OneWorld
ProSeries / UltraTax CS
QuickBooks with the Expert Business Tax add-on
Tax Technologies Provision Module
TaxCalc Corporation Tax
TurboTax Desktop Business
TurboTax Live Self-Employed
Discontinued, still offered
No shut-down product was recommended here.