Sales tax automation for enterprise buyers
Asked as “sales tax compliance software”, and as “sales tax calculation and filing tool”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
44%
Clear leader
44Avalara AvaTax38Vertex04Taxwire14others
44% of first choices, clear leader.
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 an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the two 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 headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
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 →
01
02
03
04
05S06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative60%
Key
01Avalara AvaTax44%
Avalara AvaTax44%02Vertex38%
Vertex38%03Zamp4%
Zamp4%04Thomson Reuters ONESOURCE2%
Thomson Reuters ONESOURCE2%05Anrok2%
Anrok2%06Sovos Intelligent Compliance Cloud0%
07TaxJar0%
TaxJar0%What they warned about
Seven of twelve models held their first choice under the paraphrase. Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick 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.
Avalara AvaTax24%
16 of 67 labels negative · 11 of 12 models · 1 hard negative
“Why You Should Avoid "Variable SaaS" Platforms (Like Avalara AvaTax)” Gemini 3.5 Flash, budget prompt
TaxJar65%
17 of 26 labels negative · 9 of 12 models · 7 hard negative
“Smaller "plug-in" tools like TaxJar are generally a poor fit at your scale (US-only, SMB pricing tiers, fewer enterprise security controls).” DeepSeek V4 Flash, scale prompt
Vertex11%
7 of 64 labels negative · 7 of 12 models
“While established players (like early versions of Avalara or Vertex) have longevity, very old platforms may lack the agility to handle modern complexities” GLM 4.7 FlashX, negative prompt
TaxCloud86%
6 of 7 labels negative · 6 of 12 models · 3 hard negative
“Why to avoid: While strong for mid-market US e-commerce, it is US-centric and lacks the international VAT/GST depth” DeepSeek V4 Flash, negative 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
70 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. 1046 links across 152 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · TaxCloud49 answers · 80 citations · 11 models
vendor site · Avalara45 answers · 94 citations · 12 models
vendor site · Zamp44 answers · 86 citations · 12 models
vendor site · G242 answers · 42 citations · 12 models
vendor site · Guideflow40 answers · 74 citations · 11 models
vendor site · Galvix36 answers · 42 citations · 10 models
vendor site · Taxwire33 answers · 45 citations · 11 models
vendor site · Anrok27 answers · 30 citations · 10 models
22 answers · 22 citations · 8 models
vendor site · G218 answers · 39 citations · 7 models
vendor site · TaxJar18 answers · 20 citations · 6 models
vendor site · Worldmetrics16 answers · 26 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.
42 answers · 12 models
31 answers · 11 models
30 answers · 10 models
30 answers · 11 models
27 answers · 10 models
23 answers · 11 models
23 answers · 10 models
22 answers · 8 models
20 answers · 9 models
18 answers · 9 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best sales tax compliance software”, “sales tax compliance software”, “sales tax 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 |
|---|---|---|---|---|---|---|---|---|
| Avalara avalara.com Avalara AvaTax 44% | 44% | 172 | 27,100 | 703 | 2,604,517 company | $21,470 | 108 | 1 |
| Vertex vertexinc.com | 38% | 190 | 110,000 | 13,807 | 32,080 | $3,975 | 69 | 6 |
| Zamp zamp.com | 4% | 49 | 2,900 | 262 | 24,260 | $588 | 8 | |
| Taxwire taxwire.com | 4% | 38 | 480 | 3 | 32,545 | 0 | ||
| Thomson Reuters thomsonreuters.com Thomson Reuters ONESOURCE 2% | 2% | 57 | 590 | 5 | 3,055,379 company | $313 | 120 | 3 |
| Anrok anrok.com | 2% | 78 | 3,600 | 43 | 12,295 | $1,852 | 85 | 5 |
| Prophit.ai prophit.ai | 2% | 1 | ||||||
| Sphere getsphere.com | 2% | 28 | ||||||
| Numeral numeral.com | 2% | 46 | 14,800 | 38,006 | 66,125 | $26 | 120 | |
| Sovos sovos.com Sovos Intelligent Compliance Cloud 0% | 0% | 77 | 3,600 | 220 | 95,951 company | 93 |
Google's top ten for the three searches hold 15 sites; 5 of them are among the sites the models cited here (anrok.com, avalara.com, galvix.com, taxcloud.com, taxjar.com). The first result for “best sales tax compliance software” is avalara.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 sales tax compliance software for an enterprise B2B company?”Paraphrase“Which sales tax calculation and filing tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade sales tax tools and how do they differ?”Budget-constrained“What is the best sales tax compliance software 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 a sales tax compliance software. What should we look at?”Negative“Which sales tax tools should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Avalara AvaTaxAvalara AvaTaxHeldAvalara AvaTax, VertexSphereagainst: Avalara AvaTaxno first choiceagainst: Kintsugi, Numeral
Three alternatives
CCH SureTax, Vertex, ZampTwo alternatives
Vertex, ZampTwo alternatives
Sovos Intelligent Compliance Cloud, Thomson Reuters ONESOURCEOne alternative
VertexGPT-5.4 miniAvalara AvaTaxAvalara AvaTaxHeldAvalara AvaTaxagainst: TaxJarVertexagainst: Avalara AvaTaxno first choiceagainst: ONESOURCE IDT Determination Original
Two alternatives
Sovos Intelligent Compliance Cloud, VertexOne alternative
VertexTwo alternatives
Sovos Intelligent Compliance Cloud, VertexTwo alternatives
Sovos Intelligent Compliance Cloud, ZampGemini 3.5 FlashVertexVertexHeldVertexVertexagainst: Anrok, Avalara AvaTaxAnrokagainst: Avalara AvaTaxagainst: Anrok, Avalara AvaTax, Lemon Squeezy, Paddle, Quaderno, Sovos Intelligent Compliance Cloud, Sphere, Stripe Tax, TaxCloud, TaxJar, Thomson Reuters ONESOURCE, Vertex
Three alternatives
Anrok, Avalara AvaTax, Sovos Intelligent Compliance CloudThree alternatives
Anrok, Avalara AvaTax, Sovos Intelligent Compliance CloudFour alternatives
Anrok, Avalara AvaTax, Sovos Intelligent Compliance Cloud, Thomson Reuters ONESOURCEThree alternatives
Galvix, Kintsugi, Sovos Intelligent Compliance CloudTwo alternatives
Sovos Intelligent Compliance Cloud, VertexPerplexity SonarAvalara AvaTaxVertexChangedAvalara AvaTax, VertexTaxwireagainst: VertexAvalara AvaTax, Thomson Reuters ONESOURCE, Vertexagainst: Anrok, Avalara AvaTax, Kintsugi, TaxCloud, TaxJar
One alternative
VertexTwo alternatives
Avalara AvaTax, Sovos Intelligent Compliance CloudTwo alternatives
Sovos Intelligent Compliance Cloud, Thomson Reuters ONESOURCEOne alternative
Avalara AvaTaxGrok 4.20Avalara AvaTax, Vertexagainst: TaxJarAvalara AvaTax, VertexHeldagainst: CCH SureTax, TaxJar, Zampno first choiceVertexagainst: Anrok, Avalara AvaTax, Sovos Intelligent Compliance Cloud, TaxJarAvalara AvaTaxagainst: Avalara AvaTax, NetSuite, Oracle, Quaderno, SAP, TaxJar
One alternative
Sovos Intelligent Compliance CloudOne alternative
TaxwireThree alternatives
Sovos Intelligent Compliance Cloud, Vertex, ZampMistral SmallAvalara AvaTaxAvalara AvaTax, VertexChangedVertexVertexno first choiceagainst: Avalara AvaTax, Vertex
Two alternatives
Sovos Intelligent Compliance Cloud, VertexThree alternatives
Anrok, Avalara AvaTax, FonoaOne alternative
Avalara AvaTaxDeepSeek V4 FlashVertexagainst: TaxJarAvalara AvaTax, VertexChangedagainst: TaxJarAvalara AvaTaxZampagainst: Avalara AvaTaxVertexagainst: TaxJaragainst: Anrok, Avalara AvaTax, Fonoa, Lappa, Sovos Intelligent Compliance Cloud, TaxCloud, TaxJar, Thomson Reuters ONESOURCE
Two alternatives
Avalara AvaTax, Sovos Intelligent Compliance CloudOne alternative
Thomson Reuters ONESOURCEFive alternatives
Anrok, Sovos Intelligent Compliance Cloud, TaxJar, Vertex, ZampOne alternative
VertexThree alternatives
Avalara AvaTax, Sovos Intelligent Compliance Cloud, Thomson Reuters ONESOURCELlama 4 MaverickAvalara AvaTaxZampChangedno first choiceVertexAvalara AvaTaxagainst: Avalara AvaTax, Sovos Intelligent Compliance Cloud, Vertex
Three alternatives
Avalara AvaTax, CCH SureTax, TaxConnexOne alternative
VertexQwen 3.7 FlashAvalara AvaTaxagainst: TaxJarAvalara AvaTaxHeldAvalara AvaTax, VertexTaxwireagainst: Prophit.ai, Sphere, Stripe Tax, TaxJarno first choiceagainst: Avalara AvaTax, Kintsugi, Lovat, Numeral, QuickBooks Automated Sales Tax, Shopify Tax, TaxCloud, TaxJar, Thomson Reuters ONESOURCE, Vertex
Two alternatives
Anrok, VertexOne alternative
VertexTwo alternatives
Sovos Intelligent Compliance Cloud, Thomson Reuters ONESOURCETwo alternatives
Avalara AvaTax, VertexKimi K2VertexVertexHeldAvalara AvaTaxNumeralagainst: Avalara AvaTax, Sovos Intelligent Compliance Cloud, Stripe TaxVertexagainst: Avalara AvaTax, CCH SureTax, Quaderno, QuickBooks Automated Sales Tax, Sovos Intelligent Compliance Cloud, TaxCloud, TaxJar, Thomson Reuters ONESOURCE, Vertex
Two alternatives
Avalara AvaTax, Sovos Intelligent Compliance CloudTwo alternatives
Avalara AvaTax, Sovos Intelligent Compliance CloudThree alternatives
Sovos Intelligent Compliance Cloud, Thomson Reuters ONESOURCE, VertexTwo alternatives
Thomson Reuters ONESOURCE, VertexTwo alternatives
Avalara AvaTax, Sovos Intelligent Compliance CloudGLM 4.7 FlashXAvalara AvaTaxagainst: TaxCloud, TaxJarAvalara AvaTaxHeldAvalara AvaTaxProphit.aiagainst: DAVOno first choiceagainst: Avalara AvaTax, Vertex
Three alternatives
Anrok, Thomson Reuters ONESOURCE, VertexThree alternatives
Thomson Reuters ONESOURCE, Vertex, ZampFour alternatives
Fonoa, Quadient, Thomson Reuters ONESOURCE, VertexFour alternatives
Avalara AvaTax, TaxJar, Thomson Reuters ONESOURCE, VertexMiniMax M2.5Avalara AvaTax, Vertexagainst: QuickBooks Automated Sales TaxAvalara AvaTaxChangedAvalara AvaTaxAvalara AvaTaxagainst: Prophit.aiAvalara AvaTaxagainst: TaxJar
Three alternatives
Sovos Intelligent Compliance Cloud, Thomson Reuters ONESOURCE, VertexFive alternatives
Anrok, Sovos Intelligent Compliance Cloud, TaxJar, Vertex, ZampTwo alternatives
Taxwire, VertexOne alternative
BoomTaxBold 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 19:22 | yes | 17 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:49 | yes | 2 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:16 | yes | 18 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 18:36 | yes | 19 | 6 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 18:58 | yes | 36 | 17 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:22 | yes | 13 | 10 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:59 | yes | 10 | 11 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:09 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:29 | yes | 10 | 39 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:38 | yes | 14 | 41 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:59 | yes | 12 | 39 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:04 | yes | 13 | 27 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:07 | yes | 16 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:38 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 14 | 58 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:42 | yes | 20 | 5 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 18:24 | yes | 22 | 16 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:05 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:36 | yes | 14 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:24 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 21:05 | yes | 10 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:44 | yes | 10 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 21:07 | yes | 14 | 66 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:57 | yes | 8 | 51 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:46 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:06 | yes | 3 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:57 | yes | 19 | 26 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:41 | yes | 20 | 7 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 20:36 | yes | 33 | 18 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:22 | yes | 10 | 9 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:38 | yes | 24 | 23 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:52 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:03 | yes | 10 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:43 | yes | 19 | 39 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 17:55 | yes | 25 | 96 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:35 | yes | 16 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:38 | yes | 14 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:52 | yes | 3 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:19 | yes | 19 | 59 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 18:42 | 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 20:57 | yes | 38 | 22 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:41 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:25 | yes | 27 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:36 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:13 | yes | 22 | 168 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:29 | yes | 25 | 58 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:24 | yes | 14 | 67 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:36 | yes | 19 | 51 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:23 | yes | 18 | 13 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:28 | yes | 6 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:01 | yes | 6 | 26 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 21:01 | yes | 20 | 11 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 18:52 | yes | 20 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:16 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:07 | yes | 20 | 23 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:47 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:04 | no | 0 | 38 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:13 | yes | 23 | 49 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:28 | yes | 20 | 73 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:58 | yes | 5 | 30 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:34 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:45 | yes | 4 | 8 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:42 | yes | 9 | 26 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 18:46 | yes | 20 | 6 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 18:20 | yes | 29 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:11 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:43 | yes | 28 | 67 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:00 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:38 | yes | 5 | 47 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:16 | yes | 21 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:29 | yes | 21 | 113 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:28 | yes | 25 | 52 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
Avalara read as Avalara AvaTax
Avalara (AvaTax / Avalara for Enterprise) read as Avalara AvaTax
Avalara (AvaTax Enterprise & CertCapture) read as Avalara AvaTax
Avalara (AvaTax) read as Avalara AvaTax
Avalara (Avalara AvaTax / Avalara Platform) read as Avalara AvaTax
DAVO Sales Tax read as DAVO
ONESOURCE (Thomson Reuters) read as Thomson Reuters ONESOURCE
Quadient Taxware read as Quadient
QuickBooks read as QuickBooks Automated Sales Tax
QuickBooks Tax read as QuickBooks Automated Sales Tax
Shopify read as Shopify Tax
Sovos read as Sovos Intelligent Compliance Cloud
Sovos (Compliance Cloud) read as Sovos Intelligent Compliance Cloud
Sovos (Sovos Compliance Cloud) read as Sovos Intelligent Compliance Cloud
Thomson Reuters read as Thomson Reuters ONESOURCE
Thomson Reuters (ONESOURCE) read as Thomson Reuters ONESOURCE
Vertex O Series read as Vertex
Wolters Kluwer CCH SureTax read as CCH SureTax
Unresolved, counted raw
ONESOURCE IDT Determination Original
Discontinued, still offered
No shut-down product was recommended here.