Compliance automation for small business buyers
Asked as “compliance automation platform”, and as “SOC 2 and ISO 27001 automation tool”, on behalf of a small B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
34%
Contested · Sprinto 23%
34Vanta23Sprinto13Scytale30others
34% of first choices, contested.
Since October 2026▼−1Since October 2026: 35% → 34%, −1 point. Inside the 11-point floor: within noise.Vanta held the lead, −1 point on 35%, inside the 11-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.
Small business
Vanta34%Contested▼−1Since October 2026: 35% → 34%, −1 point. Inside the 11-point floor: within noise.This pageMid-marketVanta30%Contested↗new leaderNew leader since October 2026: Vanta (30%) replaces Drata (34% then, 30% now), 0 points clear, inside the 11-point floor.Standing →EnterpriseVanta37%Contested=heldSince October 2026: 37% → 37%, ±0 points. Inside the 11-point floor: within noise.Standing →
Vanta34%Contested▼−1Since October 2026: 35% → 34%, −1 point. Inside the 11-point floor: within noise.This pageMid-marketVanta30%Contested↗new leaderNew leader since October 2026: Vanta (30%) replaces Drata (34% then, 30% now), 0 points clear, inside the 11-point floor.Standing →EnterpriseVanta37%Contested=heldSince October 2026: 37% → 37%, ±0 points. Inside the 11-point floor: within noise.Standing →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
01Vanta34%26%68criticized default▼−1Since October 2026: 35% → 34%, −1 point. Inside the 11-point floor: within noise.35% → 34%
Vanta34%26%68criticized default▼−1Since October 2026: 35% → 34%, −1 point. Inside the 11-point floor: within noise.35% → 34%02
Sprinto23%8%59accepted challenger▼−2Since October 2026: 25% → 23%, −2 points. Inside the 11-point floor: within noise.25% → 23%
Sprinto23%8%59accepted challenger▼−2Since October 2026: 25% → 23%, −2 points. Inside the 11-point floor: within noise.25% → 23%03
Scytale13%5%19accepted challenger▲+13Since October 2026: 0% → 13%, +13 points. Past the 11-point floor: movement.0% → 13%
Scytale13%5%19accepted challenger▲+13Since October 2026: 0% → 13%, +13 points. Past the 11-point floor: movement.0% → 13%04
Drata6%16%67accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%
Drata6%16%67accepted challenger▼−2Since October 2026: 8% → 6%, −2 points. Inside the 11-point floor: within noise.8% → 6%05
Secureframe6%11%55accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%
Secureframe6%11%55accepted challenger=heldSince October 2026: 6% → 6%, ±0 points. Inside the 11-point floor: within noise.6% → 6%06
Scrut Automation2%4%26accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%
Scrut Automation2%4%26accepted challenger▼−2Since October 2026: 4% → 2%, −2 points. Inside the 11-point floor: within noise.4% → 2%Show the two products at 0%, ordered by negative rate
08
Hyperproof0%50%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hyperproof0%50%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Thoropass0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Thoropass0%15%20accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 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 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 →
0102030405060708Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Vanta34%
Vanta34%02Sprinto23%
Sprinto23%03Scytale13%
Scytale13%04Drata6%
Drata6%05Secureframe6%
Secureframe6%06Scrut Automation2%
Scrut Automation2%07Thoropass0%
Thoropass0%08Hyperproof0%
Hyperproof0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.20, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, Kimi K2, 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.
Vanta26%
18 of 68 labels negative · 12 of 14 models · 3 hard negative
“Platforms to Avoid on a Tight Budget | Vanta | Enterprise-focused, custom pricing typically $10K+” Kimi K2, budget prompt
Drata16%
11 of 67 labels negative · 10 of 14 models · 3 hard negative
“Avoid or be cautious about Sprinto, Vanta, Drata, and Secureframe if you are a small business” Mistral Small, negative prompt
Hyperproof50%
8 of 16 labels negative · 7 of 14 models · 2 hard negative
“Platforms with mostly manual processes (e.g., some enterprise-focused ones like Hyperproof, Onspring, or older tools): Avoid” Grok 4.20, negative prompt
Secureframe11%
6 of 55 labels negative · 6 of 14 models · 2 hard negative
“Platforms to Avoid on a Tight Budget | Secureframe | Pricing above Vanta/Drata for comparable scope” Kimi K2, budget 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. 848 links across 201 sites, every framing counted. Ranked by the number of answers carrying the site or page. 16 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.
35 answers · 69 citations · 11 models
31 answers · 40 citations · 10 models
27 answers · 35 citations · 10 models
vendor site · G225 answers · 41 citations · 11 models
vendor site · Sprinto21 answers · 33 citations · 9 models
vendor site · Vanta19 answers · 27 citations · 9 models
19 answers · 20 citations · 9 models
vendor site · UnderDefense16 answers · 19 citations · 8 models
15 answers · 16 citations · 9 models
14 answers · 19 citations · 7 models
vendor site · Drata14 answers · 16 citations · 7 models
vendor site · ComplyJet13 answers · 15 citations · 7 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.
25 answers · 10 models
24 answers · 11 models
16 answers · 7 models
16 answers · 10 models
15 answers · 9 models
14 answers · 9 models
13 answers · 8 models
13 answers · 7 models
12 answers · 8 models
11 answers · 5 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 compliance automation platform”, “compliance automation platform”, “compliance automation platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Vanta vanta.com | 34% | 381 | 40,500 | 1,219 | 72,260 | 120 | 1 | |
| Sprinto sprinto.com | 23% | 256 | 2,400 | 79 | 26,896 | 43 | ||
| Scytale scytale.ai | 13% | 61 | 12,100 | 225 | 7,411 | $23,659 | 14 | |
| Drata drata.com | 6% | 368 | 9,900 | 257 | 36,413 | 54 | 7 | |
| Secureframe secureframe.com | 6% | 235 | 2,400 | 39 | 45,014 | 27 | ||
| Secure Privacy secureprivacy.ai | 4% | 6 | 1,000 | 599 | 3,919 | 9 | ||
| Scrut Automation scrut.io | 2% | 117 | 390 | 10 | 10,568 | 34 | 9 | |
| ComplyJet complyjet.com | 2% | 26 | 90 | 0 | 2,025 | |||
| Risk Cognizance riskcognizance.com | 2% | 6 | ||||||
| Secfix | 2% |
Google's top ten for the three searches hold 23 sites; 2 of them are among the sites the models cited here (drata.com, vanta.com). The first result for “best compliance automation platform” is vanta.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 compliance automation platform for a small B2B company?”Paraphrase“Which SOC 2 and ISO 27001 automation tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top compliance automation platforms for a small team and how do they differ?”Budget-constrained“What is the best compliance automation platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a compliance automation platform. What should we look at?”Negative“Which compliance automation platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5SprintoVantaChangedVantaComplyJet, Sprintono first choiceagainst: Hyperproof, OneTrust Tech Risk & Compliance, TrustArc
Three alternatives
Drata, Secureframe, VantaThree alternatives
Drata, Secureframe, SprintoFour alternatives
Drata, Scytale, Secureframe, SprintoThree alternatives
Complinity, Eramba, SecureframeGPT-5.4 miniVantaVantaHeldDrata, Vantaagainst: OneTrust Tech Risk & ComplianceScytale, Secfixagainst: Drata, Secureframe, Vantano first choiceagainst: Hyperproof, LogicGate Risk Cloud, Onspring
Four alternatives
Drata, Scrut Automation, Secureframe, SprintoTwo alternatives
Drata, SecureframeFour alternatives
Hyperproof, Scrut Automation, Secureframe, SprintoOne alternative
SprintoGemini 3.5 FlashVantaDrata, VantaChangedVantaSprintono first choiceagainst: Archer, Drata, MetricStream, OneTrust Certification Automation, OneTrust Tech Risk & Compliance, Secureframe, ServiceNow Integrated Risk Management, Thoropass, Vanta, Workiva
Four alternatives
Drata, Secureframe, Sprinto, ThoropassTwo alternatives
Secureframe, SprintoFive alternatives
Drata, Oneleet, Secureframe, Sprinto, ThoropassFive alternatives
Comp AI, Drata, Scrut Automation, Secureframe, VantaPerplexity SonarSprintoVantaChangedDrata, Sprinto, Vantaagainst: ThoropassSprintoagainst: Vantano first choiceagainst: AuditBoard, Drata, Hyperproof, LogicGate, OneTrust Tech Risk & Compliance, Secureframe, Sprinto, Thoropass, Vanta
Four alternatives
Drata, Scrut Automation, Thoropass, VantaThree alternatives
Drata, Secureframe, SprintoTwo alternatives
Scrut Automation, SecureframeTwo alternatives
Comp AI, ProboGrok 4.20Scytale, Vantaagainst: Diligent, Mitratech AlyneSprintoChangedagainst: Hyperproof, ScytaleSprinto, Vantaagainst: AuditBoard, Onspring, PowerDMSScytaleagainst: VantaVantaagainst: Drata, Hyperproof, Onspring, Vanta
Two alternatives
Centraleyes, DrataThree alternatives
Drata, Secureframe, VantaThree alternatives
Drata, Scrut Automation, SecureframeThree alternatives
Drata, LowerPlane, SprintoThree alternatives
Centraleyes, Scytale, SprintoMistral SmallDrata, Secureframe, VantavCISO LiteChangedScytale, SprintoSprintono first choiceagainst: Drata, Secureframe, Sprinto, Vanta
Two alternatives
Scytale, SprintoFour alternatives
Drata, Scytale, Sprinto, VantaThree alternatives
Centraleyes, Drata, HyperproofTwo alternatives
Comp AI, Risk CognizanceDeepSeek V4 FlashScytaleSecureframeChangedagainst: VantaVantaSecure Privacyagainst: Drata, Sprinto, Vantano first choiceagainst: Archer, AuditBoard, MetricStream, Onspring, ServiceNow Integrated Risk Management, Sprinto, Vanta
Four alternatives
Drata, Secureframe, Sprinto, VantaOne alternative
DrataSix alternatives
Drata, Hyperproof, Onspring, Scrut Automation, Secureframe, SprintoTwo alternatives
Equally.ai, PowerDMSLlama 4 Maverickno first choiceno first choiceHeldScytale, Vantaagainst: Diligent, Mitratech AlyneSprintono first choiceagainst: Sprinto, Vanta
Three alternatives
Identity Confluence, PowerDMS, Secure PrivacyQwen 3.7 FlashVantaScrut AutomationChangedagainst: VantaScytaleagainst: HyperproofVantano first choiceagainst: Dayforce, Drata, Optro, Resolver, Rippling, Secureframe, Vanta
Two alternatives
Drata, SecureframeTwo alternatives
Drata, SprintoTwo alternatives
Drata, SprintoTwo alternatives
Drata, ThoropassKimi K2ScytaleDrataChangedLowerPlane, Sprintoagainst: ComplyZen.aiSprintoagainst: Drata, Secureframe, Vantano first choiceagainst: ComplianceQuest, Drata, ShipCompliant, Vanta
Three alternatives
Drata, Secureframe, SprintoThree alternatives
Secureframe, Sprinto, ThoropassThree alternatives
Drata, Hyperproof, VantaThree alternatives
Comp AI, OneTrust Certification Automation, Scrut AutomationGLM 4.7 FlashXVantaagainst: Archer, AuditBoardVantaHeldDrata, Secureframe, VantaSecure Privacyno first choiceagainst: AuditBoard, Drata, Hyperproof, PowerDMS, Resolver, Vanta
Four alternatives
Drata, Probo, Secureframe, SprintoThree alternatives
Drata, Secureframe, SprintoSix alternatives
Centraleyes, Hyperproof, Process Street, Scytale, Sprinto, ThoropassFour alternatives
Connecteam, GoAudits, PowerDMS, UserWay Accessibility WidgetMiniMax M2.5ScytaleSprintoChangedagainst: DIY, TrustCloud Free TierScytale, SprintoRisk Cognizanceno first choiceagainst: Archer, ServiceNow Integrated Risk Management, Workday Compliance
Three alternatives
Drata, Sprinto, VantaFive alternatives
ComplyJet, Drata, Openlane, Scytale, SecureframeTwo alternatives
Drata, VantaOne alternative
ProboGPT-6 LunaVantaSecureframeChangedno first choiceTrustCloudagainst: Vantano first choiceagainst: accessiBe
Two alternatives
Drata, SecureframeTwo alternatives
Drata, VantaTwo alternatives
ComplyJet, SecureframeMuse Glimmer 30BVantaVantaHeldSprinto, VantaSprintono first choiceagainst: Scrut Automationagainst: Archer, AuditBoard, Drata, Hyperproof, OneTrust Tech Risk & Compliance, ServiceNow Integrated Risk Management, Vanta
Five alternatives
Comp AI, Drata, Secureframe, Sprinto, ThoropassFour alternatives
Drata, Scrut Automation, Secureframe, SprintoFour alternatives
Comp AI, Drata, Scrut Automation, SecureframeFour alternatives
LowerPlane, Probo, Scrut Automation, iAuditorBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:29 | yes | 9 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:56 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 08:48 | yes | 13 | 19 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 13:06 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:59 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:28 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 15:25 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:26 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:34 | no | 0 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:19 | yes | 15 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:24 | yes | 15 | 76 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 18:27 | yes | 10 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:45 | yes | 3 | 21 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:00 | yes | 14 | 23 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:09 | yes | 19 | 10 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:36 | yes | 3 | 10 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 11:16 | no | 0 | 14 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:08 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:33 | yes | 15 | 13 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:17 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:01 | yes | 21 | 42 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:38 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 17:55 | yes | 5 | 31 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:11 | yes | 16 | 95 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:32 | yes | 10 | 29 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:25 | yes | 22 | 56 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:15 | yes | 4 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:18 | yes | 14 | 26 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:59 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:04 | yes | 3 | 8 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:34 | yes | 9 | 18 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:42 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:39 | yes | 10 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:47 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:32 | yes | 23 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 19:01 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:29 | yes | 5 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:04 | yes | 18 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:46 | yes | 9 | 23 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:38 | yes | 5 | 20 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 19:18 | yes | 6 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:42 | yes | 13 | 30 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:45 | yes | 10 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:25 | yes | 3 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 09:50 | yes | 8 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 10:29 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:55 | yes | 20 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:20 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:47 | yes | 23 | 43 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:34 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:12 | yes | 10 | 17 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:51 | yes | 15 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:25 | yes | 19 | 83 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:48 | yes | 5 | 26 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:26 | yes | 4 | 26 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:49 | yes | 13 | 18 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:35 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:52 | no | 0 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 16:16 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 11:13 | yes | 10 | 6 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:39 | yes | 14 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:04 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:27 | yes | 21 | 67 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:09 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:29 | no | 0 | 30 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:27 | yes | 24 | 35 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:51 | yes | 19 | 35 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:56 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:56 | yes | 3 | 17 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:57 | yes | 14 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:16 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:49 | yes | 4 | 5 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 18:36 | yes | 11 | 25 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 12:53 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:38 | yes | 20 | 17 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:08 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:59 | yes | 21 | 41 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:34 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:06 | yes | 14 | 50 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:04 | yes | 24 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:31 | yes | 22 | 123 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:17 | no | 0 | 27 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:11 | yes | 2 | 15 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:25 | yes | 22 | 33 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
OneTrust read as OneTrust Tech Risk & Compliance
OneTrust (Enterprise GRC) read as OneTrust Tech Risk & Compliance
Scrut read as Scrut Automation
ServiceNow read as ServiceNow Integrated Risk Management
Unresolved, counted raw
Complinity
ComplyZen.ai
DIY (Google Sheets)
Dayforce (by ADP)
Equally.ai
GoAudits
Openlane
TrustArc
TrustCloud Free Tier
TrustVault
UserWay Accessibility Widget
Workday Compliance
accessiBe
Discontinued, still offered
No shut-down product was recommended here.