Compliance automation
Asked as “compliance automation platform”, and as “SOC 2 and ISO 27001 automation tool”, on behalf of a mid-market B2B company. 60 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30Drata30Vanta13Sprinto27others
30% of first choices, contested.
Since October 2026↗new leaderNew leader since October 2026: Vanta (30%) replaces Drata (34% then, 30% now), 0 points clear, inside the 11-point floor.Vanta leads at 30%, replacing Drata, which led at 34% and stands at 30% now: 0 points clear, inside the floor, so the swap reads as unsettled.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
Small business
Vanta34%Contested▼−1Since October 2026: 35% → 34%, −1 point. Inside the 11-point floor: within noise.Standing →Mid-marketVanta30%Contested↗new leaderNew leader since October 2026: Vanta (30%) replaces Drata (34% then, 30% now), 0 points clear, inside the 11-point floor.This pageEnterpriseVanta37%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.Standing →Mid-marketVanta30%Contested↗new leaderNew leader since October 2026: Vanta (30%) replaces Drata (34% then, 30% now), 0 points clear, inside the 11-point floor.This pageEnterpriseVanta37%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 mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Vanta30%25%67criticized default▲+1Since October 2026: 29% → 30%, +1 point. Inside the 11-point floor: within noise.29% → 30%
Vanta30%25%67criticized default▲+1Since October 2026: 29% → 30%, +1 point. Inside the 11-point floor: within noise.29% → 30%02
Drata30%23%65endorsed leader▼−4Since October 2026: 34% → 30%, −4 points. Inside the 11-point floor: within noise.34% → 30%
Drata30%23%65endorsed leader▼−4Since October 2026: 34% → 30%, −4 points. Inside the 11-point floor: within noise.34% → 30%03
Sprinto13%4%46accepted challenger▼−2Since October 2026: 15% → 13%, −2 points. Inside the 11-point floor: within noise.15% → 13%
Sprinto13%4%46accepted challenger▼−2Since October 2026: 15% → 13%, −2 points. Inside the 11-point floor: within noise.15% → 13%04
Secureframe3%18%50accepted challenger▼−4Since October 2026: 7% → 3%, −4 points. Inside the 11-point floor: within noise.7% → 3%
Secureframe3%18%50accepted challenger▼−4Since October 2026: 7% → 3%, −4 points. Inside the 11-point floor: within noise.7% → 3%05
Scrut Automation3%15%27accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%
Scrut Automation3%15%27accepted challenger▲+1Since October 2026: 2% → 3%, +1 point. Inside the 11-point floor: within noise.2% → 3%Show the five products at 0%, ordered by negative rate
10
ServiceNow Integrated Risk Management0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
ServiceNow Integrated Risk Management0%60%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
OneTrust Tech Risk & Compliance0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
OneTrust Tech Risk & Compliance0%25%16criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%06
Hyperproof0%18%40accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Hyperproof0%18%40accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Thoropass0%10%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Thoropass0%10%21accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
Scytale0%7%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Scytale0%7%15accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 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.
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 →
01020304050607080910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Vanta30%
Vanta30%02Drata30%
Drata30%03Sprinto13%
Sprinto13%04Secureframe3%
Secureframe3%05Scrut Automation3%
Scrut Automation3%06Hyperproof0%
Hyperproof0%07Scytale0%
Scytale0%08Thoropass0%
Thoropass0%09OneTrust Tech Risk & Compliance0%
OneTrust Tech Risk & Compliance0%10ServiceNow Integrated Risk Management0%
ServiceNow Integrated Risk Management0%What they warned about
Six of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Grok 4.20, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Vanta25%
17 of 67 labels negative · 11 of 14 models · 3 hard negative
“What to Avoid If Budget Is Tight… Vanta (~$10K–$35K+/yr)” Muse Glimmer 30B, negative prompt
Drata23%
15 of 65 labels negative · 10 of 14 models · 3 hard negative
“I stopped referring clients to Vanta, Drata, Secureframe, and the rest.” Muse Glimmer 30B, negative prompt
Secureframe18%
9 of 50 labels negative · 7 of 14 models · 2 hard negative
“A Reddit thread titled “Avoid Secureframe” claims: “Very unprofessional organization.”” Muse Glimmer 30B, negative prompt
Hyperproof18%
7 of 40 labels negative · 6 of 14 models
“Hyperproof as a complete enterprise GRC replacement: ... may lack the depth of broader platforms for risk assessment” Perplexity Sonar, 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. 870 links across 244 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.
28 answers · 46 citations · 10 models
vendor site · Vanta26 answers · 35 citations · 11 models
vendor site · Sprinto22 answers · 31 citations · 11 models
21 answers · 29 citations · 11 models
vendor site · UnderDefense20 answers · 23 citations · 10 models
18 answers · 23 citations · 8 models
18 answers · 22 citations · 8 models
vendor site · Drata15 answers · 18 citations · 8 models
vendor site · Guideflow15 answers · 16 citations · 7 models
vendor site · ComplyJet14 answers · 16 citations · 10 models
vendor site · SureCloud13 answers · 14 citations · 8 models
vendor site · G212 answers · 20 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.
20 answers · 10 models
19 answers · 9 models
17 answers · 8 models
10 answers · 10 models
9 answers · 6 models
9 answers · 7 models
9 answers · 7 models
9 answers · 7 models
9 answers · 6 models
9 answers · 6 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 | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|
| Vanta vanta.com | 30% | 381 | 40,500 | 1,219 | 72,260 | 120 | 1 |
| Drata drata.com | 30% | 368 | 9,900 | 257 | 36,413 | 54 | 7 |
| Sprinto sprinto.com | 13% | 256 | 2,400 | 79 | 26,896 | 43 | |
| LowerPlane lowerplane.com | 5% | 8 | 20 | 0 | 82 | ||
| Secureframe secureframe.com | 3% | 235 | 2,400 | 39 | 45,014 | 27 | |
| Scrut Automation scrut.io | 3% | 117 | 390 | 10 | 10,568 | 34 | 9 |
| Comp AI trycomp.ai | 3% | 17 | |||||
| ComplyJet complyjet.com | 3% | 26 | 90 | 0 | 2,025 | ||
| TrustCloud trustcloud.ai | 2% | 5 | |||||
| AuditKit | 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 mid-market B2B company?”Paraphrase“Which SOC 2 and ISO 27001 automation tool would you recommend to a mid-sized B2B company?”Comparative“What are the top compliance automation platforms and how do they differ?”Budget-constrained“What is the best compliance automation platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a compliance automation platform. What should we look at?”Negative“Which compliance automation platforms should I avoid or be cautious about?”
Claude Haiku 4.5VantaDrataChangedno first choiceLowerPlane, SecureSlateno first choiceagainst: Drata, Hyperproof, Secureframe, Vanta
Three alternatives
Drata, Hyperproof, SecureframeTwo alternatives
Scytale, SecureframeThree alternatives
Eramba, SimpleRisk, ZenGRCGPT-5.4 miniVantaSecureframeChangedDrata, VantaTrustCloud, Workhubagainst: Scrut Automationno first choiceagainst: Drata, Vanta
Two alternatives
Drata, HyperproofOne alternative
DrataFour alternatives
AuditBoard, Hyperproof, OneTrust Tech Risk & Compliance, SecureframeOne alternative
SOCLY.ioGemini 3.5 FlashDrata, VantaDrata, VantaHeldVantaSprintono first choiceagainst: Archer, ServiceNow Integrated Risk Managementagainst: Drata, Scrut Automation, Secureframe, Sprinto, Thoropass, Vanta
Four alternatives
AuditBoard, Hyperproof, Secureframe, SprintoTwo alternatives
Secureframe, SprintoFour alternatives
Drata, Hyperproof, Secureframe, SprintoSix alternatives
Drata, Scrut Automation, Scytale, Secureframe, Thoropass, VantaPerplexity SonarDrataDrataHeldVantaagainst: ServiceNow Integrated Risk ManagementSprintoagainst: Drata, Vantano first choiceagainst: Drata, Hyperproof, Secureframe, Sprinto, Thoropass, Vanta
Four alternatives
Hyperproof, Sprinto, Thoropass, VantaFour alternatives
Hyperproof, Secureframe, Sprinto, VantaEight alternatives
Drata, Hyperproof, LogicGate Risk Cloud, MetricStream, OneTrust Tech Risk & Compliance, Optro, Scrut Automation, SecureframeTwo alternatives
Probo, SecureframeGrok 4.20Vantaagainst: Hyperproof, OneTrust Tech Risk & ComplianceDrataChangedagainst: Hyperproof, Scrut Automation, Scytale, SecureframeDrata, Vantaagainst: LogicGate, NAVEXSprintoagainst: Drata, Vantano first choiceagainst: Delve, Drata, Secureframe, Vanta
Five alternatives
Drata, Scrut Automation, Secureframe, Sprinto, VComplyTwo alternatives
Sprinto, VantaThree alternatives
Centraleyes, Scytale, Vulcan CyberThree alternatives
Scrut Automation, Scytale, Secure PrivacyMistral SmallDrata, VantaDrata, VantaHeldagainst: Anecdotes.ai, HyperproofScytaleComplyJet, Sprintono first choiceagainst: Drata, Vanta
Three alternatives
Hyperproof, Sprinto, ThoropassFour alternatives
Scrut Automation, Secureframe, Sprinto, ThoropassSeven alternatives
Centraleyes, Drata, Iru, Secureframe, Strike Graph, Thoropass, VantaOne alternative
HyperproofDeepSeek V4 FlashVantaVantaHeldagainst: HyperproofSecureframe, VantaComp AIagainst: Drata, VantaVantaagainst: Archer, MetricStream, ServiceNow Integrated Risk Managementagainst: Apptega, Archer, ComplianceQuest, Drata, OneTrust Tech Risk & Compliance, Paycor, Paylocity, Scrut Automation, Vanta
Four alternatives
Drata, Hyperproof, Sprinto, VComplyTwo alternatives
Drata, SecureframeFour alternatives
Drata, Hyperproof, OneTrust Tech Risk & Compliance, SprintoThree alternatives
Secureframe, Sprinto, UnderDefense MAXI Compliance AIThree alternatives
Drata, Secureframe, SprintoLlama 4 Maverickno first choiceno first choiceHeldno first choiceSprintono first choicenothing named
Two alternatives
Identity Confluence, ProboQwen 3.7 FlashDrata, VantaDrata, VantaHeldScytaleHala Systems, Sprintono first choiceagainst: Archer, ServiceNow Integrated Risk Managementagainst: Archer, Diligent, MetricStream, ServiceNow Integrated Risk Management
Two alternatives
AuditBoard, SecureframeOne alternative
ThoropassThree alternatives
Centraleyes, Iru, SprintoThree alternatives
Drata, Secureframe, VantaKimi K2Drata, Sprintoagainst: SecureframeDrata, SecureframeChangedagainst: VantaVantaScrut Automation, Sprintoagainst: Drata, Vantano first choiceagainst: Drata, Hyperproof, Secureframe, Vanta
Two alternatives
Hyperproof, VantaOne alternative
ScytaleSeven alternatives
AuditBoard, Drata, Hyperproof, LogicGate, OneTrust Tech Risk & Compliance, Secureframe, SprintoOne alternative
ComplyJetGLM 4.7 FlashXDrata, VantaDrataChangedVantaLowerPlane, Scrut AutomationVantaagainst: Delve
Four alternatives
Hyperproof, OneTrust Tech Risk & Compliance, Sprinto, VComplyThree alternatives
Hyperproof, Scytale, VantaFive alternatives
Drata, Lockstep, Secureframe, Sprinto, ThoropassFour alternatives
ComplyAdvantage, Eramba, LowerPlane Compliance Toolkit, VelocityEHSFour alternatives
AuditBoard, Hyperproof, Scrut Automation, SureCloudMiniMax M2.5Drata, VantaDrataChangedVantaAuditKit, Comp AIagainst: Drata, Secureframe, Vantano first choiceagainst: CyberSaint, Drata, OneTrust Tech Risk & Compliance, ServiceNow Integrated Risk Management, Vanta
Two alternatives
Centraleyes, ScytaleTwo alternatives
Secureframe, VantaNine alternatives
AuditBoard, Drata, Hyperproof, LogicGate, OneTrust Tech Risk & Compliance, Scrut Automation, Secureframe, ServiceNow Integrated Risk Management, SprintoThree alternatives
Klaay, Risk Cognizance, iAuditorGPT-6 LunaVantaDrataChangedVantaComplyJetno first choiceagainst: Vanta
Four alternatives
Drata, Hyperproof, Secureframe, SprintoOne alternative
VantaEight alternatives
AuditBoard, Drata, Hyperproof, OneTrust Tech Risk & Compliance, Secureframe, ServiceNow Integrated Risk Management, Sprinto, ThoropassOne alternative
SprintoMuse Glimmer 30BVantaDrata, VantaChangedDrata, VantaLowerPlaneno first choiceagainst: NICE Actimizeagainst: Delve, Drata, OneTrust Tech Risk & Compliance, Secureframe, Vanta
Six alternatives
Drata, Hyperproof, Onspring, Scrut Automation, Secureframe, SprintoThree alternatives
Scytale, Secureframe, SprintoSix alternatives
Hyperproof, LogicGate, MetricStream, OneTrust Tech Risk & Compliance, Scytale, ServiceNow GRC IRMFour alternatives
Cflow, PowerDMS, Secure Privacy, SprintoBold 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 16:24 | yes | 15 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:59 | yes | 2 | 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 16:43 | yes | 12 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 14:27 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:39 | yes | 5 | 8 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:52 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:23 | yes | 25 | 31 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:11 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 18:14 | no | 0 | 29 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:49 | yes | 15 | 27 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:07 | yes | 15 | 26 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:23 | yes | 5 | 26 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:58 | yes | 2 | 15 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:40 | yes | 15 | 22 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:35 | yes | 16 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:21 | yes | 2 | 6 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 15:03 | yes | 11 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 12:52 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:00 | yes | 10 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:42 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 16:03 | yes | 21 | 47 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:03 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:03 | yes | 5 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:14 | yes | 15 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:04 | yes | 22 | 56 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:58 | yes | 25 | 54 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:56 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:48 | yes | 13 | 20 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 15 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 18:15 | yes | 4 | 7 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 14:06 | yes | 11 | 20 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 15:51 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:42 | yes | 5 | 43 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:34 | yes | 7 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:14 | yes | 25 | 31 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:33 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:46 | yes | 5 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:45 | yes | 10 | 21 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:12 | yes | 19 | 85 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 15:19 | yes | 12 | 83 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:37 | yes | 11 | 29 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:50 | yes | 24 | 43 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 15:58 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 16:44 | yes | 4 | 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 17:52 | yes | 6 | 19 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 17:56 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:04 | yes | 24 | 13 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 15:13 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 17:30 | yes | 22 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:56 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:16 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 19:17 | yes | 10 | 38 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 19:44 | yes | 24 | 75 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:42 | yes | 19 | 62 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:02 | yes | 2 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:49 | yes | 12 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:26 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 17:25 | no | 0 | 7 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 11:29 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 08:38 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:38 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:24 | no | 0 | 2 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:08 | yes | 24 | 36 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:43 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 16:55 | yes | 5 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:55 | yes | 10 | 19 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:54 | yes | 22 | 38 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:36 | no | 0 | 18 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:44 | yes | 2 | 15 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:55 | yes | 14 | 25 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 18:28 | yes | 19 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:48 | yes | 3 | 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 16:25 | yes | 13 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:51 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:17 | yes | 15 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:09 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:02 | yes | 24 | 50 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:37 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:31 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:47 | yes | 24 | 24 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:48 | yes | 23 | 33 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:52 | no | 0 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 18:59 | yes | 2 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 13:13 | yes | 20 | 32 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
Scrut read as Scrut Automation
ServiceNow read as ServiceNow Integrated Risk Management
ServiceNow (Compliance Management Module) read as ServiceNow Integrated Risk Management
Unresolved, counted raw
Account Ability
AuditKit
Corfix
Hala Systems
Ivanti Governance, Risk and Compliance
Lockstep
LowerPlane Compliance Toolkit (GitHub)
Optro AuditBoard
Paycor
PlanetVerify
SOCLY.io
ServiceNow GRC IRM
Taxwire
Workhub
heyData
Discontinued, still offered
No shut-down product was recommended here.