GRC platforms for small business buyers
Asked as “GRC platform”, and as “governance, risk and compliance tool”, on behalf of a small B2B company. 61 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
30%
Contested · Sprinto 18%
30Vanta18Sprinto16Drata36others
30% of first choices, contested.
Since September 2026▲+7Since September 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Vanta held the lead, +7 points on 22%, 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
Vanta30%Contested▲+7Since September 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-market
Hyperproof19%Contested▲+3Since September 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →Enterprise
MetricStream24%Contested↗new leaderNew leader since September 2026: MetricStream (25%) replaces ServiceNow Integrated Risk Management (36% then, 11% now), 14 points clear, past the 11-point floor.Standing →
Vanta30%Contested▲+7Since September 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.This pageMid-marketHyperproof19%Contested▲+3Since September 2026: 14% → 17%, +3 points. Inside the 11-point floor: within noise. Read over the models both editions asked.Standing →EnterpriseMetricStream24%Contested↗new leaderNew leader since September 2026: MetricStream (25%) replaces ServiceNow Integrated Risk Management (36% then, 11% now), 14 points clear, past the 11-point floor.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 September 2026
01Vanta30%18%55accepted challenger▲+7Since September 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 29%
Vanta30%18%55accepted challenger▲+7Since September 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 29%02
Sprinto18%0%44accepted challenger▼−5Since September 2026: 22% → 17%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 17%
Sprinto18%0%44accepted challenger▼−5Since September 2026: 22% → 17%, −5 points. Inside the 11-point floor: within noise. Read over the models both editions asked.22% → 17%03
Drata16%7%60accepted challenger▲+10Since September 2026: 9% → 19%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 19%
Drata16%7%60accepted challenger▲+10Since September 2026: 9% → 19%, +10 points. Inside the 11-point floor: within noise. Read over the models both editions asked.9% → 19%04
SimpleRisk8%8%13accepted challenger▼−7Since September 2026: 15% → 8%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 8%
SimpleRisk8%8%13accepted challenger▼−7Since September 2026: 15% → 8%, −7 points. Inside the 11-point floor: within noise. Read over the models both editions asked.15% → 8%05
Secureframe7%6%33accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%
Secureframe7%6%33accepted challenger▲+2Since September 2026: 4% → 6%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.4% → 6%06
Scrut Automation3%9%11accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%
Scrut Automation3%9%11accepted challenger▲+2Since September 2026: 2% → 4%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.2% → 4%Show the six products at 0%, ordered by negative rate
11
Archer0%91%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Archer0%91%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%10MetricStream0%91%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
MetricStream0%91%23criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%12
ServiceNow Integrated Risk Management0%89%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
ServiceNow Integrated Risk Management0%89%28criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%09
OneTrust GRC0%69%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
OneTrust GRC0%69%13criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%08
LogicGate0%27%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
LogicGate0%27%15criticized challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%07Hyperproof0%6%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.0% → 0%
Hyperproof0%6%17accepted challenger=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.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 is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. 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 twenty-eight head-to-head pages: the top eight products, each against each
Hyperproof vs SecureframeHyperproof vs LogicGateHyperproof vs LogicGate Risk CloudHyperproof vs SprintoVanta vs ZenGRCVanta vs DrataVanta vs SecureframeVanta vs LogicGateVanta vs LogicGate Risk CloudVanta vs SprintoZenGRC vs DrataZenGRC vs SecureframeZenGRC vs LogicGateZenGRC vs LogicGate Risk CloudZenGRC vs SprintoDrata vs SecureframeDrata vs LogicGateDrata vs LogicGate Risk CloudDrata vs SprintoSecureframe vs LogicGateSecureframe vs LogicGate Risk CloudSecureframe vs SprintoLogicGate vs LogicGate Risk CloudLogicGate vs SprintoLogicGate Risk Cloud vs Sprinto
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 →
010203040506070809101112Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Vanta30%
Vanta30%02Sprinto18%
Sprinto18%03Drata16%
Drata16%04SimpleRisk8%
SimpleRisk8%05Secureframe7%
Secureframe7%06Scrut Automation3%
Scrut Automation3%07Hyperproof0%
Hyperproof0%08LogicGate0%
LogicGate0%09OneTrust GRC0%
OneTrust GRC0%10MetricStream0%
MetricStream0%11Archer0%
Archer0%12ServiceNow Integrated Risk Management0%
ServiceNow Integrated Risk Management0%What they warned about
Four of fourteen models held their first choice under the paraphrase. GPT-5.4 mini, Perplexity Sonar, Mistral Small, DeepSeek V4 Flash, Qwen 3.7 Flash, 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.
ServiceNow Integrated Risk Management89%
25 of 28 labels negative · 13 of 14 models · 15 hard negative
“platforms like ServiceNow, MetricStream, or Archer are out of the question—they are overly complex and easily scale into six-figure annual contracts.”” Muse Glimmer 30B, negative prompt
MetricStream91%
21 of 23 labels negative · 12 of 14 models · 13 hard negative
“are out of the question—they are overly complex and can easily cost tens of thousands of dollars annually” Gemini 3.5 Flash, budget prompt
Archer91%
21 of 23 labels negative · 11 of 14 models · 15 hard negative
““Platforms like RSA Archer and MetricStream are powerful but come with high costs and steep learning curves, making them unsuitable for small teams”” Muse Glimmer 30B, negative prompt
OneTrust GRC69%
9 of 13 labels negative · 7 of 14 models · 6 hard negative
“Small businesses should avoid or be cautious about OneTrust GRC, ServiceNow IRM, MetricStream, AuditBoard, and IBM OpenPages due to high costs, complexity” Mistral Small, negative prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
76 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. 987 links across 197 sites, every framing counted. Ranked by the number of answers carrying the site or page. 3 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
vendor site · Vanta40 answers · 62 citations · 12 models
40 answers · 50 citations · 10 models
vendor site · ComplyJet35 answers · 37 citations · 12 models
vendor site · RiskWatch29 answers · 32 citations · 9 models
vendor site · ZenGRC22 answers · 29 citations · 9 models
vendor site · Sprinto20 answers · 36 citations · 10 models
20 answers · 20 citations · 9 models
20 answers · 20 citations · 6 models
vendor site · Resolver18 answers · 18 citations · 8 models
vendor site · G216 answers · 20 citations · 8 models
15 answers · 20 citations · 10 models
vendor site · FitGap14 answers · 14 citations · 9 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.
37 answers · 10 models
33 answers · 11 models
26 answers · 9 models
22 answers · 9 models
20 answers · 9 models
20 answers · 6 models
18 answers · 8 models
14 answers · 8 models
14 answers · 7 models
13 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 grc platform”, “grc platform”, “grc 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 |
|---|---|---|---|---|---|---|
| Vanta vanta.com | 30% | 500 | 40,500 | 1,219 | 72,260 | 120 |
| Sprinto sprinto.com | 18% | 234 | 2,400 | 79 | 26,896 | 43 |
| Drata drata.com | 16% | 390 | 9,900 | 257 | 36,413 | 54 |
| SimpleRisk simplerisk.com | 8% | 30 | 210 | 1 | 236 | 4 |
| Secureframe secureframe.com | 7% | 232 | 2,400 | 39 | 45,014 | 27 |
| Scrut Automation scrut.io | 3% | 63 | 390 | 10 | 10,568 | 34 |
| ComplyJet complyjet.com | 3% | 38 | 90 | 0 | 2,025 | |
| Kopexa kopexa.com | 3% | 3 | ||||
| StandardFusion standardfusion.com | 2% | 23 | 90 | 5 | 17 | 0 |
| Orbiq orbiqhq.com | 2% | 27 | 30 | 0 | 53 |
Google's top ten for the three searches hold 20 sites; 0 of them are among the sites the models cited here. The first result for “best grc platform” is reddit.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 GRC platform for a small B2B company?”Paraphrase“Which governance, risk and compliance tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top GRC platforms for a small team and how do they differ?”Budget-constrained“What is the best GRC platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a GRC platform. What should we look at?”Negative“Which GRC platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Drataagainst: VantaDrataHeldDrata, Vantaagainst: LogicGateSprintono first choiceagainst: Archer, LogicGate Risk Cloud, MetricStream, Optro, Secureframe, ServiceNow Integrated Risk Management, Vanta
Two alternatives
Osano, SprintoThree alternatives
Compliance Manager GRC, Risk Cognizance, StandardFusionThree alternatives
Hyperproof, Secureframe, SprintoTwo alternatives
RealCISO, SecureframeGPT-5.4 miniVantaDrata, VantaChangedDrata, Vantaagainst: AuditBoard, OneTrust GRC, OptroMitti, Vantaagainst: Hyperproof, Onspringno first choiceagainst: Archer, MetricStream, OneTrust GRC, SAP GRC, ServiceNow Integrated Risk Management
Two alternatives
Drata, SecureframeTwo alternatives
Hyperproof, SimpleRiskOne alternative
SecureframeOne alternative
DrataGemini 3.5 FlashVantaagainst: Archer, MetricStream, ServiceNow Integrated Risk ManagementVantaHeldagainst: Archer, MetricStream, ServiceNow Integrated Risk ManagementVantaagainst: Archer, MetricStream, ServiceNow Integrated Risk ManagementCISO Assistant, SimpleRiskagainst: Archer, Drata, MetricStream, ServiceNow Integrated Risk Management, VantaDrata, Vantaagainst: Archer, LogicGate, ServiceNow Integrated Risk Managementagainst: Archer, IBM OpenPages, MetricStream, ServiceNow Risk/GRC
Four alternatives
Drata, Sprinto, Thoropass, TrustCloudFour alternatives
Drata, Sprinto, Thoropass, TrustCloudFour alternatives
Drata, Secureframe, Sprinto, ThoropassThree alternatives
CIS CSAT, RealCISO, SprintoThree alternatives
Scrut Automation, Sprinto, ThoropassPerplexity SonarScrut Automationagainst: VantaSprintoChangedDrata, Sprintoagainst: VantaSprinto, StandardFusionagainst: Drata, Scrut Automationno first choiceagainst: Archer, IBM OpenPages, MetricStream, Riskonnect
Two alternatives
Drata, SprintoTwo alternatives
Drata, StandardFusionFour alternatives
6clicks, Scrut Automation, Scytale, StandardFusionGrok 4.1 FastSprintoagainst: Archer, OneTrust GRCSprintoHeldagainst: MetricStream, ServiceNow Integrated Risk ManagementSprinto, Vantaagainst: Archer, IBM OpenPages, MetricStream, ServiceNow Integrated Risk ManagementErambaagainst: MetricStream, ServiceNow Integrated Risk ManagementVantaagainst: Archer, Diligent One, MetricStream, OneTrust GRC, Riskonnect, ServiceNow Integrated Risk Management
Four alternatives
6clicks, Drata, Scrut Automation, VantaTwo alternatives
Drata, VantaFour alternatives
Drata, Hyperproof, LogicGate, StandardFusionThree alternatives
Captain Compliance, SimpleRisk, SprintoFour alternatives
Drata, Hyperproof, Sprinto, ZenGRCMistral SmallDrata, OrbiqScrut AutomationChangedAuditBoard, LogicGateagainst: MetricStream, ServiceNow Integrated Risk ManagementSecureframeno first choiceagainst: AuditBoard, IBM OpenPages, MetricStream, OneTrust GRC, ServiceNow Integrated Risk Management
One alternative
SprintoThree alternatives
Governance360, Hyperproof, TeamMate Risk & ComplianceDeepSeek V4 FlashSprintoagainst: Archer, MetricStream, ServiceNow Integrated Risk ManagementVantaChangedDrata, Vantaagainst: Eramba, LogicGate Risk Cloud, MetricStream, ServiceNow Integrated Risk Management, SimpleRiskComplyJet, Kopexaagainst: VantaDrata, Secureframe, Sprinto, Vantaagainst: Archer, OneTrust GRC, ServiceNow Integrated Risk Managementagainst: Archer, LogicGate Risk Cloud, RiskWatch, ServiceNow Integrated Risk Management, Vanta
Four alternatives
Drata, Scrut Automation, Secureframe, VantaThree alternatives
Drata, Secureframe, SprintoThree alternatives
Hyperproof, Secureframe, SprintoTwo alternatives
Drata, SecureframeLlama 4 Maverickno first choiceno first choiceHeldDrata, Vantaagainst: MetricStream, ServiceNow Integrated Risk ManagementSecureframeno first choicenothing named
Two alternatives
Comp AI, HyperproofQwen 3.7 FlashDrata, VantaVantaChangedagainst: Archer, MetricStream, ServiceNow Integrated Risk ManagementDrataVComplianceagainst: ClickUpno first choiceagainst: Archer, IBM OpenPages, LogicGate Realize Risk, OneTrust GRC, SAP GRC, ServiceNow Integrated Risk Management
Two alternatives
Keel, SimpleRiskTwo alternatives
Drata, SprintoThree alternatives
Secureframe, Sprinto, VantaTwo alternatives
Sprinto, VantaKimi K2VantaDrata, VantaChangedDrata, VantaSimpleRiskagainst: LogicGate, RiskWatch, Vanta, ZenGRCno first choiceagainst: AuditBoard, MetricStream, OneTrust GRC, ServiceNow Integrated Risk Management
Three alternatives
Drata, Hyperproof, ZenGRCThree alternatives
LogicGate Risk Cloud, Secureframe, ZenGRCFour alternatives
Eramba, Hyperproof, SimpleRisk, ZenGRCTwo alternatives
Kopexa, VComplyGLM 4.7 FlashXVantaSprintoChangedagainst: AuditBoardDrata, VantaSimpleRiskagainst: Gigachad GRCno first choiceagainst: Archer, LogicGate, MetricStream, ServiceNow Integrated Risk Management, SoftExpert Suite
Three alternatives
Drata, Ethicontrol, ZenGRCFive alternatives
Camms Internal Controls, LogicGate, Secureframe, SimpleRisk, SprintoTwo alternatives
CISO Assistant, Captain ComplianceMiniMax M2.5Drata, VantaDrata, SprintoChangedagainst: Archerno first choiceClickUp, SimpleRiskno first choiceagainst: ServiceNow Integrated Risk Managementnothing named
Two alternatives
Orbiq, SprintoTwo alternatives
LogicGate, OnspringTwo alternatives
C1Risk, Governance360GPT-6 LunaSecureframeVantaChangedDrata, Secureframe, Sprinto, VantaSimpleRiskno first choiceagainst: Archer, Drata, IBM OpenPages, ServiceNow Integrated Risk Management, Vanta
Three alternatives
Drata, Sprinto, VantaOne alternative
DrataThree alternatives
GRCBoard, Hyperproof, ThoropassOne alternative
SecureframeMuse Glimmer 30BVantaSprinto, VantaChangedDrata, VantaComplyJet, Kopexa, Sprintoagainst: Drata, Secureframe, Vantano first choiceagainst: Archer, AuditBoard, Diligent One, IBM OpenPages, MetricStream, OneTrust GRC, ServiceNow Integrated Risk Management, Workiva
Four alternatives
6clicks, Drata, Secureframe, SprintoOne alternative
SimpleRiskSix alternatives
ComplyJet, Orbiq, Scrut Automation, Secureframe, Sprinto, ZenGRCTwo alternatives
Eramba, SimpleRiskBold 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. Full answer text is in the free responses file. Download the record
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 | 2026-10-01 09:58 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:53 | yes | 3 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:48 | yes | 9 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-01 12:51 | yes | 18 | 7 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:26 | yes | 24 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:07 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:57 | yes | 24 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:52 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 13:51 | yes | 13 | 37 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 09:05 | yes | 13 | 18 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 08:54 | yes | 22 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:43 | yes | 5 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:15 | yes | 4 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 10:58 | yes | 15 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 08:12 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 08:27 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:25 | yes | 11 | 18 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-01 10:18 | yes | 18 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 13:45 | yes | 21 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:42 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 08:41 | yes | 25 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:05 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:56 | yes | 10 | 34 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:58 | yes | 19 | 22 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 09:18 | yes | 24 | 31 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 12:54 | yes | 8 | 66 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-01 08:53 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:43 | yes | 24 | 48 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 09:45 | yes | 12 | 12 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:51 | yes | 5 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:52 | yes | 12 | 21 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-01 09:41 | yes | 19 | 7 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 10:16 | yes | 21 | 8 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:10 | yes | 25 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 09:30 | yes | 24 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:12 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:32 | no | 0 | 29 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 10:05 | yes | 18 | 38 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:43 | yes | 23 | 67 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 07:52 | yes | 5 | 33 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-01 10:00 | yes | 7 | 30 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 09:51 | yes | 13 | 29 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 12:14 | yes | 18 | 9 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 11:39 | yes | 4 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 13:45 | yes | 14 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-01 08:23 | yes | 20 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:31 | yes | 25 | 6 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 09:40 | yes | 5 | 2 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 11:16 | yes | 23 | 32 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 13:49 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 11:37 | no | 0 | 32 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 11:19 | yes | 10 | 18 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 10:24 | yes | 19 | 33 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:59 | yes | 9 | 12 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 07:36 | yes | 2 | 19 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:15 | yes | 15 | 27 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 13:48 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 10:36 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 10:03 | yes | 9 | 30 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-01 11:39 | yes | 19 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:12 | yes | 16 | 10 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 10:20 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:35 | yes | 16 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 09:50 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 08:33 | yes | 5 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 08:05 | yes | 10 | 17 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 07:46 | yes | 14 | 19 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 10:40 | no | 0 | 8 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-01 13:00 | yes | 2 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 08:01 | yes | 12 | 32 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-01 07:47 | yes | 17 | 11 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-01 12:46 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-01 09:26 | yes | 10 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-01 10:53 | yes | 20 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-01 11:26 | yes | 21 | 8 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-01 11:00 | yes | 10 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-01 12:58 | yes | 22 | 32 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-01 10:33 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-01 10:43 | no | 0 | 34 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-01 07:41 | yes | 23 | 21 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-01 11:45 | yes | 20 | 100 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-01 11:25 | no | 0 | 16 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-01 09:30 | yes | 2 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-01 13:32 | yes | 12 | 25 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
Diligent read as Diligent One
OneTrust read as OneTrust GRC
Scrut read as Scrut Automation
ServiceNow read as ServiceNow Integrated Risk Management
Unresolved, counted raw
C1Risk
Camms Internal Controls
GRCBoard
Gigachad GRC
Keel
LogicGate Realize Risk
ServiceNow Risk/GRC (Integrated Risk Management)
SimpliRisk
Sirene
SoftExpert Suite
VCompliance
Discontinued, still offered
No shut-down product was recommended here.