AI governance platforms
Asked as “AI governance platform”, and as “tool to govern AI models and AI use cases”, on behalf of a mid-market B2B company. 57 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the November 2026 Edition.
Standing · first-choice share
19%
Contested · dope.security 12%
19Credo AI12dope.security07Strac61others
19% of first choices, contested.
Since October 2026▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.Credo AI held the lead, +1 point on 18%, 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
Strac43%Clear leader▲+12Since October 2026: 31% → 43%, +12 points. Past the 11-point floor: movement.Standing →Mid-market
Credo AI19%Contested▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.This pageEnterpriseIBM watsonx.governance29%Contested▲+7Since October 2026: 22% → 29%, +7 points. Inside the 11-point floor: within noise.Standing →
Strac43%Clear leader▲+12Since October 2026: 31% → 43%, +12 points. Past the 11-point floor: movement.Standing →Mid-marketCredo AI19%Contested▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.This pageEnterpriseIBM watsonx.governance29%Contested▲+7Since October 2026: 22% → 29%, +7 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
01Credo AI19%18%49accepted challenger▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.18% → 19%
Credo AI19%18%49accepted challenger▲+1Since October 2026: 18% → 19%, +1 point. Inside the 11-point floor: within noise.18% → 19%03Strac7%0%11accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 11-point floor: within noise.12% → 7%
Strac7%0%11accepted challenger▼−5Since October 2026: 12% → 7%, −5 points. Inside the 11-point floor: within noise.12% → 7%04
Microsoft Purview5%12%24accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise.0% → 5%
Microsoft Purview5%12%24accepted challenger▲+5Since October 2026: 0% → 5%, +5 points. Inside the 11-point floor: within noise.0% → 5%05
Vanta4%10%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%
Vanta4%10%10accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 11-point floor: within noise.0% → 4%06
Holistic AI2%13%31accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Holistic AI2%13%31accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%07
Fiddler AI2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%
Fiddler AI2%5%20accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise.0% → 2%08IBM watsonx.governance2%39%41criticized challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Show the two products at 0%, ordered by negative rate
10
OneTrust AI Governance0%39%41criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
OneTrust AI Governance0%39%41criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%09
ModelOp Center0%26%19criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 0%
ModelOp Center0%26%19criticized challenger▼−4Since October 2026: 4% → 0%, −4 points. Inside the 11-point floor: within noise.4% → 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 twenty-eight head-to-head pages: the top eight products, each against each
Credo AI vs VantaCredo AI vs Holistic AICredo AI vs Fiddler AICredo AI vs IBM watsonx.governancedope.security vs Stracdope.security vs Microsoft Purviewdope.security vs Vantadope.security vs Holistic AIdope.security vs Fiddler AIdope.security vs IBM watsonx.governanceStrac vs Microsoft PurviewStrac vs VantaStrac vs Holistic AIStrac vs Fiddler AIStrac vs IBM watsonx.governanceMicrosoft Purview vs VantaMicrosoft Purview vs Holistic AIMicrosoft Purview vs Fiddler AIMicrosoft Purview vs IBM watsonx.governanceVanta vs Holistic AIVanta vs Fiddler AIVanta vs IBM watsonx.governanceHolistic AI vs Fiddler AIHolistic AI vs IBM watsonx.governanceFiddler AI vs IBM watsonx.governance
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 →
01d02
0304050607I08
0910Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Credo AI19%
Credo AI19%02dope.security12%
03Strac7%
Strac7%04Microsoft Purview5%
Microsoft Purview5%05Vanta4%
Vanta4%06Holistic AI2%
Holistic AI2%07Fiddler AI2%
Fiddler AI2%08IBM watsonx.governance2%
09ModelOp Center0%
ModelOp Center0%10OneTrust AI Governance0%
OneTrust AI Governance0%What they warned about
Four of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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.
OneTrust AI Governance39%
16 of 41 labels negative · 10 of 14 models · 2 hard negative
“Enterprise-only platforms (OneTrust, Holistic AI, ModelOp) – typically $30K–$150K+/year” MiniMax M2.5, budget prompt
IBM watsonx.governance
39%
16 of 41 labels negative · 9 of 14 models · 4 hard negative
“Avoid for mid-market: Heavy enterprise tools like IBM watsonx.governance, BigID, or ModelOp” Grok 4.20, direct prompt
Credo AI18%
9 of 49 labels negative · 8 of 14 models · 1 hard negative
“$25K–$45K+/year | Enterprise-focused” DeepSeek V4 Flash, budget prompt
ModelOp Center26%
5 of 19 labels negative · 5 of 14 models · 3 hard negative
“Avoid for mid-market: Heavy enterprise tools like IBM watsonx.governance, BigID, or ModelOp” Grok 4.20, direct 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
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. 879 links across 279 sites, every framing counted. Ranked by the number of answers carrying the site or page. 50 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 · Superblocks32 answers · 43 citations · 12 models
vendor site · GitHub18 answers · 34 citations · 8 models
17 answers · 26 citations · 9 models
17 answers · 17 citations · 9 models
17 answers · 17 citations · 9 models
16 answers · 23 citations · 9 models
vendor site · SourceForge14 answers · 15 citations · 8 models
vendor site · UpGuard14 answers · 14 citations · 6 models
vendor site · Govern36513 answers · 13 citations · 8 models
12 answers · 12 citations · 7 models
11 answers · 17 citations · 6 models
vendor site · G211 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.
24 answers · 10 models
17 answers · 9 models
16 answers · 9 models
14 answers · 8 models
14 answers · 6 models
13 answers · 8 models
12 answers · 5 models
11 answers · 7 models
11 answers · 10 models
11 answers · 8 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 “ai governance platform”, “ai governance platforms”, “best ai governance platform”. 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 |
|---|---|---|---|---|---|---|
| Credo AI credo.ai | 19% | 156 | 2,400 | 59 | 9,753 | 5 |
| dope.security dope.security | 12% | 24 | ||||
| Strac strac.io | 7% | 81 | 3,600 | 26 | 6,518 | 1 |
| Microsoft parent site Microsoft Purview 5% | 5% | 514 | 2,240,000 | 403,136 | ||
| Govarna govarna.com | 5% | 10 | ||||
| Openlayer openlayer.com | 5% | 10 | ||||
| Trustible trustible.ai | 5% | 15 | 320 | 1 | 376 | 5 |
| Vanta vanta.com | 4% | 381 | 40,500 | 1,219 | 72,260 | 120 |
| Govern365 govern365.ai | 4% | 12 | ||||
| MLflow mlflow.org | 4% | 58 | 9,900 | 438 | 6,498 | 1 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (gartner.com). The first result for “ai governance 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 AI governance platform for a mid-market B2B company?”Paraphrase“Which tool to govern AI models and AI use cases would you recommend to a mid-sized B2B company?”Comparative“What are the top AI governance platforms and how do they differ?”Budget-constrained“What is the best AI governance platform for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating an AI governance platform. What should we look at?”Negative“Which AI governance platforms should I avoid or be cautious about?”
Claude Haiku 4.5Credo AIDataiku DSS, Lumenova AIChangedCredo AIMicrosoft Purviewagainst: IBM watsonx.governanceno first choicenothing named
Three alternatives
Govern365, Holistic AI, Walled AITwo alternatives
Credo AI, Holistic AIFour alternatives
Holistic AI, IBM watsonx.governance, Monitaur, OneTrust AI GovernanceThree alternatives
Bifrost, Qlik Staige, StracGPT-5.4 miniCredo AIIBM watsonx.governance, Microsoft's AI governance stackChangedIBM watsonx.governanceTrustibleagainst: OneTrust AI Governanceno first choicenothing named
Two alternatives
IBM watsonx.governance, OneTrust AI GovernanceFive alternatives
Collibra, Databricks AI governance / Unity Catalog / Unity Gateway, Google Cloud, Microsoft Azure AI Foundry Control Plane, ModelOp CenterTwo alternatives
Credo AI, IBM watsonx.governanceGemini 3.5 FlashCredo AIagainst: OneTrust AI GovernanceCredo AIHeldagainst: Collibra, IBM watsonxCredo AIEvidently AI, Langfuse, MLflowagainst: Credo AI, IBM watsonx.governance, OneTrust AI Governanceno first choicenothing named
Four alternatives
Fiddler AI, ModelOp Center, Trustible, VantaSix alternatives
Arize AI, Drata, Fiddler AI, Monitaur, Trustible, Vanta AI GovernanceEight alternatives
AWS SageMaker Model Governance, Arthur AI, DataRobot Enterprise AI Governance, Fiddler AI, Holistic AI, IBM watsonx.governance, Microsoft Purview, OneTrust AI GovernanceNine alternatives
AWS SageMaker Governance, Azure Machine Learning, FairLearn, Google Cloud Vertex AI Governance, Microsoft Purview, Passorra, Promptfoo, Sprinto, VantaPerplexity SonarCredo AICredo AIHeldagainst: IBM watsonx.governance, ModelOp CenterCredo AIArize Phoenix, FairLearn, MLflow, NVIDIA NeMo Guardrailsno first choiceagainst: AWS, Credo AI, Google Cloud, Holistic AI, IBM watsonx.governance, Microsoft, OneTrust AI Governance, ServiceNow AI Control Tower
Five alternatives
AWS SageMaker AI Governance, Govarna, Microsoft Purview, OneTrust AI Governance, SpeakeasyFour alternatives
Arize AI, Fiddler AI, Microsoft Purview, OneTrust AI GovernanceFifteen alternatives
Arize AI, Collibra AI Governance, DataRobot, Dataiku, Decube, Fiddler AI, Firefly AI, Holistic AI, IBM watsonx.governance, Lakera, Microsoft Purview, ModelOp Center, Monitaur, NeuralTrust, OneTrust AI GovernanceThree alternatives
Fiddler AI, Microsoft Purview, StracGrok 4.20Microsoft Purviewagainst: Amazon SageMaker, BigID, Databricks Unity Catalog, IBM watsonx.governance, ModelOp CenterMicrosoft PurviewHeldCredo AI, IBM watsonx.governancePrompts.ai, Stracagainst: Credo AI, Drata, IBM watsonx.governance, OneTrust AI Governance, Sprintono first choiceagainst: Google Cloud Responsible AI or Vertex AI governance tools, IBM watsonx.governance, Microsoft Purview
Five alternatives
Credo AI, Drata, Holistic AI, Vanta, dope.securityEight alternatives
Credo AI, Fiddler AI, Google Gemini, Grip Security, Holistic AI, Mend AI, Strac, VantaSix alternatives
Arize AI, Arthur AI, Fiddler AI, Galileo, Lakera, Robust IntelligenceMistral SmallGovarnadope.securityChangedagainst: Credo AI, Drata, Holistic AI, OneTrust AI Governance, VantaIBM watsonx.governanceStracno first choiceagainst: Collibra, Fiddler AI, Holistic AI, Microsoft Purview, ServiceNow AI Control Tower
Two alternatives
Govern365, dope.securityTwo alternatives
Gemini Enterprise Agent Platform, VelatirSix alternatives
Holistic AI, Merge for Workforce, ModelOp Center, OneTrust AI Governance, Securiti AI Governance, SuperblocksThree alternatives
Microsoft Purview, Openlayer, Qlik StaigeDeepSeek V4 FlashVantaagainst: IBM watsonx.governance, OneTrust AI Governance, ServiceNow AI GovernanceCredo AI, VantaChangedagainst: OneTrust AI GovernanceCredo AIagainst: CoreWeave ForgeAurora Trustagainst: Credo AI, IBM watsonx.governance, OneTrust AI Governance, Saidot, Trustibleno first choiceagainst: Google Cloud, IBM watsonx.governance, Microsoft, OneTrust AI Governance
Three alternatives
Credo AI, Govarna, Holistic AIFive alternatives
Drata, Holistic AI, Microsoft Purview, Pillar Security, dope.securitySix alternatives
Holistic AI, IBM watsonx.governance, Microsoft Purview, ModelOp Center, OneTrust AI Governance, Securiti AI GovernanceFour alternatives
Portkey, Purview Suite, Respan, StracEight alternatives
Credo AI, Govern365, Holistic AI, IBM watsonx.governance, OneTrust AI Governance, Vanta, Willow, dope.securityLlama 4 Maverickdope.securitydope.securityHeldno first choiceSuperblocksno first choiceagainst: IBM watsonx.governance
Three alternatives
Cakewalk, Govern365, Pillar SecurityFour alternatives
Deeploy, Govern365, MineOS, MontroFour alternatives
Microsoft Purview, Openlayer, Qlik Staige, StracQwen 3.7 FlashGovarnadope.securityChangedCredo AIOpenlayeragainst: Credo AI, IBM watsonx, ModelOp Center, OneTrust AI Governance, Securiti AI Governanceno first choicenothing named
Three alternatives
Credo AI, Govern365, dope.securityTwo alternatives
Credo AI, VelatirFive alternatives
ArRIA AI, Fiddler AI, Holistic AI, IBM watsonx.governance, OneTrust AI GovernanceThree alternatives
Microsoft Purview, Superblocks, ZapierKimi K2Govarnaagainst: Credo AI, OneTrust AI GovernanceCredo AIChangedagainst: Govern365, IBM OpenPages, IBM watsonx.governance, Microsoft Purview, OneTrust AI GovernanceCredo AIPrivacyForgeagainst: Credo AI, IBM watsonx.governance, OneTrust AI GovernanceCredo AI, Enzai, Holistic AI, Trustibleagainst: Atlan, Collibra, IBM OpenPages, ServiceNow Integrated Risk Managementnothing named
One alternative
VantaOne alternative
Holistic AISix alternatives
Arize AI, Arthur AI, Fiddler AI, Holistic AI, IBM watsonx.governance, OneTrust AI GovernanceFour alternatives
Fiddler AI, Lakera, LiteLLM, StracGLM 4.7 FlashXGovern365dope.securityChangedCredo AIagainst: OneTrust AI GovernanceOpenlayerno first choiceagainst: Drata
Two alternatives
IBM watsonx.governance, dope.securityTwo alternatives
Credo AI, Microsoft PurviewSix alternatives
Azure AI Foundry, Confident AI, HiddenLayer, Holistic AI, IBM watsonx.governance, Microsoft PurviewSix alternatives
Bifrost, Fairly AI, MLflow Model Registry, Prompts.ai, Superblocks, WhyLabsMiniMax M2.5Credo AIGovern365Changedno first choiceFiddler AI, Openlayeragainst: Holistic AI, ModelOp Center, OneTrust AI Governanceno first choiceagainst: Google Cloud, IBM watsonx.governance, Microsoft
Three alternatives
Drata, Govarna, IBM watsonx.governanceFour alternatives
Credo AI, Fiddler AI, IBM watsonx.governance, Microsoft PurviewEight alternatives
Apono Agent Privilege Guard, Credo AI, Holistic AI, IBM watsonx.governance, Knostic, Openlayer, Pillar Security, ScytaleFive alternatives
Fairly AI, Giskard, Langfuse, Microsoft Purview, PromptfooGPT-6 LunaTrustibleCredo AIChangedno first choiceAicurano first choicenothing named
Two alternatives
Credo AI, OneTrust AI GovernanceThree alternatives
Holistic AI, ModelOp Center, OneTrust AI GovernanceOne alternative
NIST AI Risk Management FrameworkMuse Glimmer 30BStrac, dope.securitydope.securityChangedCredo AIagainst: IBM watsonx.governanceStracagainst: Credo AI, IBM watsonx.governance, ModelOp Centerno first choicenothing named
Four alternatives
Credo AI, Govarna, IBM watsonx.governance, OneTrust AI GovernanceSix alternatives
Credo AI, IBM watsonx.governance, Microsoft Purview, ModelOp Center, OneTrust AI Governance, Unity CatalogThree alternatives
Fiddler AI, Holistic AI, OneTrust AI GovernanceSeven alternatives
Arize AI, Arize Phoenix, Fairly AI, Langfuse OSS, Maxim AI Bifrost, Qlik Staige, WhyLabsBold 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 09:10 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:37 | yes | 2 | 7 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 15:07 | yes | 12 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 08:43 | yes | 10 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:55 | yes | 9 | 13 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:43 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:16 | yes | 22 | 42 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:34 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:10 | yes | 5 | 31 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:06 | yes | 15 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 15:21 | yes | 23 | 147 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:22 | yes | 5 | 18 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:05 | yes | 3 | 13 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:22 | yes | 14 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 17:59 | yes | 19 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:36 | yes | 4 | 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 09:06 | yes | 10 | 21 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 16:11 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:21 | yes | 5 | 12 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:28 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 14:06 | yes | 23 | 33 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 18:54 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:20 | yes | 5 | 37 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:28 | yes | 19 | 23 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 18:11 | yes | 15 | 25 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:55 | yes | 25 | 52 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 14:55 | yes | 4 | 15 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:28 | yes | 14 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 19:24 | yes | 16 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 19:30 | yes | 7 | 9 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 16:38 | yes | 10 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:26 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:09 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:35 | yes | 5 | 6 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:43 | yes | 23 | 37 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:47 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 13:26 | yes | 10 | 25 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:48 | yes | 20 | 41 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:12 | yes | 22 | 32 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:57 | yes | 10 | 25 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:52 | yes | 7 | 22 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:23 | yes | 23 | 39 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:45 | yes | 10 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 14:35 | 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 11:19 | yes | 13 | 21 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 19:19 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:00 | yes | 5 | 10 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:44 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:19 | yes | 24 | 22 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:26 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:37 | yes | 5 | 28 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 16:14 | yes | 20 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 14:24 | yes | 14 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:44 | yes | 15 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:19 | yes | 2 | 20 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 16:23 | yes | 15 | 20 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:09 | yes | 19 | 17 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:14 | yes | 5 | 9 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 12:19 | no | 0 | 16 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 19:32 | yes | 10 | 10 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 14:37 | yes | 5 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 18:27 | no | 0 | 6 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:21 | yes | 25 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 14:17 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 19:07 | no | 0 | 25 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 18:59 | yes | 15 | 71 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:02 | yes | 15 | 57 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 17:39 | no | 0 | 27 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:35 | yes | 2 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:02 | no | 0 | 1 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:12 | no | 0 | 4 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:54 | yes | 5 | 6 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 13:32 | no | 0 | 11 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 08:45 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 19:19 | yes | 15 | 16 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 19:42 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 18:20 | yes | 23 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 17:18 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 15:09 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 15:31 | yes | 25 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:38 | yes | 25 | 118 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 23 | 45 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:45 | yes | 4 | 20 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 18:32 | yes | 15 | 17 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
AWS Bedrock Guardrails read as Amazon Bedrock Guardrails
Arize read as Arize AX
Databricks Lakehouse read as Databricks Unity Catalog
Fiddler read as Fiddler AI
IBM read as IBM watsonx.governance
ModelOp read as ModelOp Center
OneTrust read as OneTrust AI Governance
Purview read as Microsoft Purview
Securiti read as Securiti AI Governance
Securiti AI (now part of Veeam) read as Securiti AI Governance
Securiti.ai read as Securiti AI Governance
ServiceNow read as ServiceNow AI Control Tower
Unresolved, counted raw
AWS SageMaker AI Governance
AWS SageMaker Model Governance
Apono Agent Privilege Guard
ArRIA AI
DataRobot Enterprise AI Governance
DataRobot MLOps
Databricks AI governance / Unity Catalog / Unity Gateway
Dataiku DSS
Firefly AI
Google Cloud Responsible AI or Vertex AI governance tools
Google Cloud Vertex AI Governance
Google Vertex AI Governance
Google's Gemini Enterprise Agent Platform
Hugging Face's governance tools
IBM Watsonx Governance
Kubeflow Hub
LangChain's guardrails
Langfuse OSS
Legalithm
Maxim AI Bifrost
Mend AI
Merge for Workforce
Microsoft Azure AI Foundry Control Plane
Microsoft's AI governance stack
Microsoft's governance stack
MineOS
Nexos
OpenComplain
Passorra
Purview Suite
ServiceNow Super Intelligence Control Tower
Themio
Vanta AI Governance
WalledAI
WizR
Discontinued, still offered
No shut-down product was recommended here.