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. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
18%
Contested · Govarna 12%
18Credo AI12Govarna12Strac58others
18% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince September 2026
03
OneTrust AI Governance4%33%39criticized challengernewNew since September 2026: not ranked then, 4% now.
OneTrust AI Governance4%33%39criticized challengernewNew since September 2026: not ranked then, 4% now.05IBM watsonx.governance2%35%34criticized challengernewNew since September 2026: not ranked then, 2% now.
Show the two products at 0%, ordered by negative rate
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 ten head-to-head pages: the top five products, each against each
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
0203
04I05
06
07Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01Credo AI18%
Credo AI18%02ModelOp Center4%
ModelOp Center4%03OneTrust AI Governance4%
OneTrust AI Governance4%04Holistic AI2%
Holistic AI2%05IBM watsonx.governance2%
06Fiddler AI0%
Fiddler AI0%07Microsoft Purview0%
Microsoft Purview0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, 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.
IBM watsonx.governance
35%
12 of 34 labels negative · 9 of 14 models · 1 hard negative
“What to avoid ... **IBM watsonx.governance** – enterprise pricing, usually $75K+” DeepSeek V4 Flash, budget prompt
OneTrust AI Governance33%
13 of 39 labels negative · 8 of 14 models · 4 hard negative
“avoid legacy giants like IBM (watsonx.governance), ServiceNow, or OneTrust” Gemini 3.5 Flash, direct prompt
Credo AI22%
11 of 49 labels negative · 7 of 14 models · 2 hard negative
“What to Avoid (Too Expensive for Limited Budgets) ... Credo AI | $30,000-$150,000/year | Enterprise-only, quote-gated” Kimi K2, budget prompt
Holistic AI23%
5 of 22 labels negative · 4 of 14 models · 2 hard negative
“What to avoid ... **Holistic AI** – starts around $40K/year for SMBs” DeepSeek V4 Flash, budget 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
79 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. 1075 links across 262 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · Superblocks29 answers · 37 citations · 10 models
vendor site · UpGuard22 answers · 22 citations · 9 models
vendor site · Anaconda19 answers · 20 citations · 10 models
vendor site · Speakeasy19 answers · 19 citations · 10 models
17 answers · 17 citations · 10 models
vendor site · G216 answers · 32 citations · 10 models
vendor site · IBM16 answers · 26 citations · 8 models
vendor site · BigID16 answers · 16 citations · 10 models
16 answers · 16 citations · 9 models
vendor site · Strac15 answers · 17 citations · 10 models
vendor site · Guideflow15 answers · 16 citations · 8 models
15 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.
27 answers · 10 models
21 answers · 9 models
19 answers · 10 models
18 answers · 10 models
17 answers · 10 models
16 answers · 9 models
15 answers · 7 models
15 answers · 10 models
15 answers · 7 models
14 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 | Best Google position |
|---|---|---|---|---|---|---|---|
| Credo AI credo.ai | 18% | 151 | 2,400 | 59 | 9,753 | 5 | |
| Strac strac.io | 12% | 85 | 3,600 | 26 | 6,518 | 1 | |
| Govarna govarna.com | 12% | 7 | |||||
| Trustible trustible.ai | 6% | 11 | 320 | 1 | 376 | 5 | |
| ModelOp Center modelop.com | 4% | 46 | 10 | 0 | 1,073 | ||
| OneTrust onetrust.com OneTrust AI Governance 4% | 4% | 110 | 14,800 | 624 | 54,294 company | 58 | 2 |
| Lumenova AI lumenova.ai | 4% | 30 | 70 | 0 | 1,571 | 7 | |
| Arize AI arize.com | 4% | 22 | 3,600 | 116 | 25,305 | 10 | |
| Guardrails AI | 4% | ||||||
| VerifyWise verifywise.ai | 4% | 7 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (ibm.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 AILumenova AIChangedBifrostArize AI, Bifrost, Govern365, Zelkirno first choiceagainst: Credo AI, IBM watsonx.governance, Microsoft Purview, OneTrust AI Governance, ServiceNow AI Governance
Four alternatives
Govern365, IBM watsonx.governance, Lumenova AI, OneTrust AI GovernanceThree alternatives
Credo AI, Holistic AI, ZelkirTwo alternatives
Lumenova AI, SaidotGPT-5.4 miniCredo AI, OneTrust AI Governanceno first choiceChangedIBM watsonx.governanceKevros AI Governance Gateway, Pacific AIagainst: IBM watsonx.governance, Monitaur, Truyono first choicenothing named
Four alternatives
IBM watsonx.governance, ModelOp Center, SAP, ServiceNow AI Control TowerThree alternatives
Amazon Bedrock Guardrails, Databricks AI Governance / Unity Catalog / Unity Gateway, Microsoft Foundry / Azure responsible AI toolingOne alternative
TrusteroGemini 3.5 FlashGalileo, Trustibleagainst: IBM OpenPages, OneTrust AI Governance, ServiceNow AI Control TowerTrustibleChangedagainst: Collibra, Credo AI, IBM watsonx.governanceCredo AI, OneTrust AI GovernanceVerifyWiseagainst: Credo AI, IBM watsonx.governanceno first choiceagainst: IBM watsonx.governance, OneTrust AI Governance
Seven alternatives
Arthur, Credo AI, Fiddler AI, Holistic AI, Nightfall, ShadowLock, StracThree alternatives
Bifrost, Openlayer, StracFive alternatives
Arthur AI, Fiddler AI, IBM watsonx.governance, Microsoft Purview, OptroSix alternatives
Bifrost, CISO Assistant, DSE (The Data Experts) AI Governance Control Center, IBM AIF360, Microsoft Responsible AI Toolbox, SUPERWISEPerplexity SonarGovarnaCredo AIChangedno first choiceStracno first choicenothing named
Three alternatives
Arthur, IBM watsonx.governance, OneTrust AI GovernanceFive alternatives
Deeploy, IBM watsonx.governance, Microsoft Purview, ModelOp Center, OneTrust AI GovernanceThree alternatives
Credo AI, Drata, Qlik StaigeGrok 4.1 FastGovarnaagainst: IBM watsonx.governance, Microsoft Purview, OneTrust AI GovernanceCredo AIChangedCredo AIStracagainst: IBM, OneTrust AI Governanceno first choiceagainst: Credo AI, Domo, Google Cloud, Holistic AI, IBM AI Fairness 360, Microsoft, OneTrust AI Governance
Three alternatives
Aporia, Arthur AI, Credo AIFour alternatives
Holistic AI, IBM watsonx.governance, Microsoft Purview, OneTrust AI GovernanceThree alternatives
Fiddler AI, IBM watsonx.governance, OneTrust AI GovernanceEight alternatives
Arize Phoenix, ChatGPT, IBM AI Fairness 360, LiteLLM, MLflow Model Registry, Microsoft 365 Copilot, Qlik Staige, VerifyWiseMistral SmallGovarnaAiriaChangedCredo AIQlik Staige, Stracno first choiceagainst: Credo AI
Two alternatives
Credo AI, SpeakeasySix alternatives
Arize AI, BigID, Fiddler AI, IBM OpenPages with Watson AI, Microsoft Purview, OneTrust AI GovernanceTwo alternatives
Google Model Cards, IBM AI Fairness 360DeepSeek V4 FlashIBM watsonx.governance, OneTrust AI Governanceagainst: Credo AILumenova AIChangedno first choiceVerifyWiseagainst: Credo AI, Evidently AI, Holistic AI, IBM watsonx.governance, OneTrust AI Governanceno first choicenothing named
Four alternatives
Arthur, Drata, Fiddler AI, VantaThree alternatives
Credo AI, IBM watsonx.governance, ModelOp CenterThree alternatives
Fiddler AI, Langfuse, Portkey AI GatewayLlama 4 MaverickGovarnano first choiceChangedno first choiceGuardrails AIagainst: Guideflowno first choicenothing named
One alternative
StracQwen 3.7 FlashGovarnaagainst: Drata, OneTrust AI Governance, VantaCredo AI, Holistic AIChangedOneTrust AI GovernanceStracno first choiceagainst: Altenia, Collibra
One alternative
Credo AIThree alternatives
BigID, ModelOp Center, OneTrust AI GovernanceSeven alternatives
Azure Machine Learning, Collibra, Credo AI, Fiddler AI, Holistic AI, IBM watsonx.governance, Microsoft PurviewFive alternatives
Arize Phoenix, Fiddler AI, Langfuse, Microsoft Purview, NIST AI RMFKimi K2Montroagainst: Credo AI, Holistic AI, IBM watsonx, OneTrust AI GovernanceArthur AIChangedagainst: FairNowCredo AIPrivacyForgeagainst: Credo AI, Holistic AI, OneTrust AI Governanceno first choiceagainst: Credo AI, Fiddler AI, IBM watsonx.governance, ModelOp Center, OneTrust AI Governance, ServiceNow AI Control Tower
Two alternatives
FairNow, ModelOp CenterThree alternatives
Credo AI, Datatron, ModelOp CenterFour alternatives
Arthur AI, Fiddler AI, Holistic AI, IBM watsonx.governanceFour alternatives
Evidently AI, IBM watsonx.governance, Langfuse, MLflowGLM 4.7 FlashXModelOp CenterCredo AIChangedno first choiceRespanno first choiceagainst: CogniGuard, Drata, Openlayer
Seven alternatives
Arthur AI, Credo AI, Fiddler AI, Guardrails AI, OneTrust AI Governance, Protect AI, ServiceNow AI Control TowerThree alternatives
IBM watsonx.governance, ModelOp Center, OneTrust AI GovernanceThree alternatives
Arize Phoenix, LiteLLM, PortkeyMiniMax M2.5Govarnaagainst: OneTrust AI GovernanceModelOp CenterChangedCredo AIGuardrails AI, Stracno first choiceagainst: IBM watsonx.governance
Two alternatives
ModelOp Center, MontroThree alternatives
Credo AI, Fiddler AI, Holistic AIFive alternatives
Collibra AI Governance, Fiddler AI, Holistic AI, IBM watsonx.governance, OneTrust AI GovernanceOne alternative
Lumenova AIGPT-6 LunaTrustibleCredo AIChangedno first choiceno first choiceagainst: IBM watsonx.governance, Microsoft Purview DLPno first choiceagainst: IBM watsonx.governance, Microsoft Purview DSPM for AI, ServiceNow AI Control Tower
Three alternatives
Credo AI, Microsoft Purview, OneTrust AI GovernanceTwo alternatives
ModelOp Center, OneTrust AI GovernanceMuse Glimmer 30BCredo AICredo AIHeldCredo AIArize AI, Stracagainst: Collibra, Credo AI, Holistic AI, IBM watsonx.governance, OneTrust AI Governanceno first choiceagainst: CogniGuard
Two alternatives
Dataiku, Fiddler AITwo alternatives
Datatron MLOps, ModelOp CenterFive alternatives
Arthur AI, Fiddler AI, IBM Watson OpenScale, IBM watsonx.governance, OneTrust AI GovernanceTwo alternatives
LiteLLM, Qlik StaigeBold 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 | 2026-10-05 01:00 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:08 | yes | 4 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:29 | yes | 22 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:44 | yes | 20 | 3 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:25 | yes | 21 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:42 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:24 | yes | 25 | 46 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:35 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:42 | yes | 13 | 22 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:27 | yes | 23 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:06 | yes | 15 | 54 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 02:00 | yes | 10 | 35 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:34 | yes | 4 | 24 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 01:22 | yes | 14 | 13 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:37 | yes | 15 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:34 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:39 | yes | 21 | 30 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:30 | yes | 19 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:58 | yes | 20 | 9 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:31 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:21 | yes | 23 | 52 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:24 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:48 | yes | 5 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:58 | yes | 18 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:03 | yes | 15 | 64 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:02 | yes | 22 | 43 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:18 | yes | 3 | 19 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:53 | yes | 25 | 23 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:54 | yes | 9 | 10 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:11 | yes | 9 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:02 | yes | 20 | 31 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 01:48 | yes | 19 | 3 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:57 | yes | 24 | 9 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:43 | yes | 9 | 10 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:10 | yes | 23 | 50 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:36 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:03 | yes | 9 | 28 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:29 | yes | 19 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:44 | yes | 23 | 20 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:13 | yes | 25 | 35 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:30 | yes | 8 | 31 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:36 | yes | 15 | 27 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:49 | yes | 17 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:14 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:16 | yes | 13 | 22 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:18 | yes | 19 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:32 | yes | 21 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:30 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:57 | yes | 24 | 39 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:39 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:38 | yes | 16 | 36 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:51 | yes | 22 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:29 | yes | 23 | 176 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:58 | yes | 5 | 16 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:39 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:06 | yes | 13 | 15 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:42 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:38 | yes | 4 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:31 | yes | 12 | 25 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-04 23:56 | yes | 20 | 6 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:49 | yes | 15 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:37 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:47 | no | 0 | 34 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:23 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:53 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:30 | yes | 10 | 41 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:18 | yes | 14 | 30 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:56 | yes | 5 | 11 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-05 01:37 | yes | 2 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:24 | yes | 12 | 20 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:47 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:33 | no | 0 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:52 | yes | 14 | 27 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 22:10 | yes | 19 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:31 | yes | 23 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:41 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:45 | yes | 25 | 26 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:53 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:21 | yes | 5 | 18 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:05 | yes | 22 | 53 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:34 | yes | 15 | 57 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:20 | yes | 10 | 20 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:35 | yes | 4 | 25 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:19 | yes | 24 | 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.
ShowHide
Category-scoped readings
AWS Bedrock Guardrails read as Amazon Bedrock Guardrails
Arize read as Arize AX
Fiddler read as Fiddler AI
ModelOp read as ModelOp Center
OneTrust read as OneTrust AI Governance
ServiceNow read as ServiceNow AI Control Tower
Unresolved, counted raw
Aequitas
Altenia
Amazon SageMaker AI governance tools
Aona AI's Governance Templates
DSE (The Data Experts) AI Governance Control Center
Databricks AI Governance / Unity Catalog / Unity Gateway
Google Model Cards
Google What-If Tool
IBM AIF360
IBM Watson OpenScale
Kevros AI Governance Gateway
MedhaOS
Microsoft 365 Copilot governance
Microsoft Azure AI Governance
Microsoft Foundry / Azure responsible AI tooling
Microsoft Purview DSPM for AI
Microsoft Purview with Responsible AI tools
Microsoft Responsible AI Dashboard
NIST AI RMF (Risk Management Framework)
Privaro.ai
Protopia
Reality Defender
SUPERWISE (Starter Tier)
Singulr AI
Spherium.ai
TechTarget
TruEra
Trustero
Witness
Discontinued, still offered
No shut-down product was recommended here.