AI governance platforms for enterprise buyers
Asked as “AI governance platform”, and as “tool to govern AI models and AI use cases”, on behalf of an enterprise B2B company. 49 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each. Added to the September 2026 Edition; 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
22%
Contested · Credo AI 20%
22IBM watsonx.governance20Credo AI14ModelOp Center43others
22% 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 twelve models, for an enterprise B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the three products at 0%, ordered by negative rate
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.
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 →
I01
02
03
04
05
06
07
08
09Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01IBM watsonx.governance22%
02Credo AI20%
Credo AI20%03ModelOp Center14%
ModelOp Center14%04OneTrust AI Governance8%
OneTrust AI Governance8%05Microsoft Purview4%
Microsoft Purview4%06Collibra2%
Collibra2%07Holistic AI0%
Holistic AI0%08Fiddler AI0%
Fiddler AI0%09ServiceNow AI Control Tower0%
ServiceNow AI Control Tower0%What they warned about
Two of twelve models held their first choice under the paraphrase. GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX and MiniMax M2.5 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 Governance14%
7 of 50 labels negative · 7 of 12 models
“Established GRC heavyweights (like ServiceNow, OneTrust, or Collibra)... they should not be relied upon for deep, technical model-drift monitoring or prompt-level threat detection” Gemini 3.5 Flash, negative prompt
Collibra47%
7 of 15 labels negative · 6 of 12 models
“Established GRC heavyweights (like ServiceNow, OneTrust, or Collibra)... they should not be relied upon for deep, technical model-drift monitoring” Gemini 3.5 Flash, negative prompt
Credo AI11%
5 of 47 labels negative · 5 of 12 models
“Most other major platforms (Credo AI, OneTrust, Collibra, etc.) only provide custom pricing, making cost forecasting difficult at scale.” Mistral Small, budget prompt
Holistic AI16%
5 of 32 labels negative · 4 of 12 models · 1 hard negative
“Unpredictable without scoping” Qwen 3.7 Flash, budget prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the twelve in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
78 of 84 answers in this category came back with a source list, from 14 of 12 models: citations where the model returns them, or the search results it consulted. 1151 links across 281 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Superblocks42 answers · 61 citations · 12 models
vendor site · IBM29 answers · 48 citations · 11 models
28 answers · 29 citations · 12 models
vendor site · BigID26 answers · 26 citations · 10 models
vendor site · Speakeasy24 answers · 24 citations · 11 models
23 answers · 24 citations · 10 models
vendor site · ModelOp21 answers · 27 citations · 12 models
vendor site · OneTrust21 answers · 25 citations · 9 models
vendor site · OvalEdge19 answers · 20 citations · 10 models
vendor site · Venn19 answers · 20 citations · 7 models
vendor site · UpGuard17 answers · 17 citations · 8 models
15 answers · 17 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.
36 answers · 12 models
25 answers · 10 models
24 answers · 11 models
24 answers · 11 models
23 answers · 10 models
19 answers · 10 models
19 answers · 7 models
17 answers · 8 models
15 answers · 8 models
15 answers · 10 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 | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| IBM parent site IBM watsonx.governance 22% | 22% | 112 | 201,000 | 34,098 | ||||
| Credo AI credo.ai | 20% | 151 | 2,400 | 59 | 9,753 | 5 | ||
| ModelOp Center modelop.com | 14% | 46 | 10 | 0 | 1,073 | |||
| OneTrust onetrust.com OneTrust AI Governance 8% | 8% | 110 | 14,800 | 624 | 54,294 company | 58 | 2 | |
| Microsoft parent site Microsoft Purview 4% | 4% | 438 | 2,240,000 | 403,136 | ||||
| Databricks databricks.com Databricks Unity Catalog 4% | 4% | 34 | 135,000 | 8,368 | 689,756 company | $34,664 | 120 | |
| Willow withwillow.ai | 4% | 3 | ||||||
| Strac strac.io | 2% | 85 | 3,600 | 26 | 6,518 | 1 | ||
| TrueFoundry truefoundry.com | 2% | 40 | 1,600 | 21 | 47,088 | 2 | ||
| ShadowLock shadowlock.io | 2% | 4 |
Google's top ten for the three searches hold 20 sites; 3 of them are among the sites the models cited here (ibm.com, onetrust.com, ovaledge.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 an enterprise B2B company?”Paraphrase“Which tool to govern AI models and AI use cases would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade AI governance platforms and how do they differ?”Budget-constrained“What is the best AI governance platform for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating an AI governance platform. What should we look at?”Negative“Which AI governance platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5no first choiceno first choiceHeldCredo AIAmnic, TrueFoundryno first choicenothing named
Twelve alternatives
Alation, Amazon SageMaker, Arize AX, Azure Machine Learning, Collibra, Confluence, Databricks Unity Catalog, Evidently, Fiddler AI, Hugging Face Model Hub, MLflow, monday serviceThree alternatives
Fiddler AI, IBM watsonx.governance, Microsoft PurviewOne alternative
VantageGPT-5.4 miniDatabricks Unity CatalogIBM watsonx.governanceChangedServiceNow AI Control TowerFinOpsly AI Cost Governance Platformno first choicenothing named
Four alternatives
Amazon SageMaker Data and AI Governance, IBM watsonx.governance, Microsoft's AI governance guidance plus Azure ecosystem tooling, Snowflake Horizon CatalogTwo alternatives
AWS-native governance stack, Microsoft PurviewSix alternatives
Credo AI, IBM, ModelOp Center, OneTrust AI Governance, Relyance AI, SAPFour alternatives
Credo AI, Glean Work AI Platform, IBM watsonx.governance, WitnessAIGemini 3.5 FlashCredo AI, OneTrust AI GovernanceCredo AIChangedIBM watsonx.governanceIBM watsonx.governanceagainst: Finout, Kong AI GatewayCalypsoAI, Portal26, ShadowLock, Stracagainst: Collibra, Microsoft Purview, OneTrust AI Governance, ServiceNow AI Control Tower
Six alternatives
Bifrost, Galileo, IBM watsonx.governance, Microsoft Purview, Optro, StracFive alternatives
Bifrost, IBM watsonx.governance, Microsoft Purview, ModelOp Center, OneTrust AI GovernanceFive alternatives
Bifrost, Credo AI, Microsoft Purview, ServiceNow AI Control Tower, Truyo AI Governance PlatformTwo alternatives
Credo AI, OneTrust AI GovernanceFive alternatives
Arthur, Credo AI, Fiddler AI, IBM watsonx.governance, OptroPerplexity SonarCredo AIIBM watsonx.governanceChangedCredo AIModelOp Centerno first choicenothing named
Four alternatives
IBM watsonx.governance, ModelOp Center, OneTrust AI Governance, ServiceNow AI Control TowerTwo alternatives
Credo AI, OneTrust AI GovernanceNine alternatives
Arthur, BigID, Dataiku, Fiddler AI, Holistic AI, IBM watsonx.governance, Microsoft Purview, ModelOp Center, OneTrust AI GovernanceTwo alternatives
Credo AI, IBM watsonx.governanceGrok 4.1 FastIBM watsonx.governanceCredo AIChangedno first choiceagainst: Fiddler AIIBM watsonx.governanceagainst: Arize AX, Collibra, Credo AI, Fiddler AI, Holistic AI, OneTrust AI GovernanceAnthropic Claude Enterpriseagainst: AWS SageMaker Clarify, Arize AI, Collibra, Cranium AI, Fiddler AI, Holistic AI, IBM OpenPages, Microsoft Purview, Relyance AI, SAP, Saidot
Six alternatives
Credo AI, DataRobot, Holistic AI, ModelOp Center, Monitaur, OneTrust AI GovernanceFour alternatives
Holistic AI, IBM watsonx.governance, ModelOp Center, OneTrust AI GovernanceTwo alternatives
Amazon SageMaker, Azure PurviewTwo alternatives
Holistic AI, OneTrust AI GovernanceMistral SmallModelOp CenterMicrosoft PurviewChangedCredo AIIBM watsonx.governanceagainst: Collibra, Credo AI, OneTrust AI Governanceno first choicenothing named
Three alternatives
Domino Data Lab, Fiddler AI, Holistic AIFour alternatives
Collibra Data Governance, Dataiku Govern, Fiddler AI, IBM watsonx.governanceSeven alternatives
Collibra AI Governance, Fiddler AI, Firefly, Holistic AI, IBM watsonx.governance, Monitaur, OneTrust AI GovernanceDeepSeek V4 FlashCredo AICredo AIHeldCredo AIagainst: Microsoft PurviewWillowagainst: Decubeno first choiceagainst: Vantaagainst: Credo AI, Fiddler AI, IBM watsonx.governance, OneTrust AI Governance
Five alternatives
Arthur, Fiddler AI, Holistic AI, IBM watsonx.governance, OneTrust AI GovernanceSix alternatives
Holistic AI, IBM watsonx.governance, Microsoft Purview, Netskope, OneTrust AI Governance, StracSix alternatives
Collibra AI Governance, IBM watsonx.governance, ModelOp Center, NeuralTrust, OneTrust AI Governance, SpeakeasyThree alternatives
Credo AI, IBM watsonx.governance, OneTrust AI GovernanceThree alternatives
Credo AI, Holistic AI, OneTrust AI GovernanceLlama 4 Maverickno first choiceModelOp CenterChangedno first choiceno first choiceno first choicenothing named
Eight alternatives
Aigentsphere, Blue Border, Credo AI, Fiddler AI, IBM OpenPages, Microsoft Purview, OneTrust AI Governance, VaronisQwen 3.7 FlashIBM watsonx.governance, OneTrust AI GovernanceDatabricks Unity CatalogChangedno first choiceCredo AIagainst: Collibra, Holistic AI, IBM watsonx.governanceno first choicenothing named
Two alternatives
BigID, ModelOp CenterThree alternatives
Amazon Bedrock, Azure AI Studio + Microsoft Purview, Fiddler AIOne alternative
OneTrust AI GovernanceKimi K2ModelOp CenterIBM watsonx.governanceChangedIBM watsonx.governanceIBM watsonx.governanceagainst: Collibra, Credo AI, Holistic AI, OneTrust AI Governanceno first choiceagainst: FairNow, Robust Intelligence, Securiti.ai
Two alternatives
Dataiku Govern, IBM watsonx.governanceTwo alternatives
Credo AI, ModelOp CenterFour alternatives
Credo AI, DataRobot AI Governance, Holistic AI, MonitaurTwo alternatives
Microsoft Purview, vCISO Lite EnterpriseGLM 4.7 FlashXCredo AIModelOp CenterChangedCredo AIMicrosoft Purviewagainst: Credo AI, Holistic AI, ModelOp Center, OneTrust AI Governanceno first choicenothing named
Two alternatives
IBM watsonx.governance, OneTrust AI GovernanceFour alternatives
Collibra AI, Domino Data Lab, IBM watsonx.governance, OneTrust AI GovernanceSix alternatives
Collibra AI Governance, Fiddler AI, IBM watsonx.governance, Microsoft, ModelOp Center, OneTrust AI GovernanceTwo alternatives
IBM watsonx.governance, StracMiniMax M2.5ModelOp CenterCollibra, IBM watsonx.governanceChangedCredo AIibl.aiagainst: Collibra, OneTrust AI Governanceno first choicenothing named
Three alternatives
BigID, IBM AI Governance, OneTrust AI GovernanceFour alternatives
Holistic AI, ModelOp Center, OneTrust AI Governance, SecuritiFive alternatives
Holistic AI, IBM watsonx.governance, Monitaur, OneTrust AI Governance, ReignBold 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
Seventy-two 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 00:17 | no | 0 | 4 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:28 | yes | 7 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:41 | yes | 14 | 28 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-04 23:00 | yes | 20 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:47 | yes | 23 | 9 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:26 | yes | 12 | 7 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:37 | yes | 24 | 36 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 01:41 | yes | 5 | 17 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:54 | yes | 16 | 28 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:41 | yes | 15 | 13 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:43 | yes | 11 | 24 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:00 | no | 0 | 5 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:04 | yes | 5 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:48 | yes | 13 | 25 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-04 22:28 | yes | 20 | 5 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:55 | yes | 22 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:03 | no | 0 | 8 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:13 | yes | 23 | 56 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:46 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:43 | no | 0 | 26 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:52 | yes | 20 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:56 | yes | 13 | 45 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:33 | yes | 5 | 24 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:24 | yes | 15 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:16 | yes | 5 | 16 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:23 | yes | 15 | 34 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-04 23:42 | yes | 18 | 6 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:33 | yes | 19 | 10 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:22 | yes | 9 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:20 | yes | 22 | 45 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:05 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:19 | yes | 5 | 23 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:45 | yes | 24 | 31 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:25 | yes | 25 | 114 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:03 | yes | 17 | 37 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:47 | yes | 18 | 10 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:11 | yes | 4 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:39 | yes | 20 | 29 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 00:42 | yes | 20 | 4 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:28 | yes | 21 | 11 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:23 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:08 | yes | 24 | 77 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:56 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:37 | yes | 23 | 131 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:20 | yes | 23 | 24 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:59 | yes | 15 | 25 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:07 | yes | 21 | 39 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:01 | yes | 18 | 18 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:42 | yes | 5 | 8 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:37 | yes | 13 | 24 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:36 | yes | 18 | 5 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:32 | yes | 20 | 15 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:37 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:59 | yes | 25 | 42 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:48 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:51 | no | 0 | 26 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:43 | yes | 18 | 32 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:29 | yes | 19 | 79 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-04 23:38 | yes | 10 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 23:40 | yes | 17 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:19 | yes | 5 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 22:40 | yes | 24 | 28 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-04 23:16 | yes | 19 | 4 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:55 | yes | 24 | 13 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 23:08 | yes | 15 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:55 | yes | 23 | 55 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:53 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:22 | yes | 10 | 41 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:12 | yes | 25 | 38 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:20 | yes | 17 | 60 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:01 | yes | 23 | 52 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
Arize read as Arize AX
Databricks read as Databricks Unity Catalog
Fiddler read as Fiddler AI
ModelOp read as ModelOp Center
OneTrust read as OneTrust AI Governance
OneTrust AI read as OneTrust AI Governance
ServiceNow read as ServiceNow AI Control Tower
Unresolved, counted raw
AWS SageMaker Governance
AWS-native governance stack
Aigentsphere
Amazon SageMaker Data and AI Governance
Azure AI Content Safety
Azure AI Studio + Microsoft Purview
Azure ML governance
Blockify
Comet.ml
DataRobot AI Governance
Evolve Edge
FinOpsly AI Cost Governance Platform
Glean Work AI Platform
Google Cloud AI governance
Google Vertex AI governance
Govliance
Hugging Face Model Hub
IBM AI Governance
Microsoft's AI governance guidance plus Azure ecosystem tooling
ModelOps Group
Mona
Reign
Secure Privacy
Securiti AI Governance
Truyo AI Governance Platform
ValidMind
ibl.ai
vCISO Lite Enterprise
Discontinued, still offered
No shut-down product was recommended here.