# AI governance platforms: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "AI governance platform" and as "tool to govern AI models and AI use cases", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Added to the November 2026 Edition. Page: https://www.gane.ai/index/it/it-data/ai-governance-platforms

**Standing:** Credo AI leads with 19% of first choices; verdict contested. 57 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Credo AI](https://www.gane.ai/index/it/vendors/credo-ai/index.md) | 19% | 18% | 49 |
| 2 | [dope.security](https://www.gane.ai/index/it/vendors/dope-security/index.md) | 12% | 0% | 14 |
| 3 | [Strac](https://www.gane.ai/index/it/vendors/strac/index.md) | 7% | 0% | 11 |
| 4 | [Microsoft Purview](https://www.gane.ai/index/it/vendors/microsoft-purview/index.md) | 5% | 12% | 24 |
| 8 | [Vanta](https://www.gane.ai/index/it/vendors/vanta/index.md) | 4% | 10% | 10 |
| 11 | [Holistic AI](https://www.gane.ai/index/it/vendors/holistic-ai/index.md) | 2% | 13% | 31 |
| 12 | [Fiddler AI](https://www.gane.ai/index/it/vendors/fiddler-ai/index.md) | 2% | 5% | 20 |
| 13 | [IBM watsonx.governance](https://www.gane.ai/index/it/vendors/ibm-watsonx-governance/index.md) | 2% | 39% | 41 |
| 30 | [ModelOp Center](https://www.gane.ai/index/it/vendors/modelop-center/index.md) | 0% | 26% | 19 |
| 34 | [OneTrust AI Governance](https://www.gane.ai/index/it/vendors/onetrust-ai-governance/index.md) | 0% | 39% | 41 |

Rank is by share of first choices among all 152 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Credo AI; alternatives Govern365, Holistic AI, Walled AI
- GPT-5.4 mini: Credo AI; alternatives IBM watsonx.governance, OneTrust AI Governance
- Gemini 3.5 Flash: Credo AI; alternatives Fiddler AI, ModelOp Center, Trustible, Vanta
- Perplexity Sonar: Credo AI; alternatives AWS SageMaker AI Governance, Govarna, Microsoft Purview, OneTrust AI Governance
- Grok 4.20: Microsoft Purview; alternatives Credo AI, Drata, Holistic AI, Vanta
- Mistral Small: Govarna; alternatives Govern365, dope.security
- DeepSeek V4 Flash: Vanta; alternatives Credo AI, Govarna, Holistic AI
- Llama 4 Maverick: dope.security; alternatives Cakewalk, Govern365, Pillar Security
- Qwen 3.7 Flash: Govarna; alternatives Credo AI, Govern365, dope.security
- Kimi K2: Govarna; alternatives Vanta
- GLM 4.7 FlashX: Govern365; alternatives IBM watsonx.governance, dope.security
- MiniMax M2.5: Credo AI; alternatives Drata, Govarna, IBM watsonx.governance
- GPT-6 Luna: Trustible; alternatives Credo AI, OneTrust AI Governance
- Muse Glimmer 30B: Strac, dope.security; alternatives Credo AI, Govarna, IBM watsonx.governance, OneTrust AI Governance

## Sources the answers cite

76 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- superblocks.com: 32 answers, 43 citations
- github.com: 18 answers, 34 citations
- aicompliancevendors.com: 17 answers, 26 citations
- aimultiple.com: 17 answers, 17 citations
- dope.security: 17 answers, 17 citations
- gartner.com: 16 answers, 23 citations
- sourceforge.net: 14 answers, 15 citations
- upguard.com: 14 answers, 14 citations

Pages named in the most answers:

- https://superblocks.com/blog/ai-governance-solutions (24 answers)
- https://dope.security/post/ai-governance-tools-mid-size-companies (17 answers)
- https://aimultiple.com/ai-governance-tools (16 answers)
- https://gartner.com/reviews/market/ai-governance-platforms (14 answers)
- https://upguard.com/blog/best-ai-governance-platforms (14 answers)
- https://github.com/aglio-lab/ai-governance-tools/blob/main/README.md (13 answers)
- https://superblocks.com/blog/ai-governance-platform (12 answers)
- https://github.com/ishandutta2007/Awesome-AI-Governance-Platform (11 answers)
- https://pillar.security/blog/best-ai-governance-platforms-2026 (11 answers)
- https://sourceforge.net/software/ai-governance/for-mid-size-business (11 answers)

## Warned against

- OneTrust AI Governance: 16 of 41 labels negative. "Enterprise-only platforms (OneTrust, Holistic AI, ModelOp) – typically $30K–$150K+/year" (MiniMax M2.5, budget prompt)
- IBM watsonx.governance: 16 of 41 labels negative. "Avoid for mid-market: Heavy enterprise tools like IBM watsonx.governance, BigID, or ModelOp" (Grok 4.20, direct prompt)
- Credo AI: 9 of 49 labels negative. "$25K–$45K+/year | Enterprise-focused" (DeepSeek V4 Flash, budget prompt)
- ModelOp Center: 5 of 19 labels negative. "Avoid for mid-market: Heavy enterprise tools like IBM watsonx.governance, BigID, or ModelOp" (Grok 4.20, direct prompt)

## Movement since October 2026

Floor: 11 points of share, measured on the calibration repeat.
Same leader: Credo AI at 19%.

- dope.security: 0% to 12%, +12. New · not ranked in October 2026 · rank 2 of 152.
- Strac: 12% to 7%, −5. Inside the floor by 6 points · rank 2 → 3 of 152.
- Microsoft Purview: 0% to 5%, +5. Inside the floor by 6 points · rank 26 → 4 of 152.
- Vanta: 0% to 4%, +4. Inside the floor by 7 points · rank 111 → 8 of 152.
- ModelOp Center: 4% to 0%, −4. Inside the floor by 7 points · rank 5 → 30 of 152.
- OneTrust AI Governance: 4% to 0%, −4. Inside the floor by 7 points · rank 6 → 34 of 152.
- Fiddler AI: 0% to 2%, +2. Inside the floor by 9 points · rank 25 → 12 of 152.
- Credo AI: 18% to 19%, +1. Inside the floor by 10 points · rank 1 of 152, unchanged.
- Holistic AI: 2% to 2%, ±0. Inside the floor by 11 points · rank 11 of 152, unchanged.
- IBM watsonx.governance: 2% to 2%, ±0. Inside the floor by 11 points · rank 13 of 152, unchanged.

## Record

- Method: https://www.gane.ai/index/it/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/it.