# Holistic AI: how AI models rank it, November 2026

Gane Index, November 2026 Edition. Named in 32 judge labels across 2 categories by 12 of 14 models. Page: https://www.gane.ai/index/it/vendors/holistic-ai

## Standing by category

| Category | Share | Rank | Negative rate | Labels |
|---|---|---|---|---|
| [AI governance platforms](https://www.gane.ai/index/it/it-data/ai-governance-platforms/index.md) | 2% | 11 | 13% | 31 |
| [AI security platforms](https://www.gane.ai/index/it/security/ai-security-platforms/index.md) | 0% | 142 | 0% | 1 |

## What the models said for it

- "Purpose-built AI Governance | Credo AI, Trustible, Enzai, Holistic AI | Usually the best fit." (Kimi K2, AI governance)
- "Holistic AI provides bias auditing, risk management, and compliance in one platform with strong technical depth without enterprise complexity" (Claude Haiku 4.5, AI governance)
- "Offers deeper automated technical testing (bias, hallucinations, toxicity) than most competitors while still covering policy/compliance." (DeepSeek V4 Flash, AI governance)
- "Best for automated risk and bias testing depth" and "Automated testing: Bias, hallucination, toxicity, drift, and adversarial test" (Muse Glimmer 30B, AI governance)

## And against it

- "Enterprise-only platforms (OneTrust, Holistic AI, ModelOp) – typically $30K–$150K+/year" (MiniMax M2.5, AI governance)
- "capabilities or compliance claims have not been independently verified; this is explicitly flagged for Credo AI, Holistic AI, ServiceNow, and others" (Perplexity Sonar, AI governance)
- "Both have high negative rates (17% and 16% respectively), which may reflect issues with functionality, support, or integration." (Mistral Small, AI governance)
- "designed more for documentation and reporting, which may not be sufficient for hands-on enforcement" (Mistral Small, AI governance)

## By model

| Model | First choice | Alternative | Mention | Warning | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 3 | 0 | 0 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 1 | 1 | 3 |
| Grok 4.20 | 0 | 2 | 1 | 0 | 3 |
| Mistral Small | 0 | 1 | 0 | 2 | 3 |
| DeepSeek V4 Flash | 0 | 4 | 0 | 0 | 4 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 1 | 0 | 2 |
| Kimi K2 | 1 | 2 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 1 | 2 | 0 | 3 |
| MiniMax M2.5 | 0 | 1 | 0 | 1 | 2 |
| GPT-6 Luna | 0 | 1 | 1 | 0 | 2 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |

## Sources returned with these answers

The sites and pages cited by the answers that named Holistic AI, from 70 of the 73 answers that named it (only the models that return a source list).

### Domains cited

- superblocks.com: 42
- aimultiple.com: 24
- aicompliancevendors.com: 17
- github.com: 16
- bigid.com: 15
- pillar.security: 15
- g2.com: 14
- gane.ai/index: 14
- gartner.com: 14
- credo.ai: 13

### Pages cited

- https://superblocks.com/blog/ai-governance-solutions: 30
- https://aimultiple.com/ai-governance-tools: 24
- https://pillar.security/blog/best-ai-governance-platforms-2026: 15
- https://superblocks.com/blog/ai-governance-platform: 15
- https://bigid.com/blog/ai-governance-tools-for-enterprises: 14
- https://gartner.com/reviews/market/ai-governance-platforms: 12
- https://github.com/aglio-lab/ai-governance-tools/blob/main/README.md: 12
- https://strac.io/blog/best-ai-governance-tools-and-software: 12

## In its own words

What Holistic AI's own pages state, read 2026-10-05. Stated by the vendor, not checked by the index.

- Positioning: The leading enterprise AI governance platform. One end-to-end tool to identify, protect, and enforce AI governance at scale. (https://holisticai.com/)
- For: enterprises (https://holisticai.com/)
- Integrations claimed: 20 (https://holisticai.com/)
- Certifications: EU AI Act, NIST AI RMF, ISO 42001
- Hosting: US, GB, EU, Worldwide

## What it publishes

Every page holisticai.com exposes, read 2026-10-05: 767 addresses. By kind, pages and the last 90 days:

- blog: 227 pages, 0 in the last 90 days, latest undated
- case study: 8 pages, 0 in the last 90 days, latest 2024-09-09
- webinar or virtual event: 2 pages, 0 in the last 90 days, latest undated
- conference or event: 34 pages, 0 in the last 90 days, latest 2025-03-10
- report or ebook: 24 pages, 1 in the last 90 days, latest 2026-07-07
- comparison: 6 pages, 0 in the last 90 days, latest undated
- template or tool: 1 pages, 0 in the last 90 days, latest undated
- glossary or explainer: 120 pages, 0 in the last 90 days, latest undated
- news or press: 113 pages, 0 in the last 90 days, latest 2026-06-25
- Recent: 2026-07-07 report or ebook: Holistic ai recognized gartner magic quadrant ai governance platforms https://www.holisticai.com/analyst-coverage/holistic-ai-recognized-gartner-magic-quadrant-ai-governance-platforms
- Recent: 2026-06-25 news or press: Holistic ai welcomes vahe torossian to its board of directors https://www.holisticai.com/press-release/holistic-ai-welcomes-vahe-torossian-to-its-board-of-directors
- Recent: 2026-01-20 report or ebook: State of ai regulations ebook https://www.holisticai.com/papers/state-of-ai-regulations-ebook
- Recent: 2025-11-13 news or press: Holistic ai university college london great agent hack 2025 https://www.holisticai.com/press-release/holistic-ai-university-college-london-great-agent-hack-2025
- Recent: 2025-09-29 news or press: Holistic ai launches new llm decision hub https://www.holisticai.com/press-release/holistic-ai-launches-new-llm-decision-hub
- Recent: 2025-09-23 news or press: Holistic ai named top 10 winner in openai gpt oss 20b red teaming hackathon https://www.holisticai.com/press-release/holistic-ai-named-top-10-winner-in-openai-gpt-oss-20b-red-teaming-hackathon

## 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.