Holistic AI is an AI governance platform for managing risk in AI systems · holisticai.com ↗
The standing depends on who is buying. Every model is asked the same questions for each company size.
Strac is first at 43%.
Credo AI is first at 19%. 0 of 14 models made it the first choice when asked directly.
IBM watsonx.governance is first at 29%.
“Purpose-built AI Governance | Credo AI, Trustible, Enzai, Holistic AI | Usually the best fit.”Kimi K2 · Scale-constrained question · first choice
“Holistic AI provides bias auditing, risk management, and compliance in one platform with strong technical depth without enterprise complexity”Claude Haiku 4.5 · Direct question · alternative
“Offers deeper automated technical testing (bias, hallucinations, toxicity) than most competitors while still covering policy/compliance.”DeepSeek V4 Flash · Comparative question · alternative
“Best for automated risk and bias testing depth" and "Automated testing: Bias, hallucination, toxicity, drift, and adversarial test”Muse Glimmer 30B · Comparative question · alternative
“Enterprise-only platforms (OneTrust, Holistic AI, ModelOp) – typically $30K–$150K+/year”MiniMax M2.5 · Budget-constrained question · warning
“capabilities or compliance claims have not been independently verified; this is explicitly flagged for Credo AI, Holistic AI, ServiceNow, and others”Perplexity Sonar · Negative question · warning
“Both have high negative rates (17% and 16% respectively), which may reflect issues with functionality, support, or integration.”Mistral Small · Negative question · warning
“designed more for documentation and reporting, which may not be sufficient for hands-on enforcement”Mistral Small · Paraphrase question · warning
The products named in the same answers as Holistic AI, over the 73 answers that named it, and how often each was the first choice instead.
| Product | Named together | Picked instead | |
|---|---|---|---|
| 67 | 25 | Compare → | |
| 53 | 2 | View → | |
| 51 | 5 | Compare → | |
| 36 | 2 | Compare → | |
| 29 | 1 | Compare → | |
| 24 | 0 | View → | |
| 15 | 0 | View → | |
| 14 | 2 | Compare → | |
| 14 | 1 | View → | |
| 11 | 1 | View → |
What the models named instead of Holistic AI →
A side-by-side page exists where both products are among a category's top eight.
Stated on Holistic AI's own site, not checked by Gane.
Fourteen AI models from 12 labs are asked the same buying questions six ways, for three company sizes. Standings refresh every edition.
Gane sells AI visibility software. No company can pay to change a result.
Read the method →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. These counts come from 70 of the 73 answers that named Holistic AI and are not a share of its labels.
170 of the 184 domain citations in answers naming Holistic AI came from a third party's page. Fourteen were to the publisher's own pages (the Gane Index), which the models cite like any other source; they are not counted as a third party.
Pages are listed as the models cited them.
| 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 |
| Kind | Pages | Last 90 days | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 227 | undated | AI governance, Identity verification | ||
| Glossary or explainer | 120 | undated | GRC | ||
| News or press | 113 | 0 | 2026-06-25 | AI governance | |
| Conference or event | 34 | 0 | 2025-03-10 | ||
| Report or ebook | 24 | 1 | 2026-07-07 | AI governance | |
| Case study | 8 | 0 | 2024-09-09 | AI governance | |
| Comparison | 6 | undated | |||
| Webinar or virtual event | 2 | undated | |||
| Template or tool | 1 | undated |
Every page holisticai.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read October 5, 2026.