# Credo AI vs Holistic AI: which do AI models recommend for AI governance, October 2026

IT AI Recommendation Index, October 2026 Edition, AI governance platforms. Three of fourteen models named Credo AI first on the direct prompt; zero named Holistic AI. Page: https://it-ai-index.com/it-data/ai-governance-platforms/credo-ai-vs-holistic-ai/

| | First-choice share | Rank | Negative rate | Labels | Models naming it |
|---|---|---|---|---|---|
| Credo AI | 18% | #1 of 7 | 22% | 49 | 14 of 14 |
| Holistic AI | 2% | #4 of 7 | 23% | 22 | 11 of 14 |

## The direct prompt, model by model

- Claude Haiku 4.5: credo ai first (first choices: Credo AI) (alternatives: Govern365, IBM watsonx.governance, Lumenova AI, OneTrust AI Governance)
- GPT-5.4 mini: credo ai first (first choices: Credo AI, OneTrust AI Governance) (alternatives: IBM watsonx.governance, ModelOp Center, SAP, ServiceNow AI Control Tower)
- Muse Glimmer 30B: credo ai first (first choices: Credo AI) (alternatives: Dataiku, Fiddler AI)
- Gemini 3.5 Flash: neither first, one named (first choices: Galileo, Trustible) (alternatives: Arthur, Credo AI, Fiddler AI, Holistic AI, Nightfall, ShadowLock, Strac)
- Grok 4.1 Fast: neither first, one named (first choices: Govarna) (alternatives: Aporia, Arthur AI, Credo AI)
- Mistral Small: neither first, one named (first choices: Govarna) (alternatives: Credo AI, Speakeasy)
- Qwen 3.7 Flash: neither first, one named (first choices: Govarna) (alternatives: Credo AI)
- GLM 4.7 FlashX: neither first, one named (first choices: ModelOp Center) (alternatives: Arthur AI, Credo AI, Fiddler AI, Guardrails AI, OneTrust AI Governance, Protect AI, ServiceNow AI Control Tower)
- GPT-6 Luna: neither first, one named (first choices: Trustible) (alternatives: Credo AI, Microsoft Purview, OneTrust AI Governance)
- Perplexity Sonar: neither named (first choices: Govarna) (alternatives: Arthur, IBM watsonx.governance, OneTrust AI Governance)
- DeepSeek V4 Flash: neither named (first choices: IBM watsonx.governance, OneTrust AI Governance) (alternatives: Arthur, Drata, Fiddler AI, Vanta)
- Llama 4 Maverick: neither named (first choices: Govarna)
- Kimi K2: neither named (first choices: Montro) (alternatives: FairNow, ModelOp Center)
- MiniMax M2.5: neither named (first choices: Govarna) (alternatives: ModelOp Center, Montro)

## What the models said about Credo AI

- "What to Avoid (Too Expensive for Limited Budgets) ... Credo AI | $30,000-$150,000/year | Enterprise-only, quote-gated" (Kimi K2, budget prompt, hard negative)
- "What to avoid (if budget is tight) - Credo AI – starts at ~$50,000/year" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Some platforms, such as Credo AI, are strong in documentation and risk assessment but do not currently offer runtime enforcement for live AI traffic." (Mistral Small, negative prompt, soft negative)
- "Excels in policy-to-code automation and compliance workflows... Best for enterprises building governance programs from scratch" (Grok 4.1 Fast, comparative prompt, first choice)
- "The best overall AI governance platform, pairing an AI use-case registry with regulation-mapped assessments and a policy engine" (Claude Haiku 4.5, direct prompt, first choice)
- "A platform that wins on regulatory alignment (e.g., Credo AI) is not a replacement for deep production observability" (Kimi K2, comparative prompt, first choice)

## What the models said about Holistic AI

- "What to avoid ... Holistic AI – starts around $40K/year for SMBs" (DeepSeek V4 Flash, budget prompt, hard negative)
- "Holistic AI | Custom quotes | No self-serve pricing" (Kimi K2, budget prompt, hard negative)
- "typically custom / enterprise pricing, often $25K-$250K+/year, and "pricing structure is less accessible for small teams"" (Muse Glimmer 30B, budget prompt, soft negative)
- "Start with a trial of Credo AI or Holistic AI if your priority is commercial compliance and customer trust." (Qwen 3.7 Flash, paraphrase prompt, first choice)
- "Pairs technical risk libraries with regulator-aligned assessment workflows; good for enterprise risk quantification" (Kimi K2, comparative prompt, alternative)
- "Best For: Organizations focused on detailed model risk management and independent auditing." (Qwen 3.7 Flash, comparative prompt, alternative)

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; rank is within the category. Comparisons are drawn for the top eight products in each category. Published under CC BY 4.0; the output is the models' output, and nothing here is a recommendation by the index.