--- title: "AI Governance Framework for Enterprise ML & GenAI" url: https://daily.dev/posts/ai-governance-framework-for-enterprise-ml-genai-hbuozzvum source_url: https://domino.ai/blog/ai-governance-framework type: article source: "Domino Data Lab" published: 2026-06-17T19:56:56.611Z updated: 2026-06-17T19:57:20.793Z tags: ["machine-learning", "genai", "mlops", "ai-governance"] reading_time: 16 upvotes: 0 comments: 0 language: en --- > ## Documentation Index > Fetch the complete documentation index at: https://daily.dev/llms.txt > Use this file to discover all available pages before exploring further. # AI Governance Framework for Enterprise ML & GenAI **[Domino Data Lab](https://daily.dev/sources/ddl)** · 16 min read · 0 upvotes · 0 comments ## Summary Enterprise AI governance requires more than policy documents — it needs technical controls enforced at the workflow level. This guide covers five functional areas: model lifecycle controls, risk tiering, access controls and data lineage, audit trails, and governance review gates. It addresses how GenAI and agentic AI introduce new risk categories (prompt injection, hallucination, output unpredictability) on top of traditional ML governance requirements. Industry-specific compliance contexts are covered including SR 11-7 and SR 26-2 for financial services, FDA 21 CFR Part 11 for life sciences, and NIST AI RMF for public sector. The core argument is that governance must be embedded in the platform infrastructure — enforced at execution time — rather than maintained as a separate manual process. ## Full article daily.dev links to this article rather than hosting it. Read it at the original source: ## Similar posts on daily.dev - [Generative AI governance best practices](https://daily.dev/posts/generative-ai-governance-best-practices-bcvwlnxap) · Domino Data Lab · 2 upvotes · 0 comments - [AI Governance Framework: What It Is and How to Build One](https://daily.dev/posts/ai-governance-framework-what-it-is-and-how-to-build-one-u9qnrz5xb) · Decube · 0 upvotes · 0 comments - [A Practical AI Governance Framework for Enterprises](https://daily.dev/posts/a-practical-ai-governance-framework-for-enterprises-do9dlr2km) · databricks · 0 upvotes · 0 comments --- Tags: [#machine-learning](https://daily.dev/tags/machine-learning), [#genai](https://daily.dev/tags/genai), [#mlops](https://daily.dev/tags/mlops), [#ai-governance](https://daily.dev/tags/ai-governance) [View this post on daily.dev](https://daily.dev/posts/ai-governance-framework-for-enterprise-ml-genai-hbuozzvum)