Collibra AI Governance vs Dataiku Govern

Collibra AI Governance is a platform that centralizes management of AI use cases, models, and agents with full visibility, trusted data, automated documentation, and built-in compliance features. It supports teams in scaling AI responsibly by providing end-to-end lineage from source data through model training, inference, deployment, and usage across platforms like AWS, Azure, Google, Databricks, SAP, and MLflow. The solution facilitates risk assessment using templates for EU AI Act and NIST AI RMF, policy enforcement, model registries, and ongoing monitoring to ensure audit-readiness and regulatory adherence, particularly for regulated industries such as financial services and healthcare. Distinct from narrower tools, it integrates data governance with AI oversight in a unified system of record, enabling cross-team collaboration between AI, data, and risk functions while recommending governed data products to reduce risks from poor data quality or bias.

Dataiku Govern is the governance module of the Dataiku AI platform, providing centralized model registry, LLM registry, bundle registry, and workflow-based sign-off processes for AI project lifecycle management. It enables organizations to qualify AI projects by risk and value, enforce approval gates before model deployment, document traceability, and prepare for EU AI Act compliance with pre-built solution templates. Govern integrates natively with Dataiku's Design and Deployer nodes to provide end-to-end oversight without requiring separate tooling.