AIAI Governance StackFree kit

Collibra AI Governance vs DataRobot

Both compete in Enterprise Incumbents. Collibra AI Governance positions itself as “AI governance layered on Collibra's data catalog and lineage for trusted, compliant AI”, while DataRobotleads with “Enterprise AI platform unifying model and agent development, deployment, and governance across any environment”. The table below compares what each publishes.

Where Collibra AI Governance pulls ahead

Data-mature enterprises already using Collibra for data governance that want AI oversight anchored to catalog, metadata and lineage across many model platforms.

Where DataRobot pulls ahead

Large regulated enterprises needing an established, full-lifecycle AI/ML platform with unified governance across diverse deployment environments

Both map to EU AI Act, NIST AI RMF, so framework coverage alone will not separate them — the decision usually comes down to who operates the tool and how it fits your existing stack.

PositioningAI governance layered on Collibra's data catalog and lineage for trusted, compliant AIEnterprise AI platform unifying model and agent development, deployment, and governance across any environment
CategoryEnterprise IncumbentsEnterprise Incumbents
FrameworksEU AI Act, NIST AI RMFEU AI Act, NIST AI RMF
DeploymentSaaS, CloudSaaS, Cloud, On-prem, API
Built forData Science / ML, GRC, Compliance, RiskData Science / ML, Compliance, Risk, Security, GRC
Founded20082012
HeadquartersBrussels, Belgium and New York, New York, USABoston, Massachusetts, USA
OwnershipIndependent (private, VC-backed)Private, independent; venture-backed (not publicly traded as of mid-2026)
Funding~$640M raised; ~$5.25B valuation (2021)Over $1B raised across multiple rounds (incl. $300M Series G, 2021); peak valuation reported ~$6.3B (2021)
PricingCustom / enterpriseEnterprise / contact-sales; subscription and usage-based licensing
Key capabilities
  • Model and agent registries with lifecycle stages
  • EU AI Act and NIST AI RMF assessment templates
  • End-to-end data-to-model lineage
  • Metadata capture and documentation
  • Agentic AI compliance assessments
  • Broad AI platform integration
  • Automated machine learning (AutoML)
  • Unified governance for models, agents, LLMs, and apps
  • Cross-environment deployment (cloud, on-prem, edge, air-gapped)
  • End-to-end model lineage
  • Automated compliance documentation
  • Real-time AI guards (PII, hallucination, toxicity, bias)
IntegrationsAWS Bedrock, AWS SageMaker, Azure AI Foundry, Azure ML, Databricks Unity Catalog, Google Vertex AI, MLflow, SAP AI CoreNVIDIA, Microsoft, Airflow, Snowflake, Databricks, AWS, Azure, Google Cloud
Notable customersNone publishedNone published
Best forData-mature enterprises already using Collibra for data governance that want AI oversight anchored to catalog, metadata and lineage across many model platforms.Large regulated enterprises needing an established, full-lifecycle AI/ML platform with unified governance across diverse deployment environments
LimitationsStrongest for organizations invested in Collibra's data governance suite; it emphasizes cataloging and assessment over runtime enforcement and real-time model monitoring.Enterprise-oriented cost and complexity that can be heavy for small teams; broad platform breadth means governance is one component of a larger suite rather than a standalone GRC product; valuation has reportedly compressed from its 2021 peak; public per-seat pricing and specific named customers are not readily disclosed

Which should you shortlist?

Choose Collibra AI Governance if data-mature enterprises already using Collibra for data governance that want AI oversight anchored to catalog, metadata and lineage across many model platforms.

Choose DataRobot if large regulated enterprises needing an established, full-lifecycle AI/ML platform with unified governance across diverse deployment environments

Neither is a substitute for a governance program. Whichever you pick, you still need people who can define the policies the tool enforces.

AI Governance Tool Selection Kit

A vendor-comparison worksheet plus EU AI Act, NIST AI RMF and ISO/IEC 42001 requirement checklists — so you can shortlist tools against the obligations that actually apply to you.

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