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Head-to-head · AI Governance Software

OneTrust AI Governance vs Collibra

  • Updated Sep 2026
  • Both researched from official sources
  • 3 checks side by side
Higher score OneTrust AI Governance #1 in AI Governance Software 9.0/10 Pricing on request ✓ 3 of 3 features Visit OneTrust
Collibra #6 in AI Governance Software 6.9/10 Pricing on request ✓ 0 of 3 features Visit Collibra

OneTrust AI Governance leads on 3 checks, Collibra on 0, and 0 are even. Who comes out ahead on the 3 yes/no, price and count checks where we have data for both products. The editor score weighs everything else too.

Our verdict

  • Highest scoreOneTrust AI Governance · 9.0/10
  • Most featuresOneTrust AI Governance · 3 of 3

OneTrust AI Governance scores higher on our rubric for ai governance software: 9.0 against 6.9 out of 10; our editors rank them #1 and #6.

OneTrust AI Governance offers ai system inventory; Collibra doesn't publish it. OneTrust AI Governance offers risk assessments; Collibra doesn't publish it. OneTrust AI Governance offers policy and controls; Collibra doesn't publish it.

OneTrust AI Governance is the better fit for enterprise-wide AI governance and compliance. Collibra is the better fit for organizations extending data governance into AI.

  • OneTrust AI Governance fits best

    Enterprise-wide AI governance and compliance

  • Collibra fits best

    Organizations extending data governance into AI

Advertiser disclosure: iTechGuides is reader-supported. We may earn a commission when you click some links. It never changes our verdict. How we rank.

Side by side

Feature OneTrust AI Governance 9.0/10 Visit ↗ Collibra 6.9/10 Visit ↗
At a glance
Editor score 9.0 6.9
Ranking #1 in AI Governance Software #6 in AI Governance Software
Best for Enterprise-wide AI governance and compliance Organizations extending data governance into AI
Pricing model Paid Paid
Starting price Not published Not published
Free plan Not published Not published
Free trial — —
Deployment Cloud Cloud, Self-hosted
Platforms Web Web
Support Tickets, Docs, Community Email, Tickets, Community, Docs
Compliance SOC 2, ISO 27001, GDPR SOC 2, ISO 27001, GDPR, HIPAA
Integrations 500+ integrations 100+ integrations
Built for Mid-market, Enterprise Enterprise
Features OneTrust AI Governance 3/3 · Collibra 0/3
AI system inventory ✓ (best) Not published
Risk assessments ✓ (best) Not published
Policy and controls ✓ (best) Not published
Specs
Compliance frameworks EU AI Act; NIST AI Risk Management Framework; ISO 42001 Not published
Deployment options Cloud Not published
Listed integrations Amazon Bedrock; Microsoft AI Foundry; Google Vertex AI; Databricks Unity Catalog; Jira; Palo Alto Networks Not published
Our review
Pros
  • Centralizes AI systems, models, agents, datasets, vendors, and use cases
  • Automates risk tiering and maps controls to major AI frameworks
  • Combines runtime guardrails with audit-ready evidence generation
  • Catalog, lineage, quality, privacy and workflow capabilities in one platform
  • Connects to 100 integrations, databases, data lakes, warehouses and BI tools
  • Cloud and self-hosted deployment with APIs and governed AI context
Cons
  • Pricing requires a sales conversation rather than fixed published tiers
  • Cloud deployment is the listed deployment option
  • No open-source edition is available
  • Pricing requires contacting sales before evaluation
  • AI-specific controls are less detailed than dedicated governance suites
  • Enterprise focus may exceed the needs of smaller organizations
Our verdict

OneTrust AI Governance provides a centralized program for governing AI systems, models, agents, datasets, vendors, projects, and use cases. It is designed for mid-market and enterprise organizations that need ownership, lifecycle…

Read the review →

Collibra is an enterprise data and AI governance platform for organizations managing complex data environments and extending existing governance into AI. Its portfolio covers data cataloging, metadata inventory, governance workflows,…

Read the review →
  1. OneTrust AI GovernanceAI Governance Software 9.0Pricing on request
  2. CollibraAI Governance Software 6.9Pricing on request

Strengths and trade-offs

  • OneTrust AI Governance — where it wins

    • Centralizes AI systems, models, agents, datasets, vendors, and use cases
    • Automates risk tiering and maps controls to major AI frameworks
    • Combines runtime guardrails with audit-ready evidence generation

    Where it doesn't

    • Pricing requires a sales conversation rather than fixed published tiers
    • Cloud deployment is the listed deployment option
    • No open-source edition is available

  • Collibra — where it wins

    • Catalog, lineage, quality, privacy and workflow capabilities in one platform
    • Connects to 100 integrations, databases, data lakes, warehouses and BI tools
    • Cloud and self-hosted deployment with APIs and governed AI context

    Where it doesn't

    • Pricing requires contacting sales before evaluation
    • AI-specific controls are less detailed than dedicated governance suites
    • Enterprise focus may exceed the needs of smaller organizations
  • OneTrust AI Governance9.0/10 · Pricing on request

    Enterprise AI governance spanning inventory, risk, controls, monitoring, and audit evidence.

    Visit OneTrustFull verdict →
  • Collibra6.9/10 · Pricing on request

    A mature data-governance foundation for AI, with enterprise scope and contact-sales pricing.

    Visit CollibraFull verdict →

More comparisons

All AI governance software comparisons → · Full ranking →

Reviewed by iTechGuides Editors · Editorial team · Updated Sep 2026

Last updated · How we research and update