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Highest reviewed

Governance & policy tooling

Ranked by Overall Score among the Governance & policy tooling vendors we have published reviews for. Scores come from the same methodology as each full review. This page is for comparing leaders; browse the subcategory to see the full field.

  1. Trustible

    7.5/10 · Recommend

    Legal, risk, and AI governance teams at regulated enterprises that need one inventory of AI use and a defensible approval trail.

    Open review →

  2. Credo AI

    7.3/10 · Conditional recommend

    Governance, risk, and AI program owners who need a system of record for use cases and policy.

    Open review →

  3. Immuta

    7.1/10 · Conditional recommend

    Data platforms that need centralized, fine-grained access policies across Snowflake, Databricks, and similar stores for analytics and AI workloads.

    Open review →

  4. Collibra

    6.7/10 · Conditional recommend

    Enterprise data and AI governance programs that need a shared catalog, glossary, stewardship workflows, and lineage across many systems.

    Open review →

  5. Alation

    6.0/10 · Conditional recommend

    Enterprises standing up a shared data catalog, glossary, and stewardship operating model that will also touch AI use-case documentation.

    Open review →

Last updated October 2026 · 5 published reviews in this subcategory