Collibra built the enterprise data catalog, and AI Command Center governs AI from that foundation, with genuinely deep lineage behind it. It publishes two regulatory templates against Enzai's six, has no published shadow AI discovery so the registry only holds what someone registered, and its agent trust scoring is in preview on Databricks alone.

Credo AI is a dedicated AI governance platform with real depth in model testing, so the comparison comes down to detail. It publishes three AI frameworks plus SOC 2 against Enzai's six, licenses discovery and registry as separate modules, and its own product page still lists agent enforcement as planned.

IBM watsonx.governance is a model governance toolkit assembled from OpenScale, AI Factsheets and OpenPages, with deep model evaluation behind it. Regulatory content is configured in the GRC layer rather than shipped, shadow AI discovery requires the separate Guardium AI Security product, and runtime guardrails live in watsonx.ai rather than in the governance product.

OneTrust built the privacy and consent management category, and AI governance is one module inside that platform. It ships three framework templates against Enzai's six, sets compliance status through assessment cycles rather than recalculating it, and filters prompts and outputs rather than blocking what an agent actually does.

AI Control Tower is a module on the Now Platform that registers AI against the CMDB, the configuration model built for IT assets. It publishes three content packs with no ISO 42001 and no GDPR, and its agent enforcement reaches Model Context Protocol traffic and nothing beyond it.