16 Governance Tools for Securing Your AI Fleet
CIO, Friday, September 18th, 2026
A comparison roundup of guardrail, governance and trust platforms for keeping production LLMs in check.
Running LLMs in production means being ready for hallucinations, data leakage, misinformation and worse, and a market of tools has emerged to help AIOps teams carry that load.
The article surveys 16 vendors in alphabetical order, noting that these products cluster around words like guardrails, governance and trust, overlap heavily with AIOps development and benchmarking tools, and often have their own LLMs buried inside.
Collibra's AI Command Center, for example, merges governance and privacy protection with agent management, cataloging agents in a Unified Control Plane and assigning each a trust score measuring riskiness and readiness, with integrations into Snowflake and Databricks and full audit trails. Pricing for many entries is not published, requiring a demo and sales conversation.