As the library of LLMs and their associated tools grow, administrators are pressured to provide auditing, measure adoption, provide tools through MCP, and track token spend. Disparate SAAS platforms provide_some_ of these for_some_ tools, but there is no centralized, secure solution for these challenges.

If you are administrator or devops leader looking to:

If you areanadministrator or devops leader looking to:

- Measure AI tooling adoption across teams or projects

- Provide an LLM audit trail to security administrators