Pattern for governing Copilot Studio agents before they reach production

I keep seeing the same gap across Copilot Studio deployments: agents get built and shared before anyone has answered three basic governance questions.

 

Before I call an agent production-ready, I check:

 

-> Who's the sponsor? Not just who built it, who's accountable for it existing.

-> What's it grounded on, and who can actually read that data? A knowledge source that's technically "in scope" isn't the same as verified content people should be answering from.

-> Is there an audit trail for what the agent said and to whom, if someone asks later?

 

None of this shows up in a demo. It only shows up a few months in, when the agent's still running and nobody remembers why.

 

I wrote a longer breakdown of this governance model, including how Microsoft Agent 365 fits into it, here: https://jpmarquez.com/blog/microsoft-agent-365-licensing-what-you-actually-buy/

 

Curious what pattern others are using here, especially for the sponsor/ownership question, since that's the one I see skipped most.