Governing the Autonomous Organization lays out a five-stage model for closing that gap before the bill, the breach, or the regulator closes it for you.

That gap isn’t about model quality. It’s about visibility. Most 2026 governance failures, at Meta, Uber, and Microsoft, trace back to the same root cause: leadership couldn’t see what the AI was actually doing until the bill arrived, the breach was disclosed, or the regulator called.

Peter Sondergaard, Chairman of the Board at 2021.AI and Strategic Advisor to Polaris I/O, wrote this paper to lay out what actually fixes that. Not another compliance checklist. A five-stage maturity model and an operating discipline built around three questions: see it, spot it, steer it.