Shared Responsibility, Like Matching Funds

Many grants required matching funds — the recipient had to put in their own money or effort alongside the award. The logic was simple: people take better care of things they have a stake in. Programs with real matching commitment performed better than ones running entirely on someone else's dime.

AI governance fails the same way when it's one person's job.

If a single "AI person" owns all the responsibility — the policies, the monitoring, the training, the incident response — everyone else mentally checks out. The marketing team assumes it's handled. Leadership assumes it's handled. Nobody changes their own behavior, because the matching commitment was never required.

The fix is the matching-funds logic: distribute the stake. Department heads own the AI use in their teams. Every employee owns following the acceptable-use rules. Leadership owns resourcing the oversight. The governance lead coordinates — they don't carry it alone.

Shared responsibility isn't a slogan. It's a design choice, and it's the difference between a policy document and a practice.

Everyone puts in. Everyone owns a piece.

I explain frameworks; I don't give legal counsel.