Why most agent pilots never reach production

A demo has to work once, in front of a friendly audience, on a script nobody deviates from. Production has to work every time, against inputs nobody anticipated, with a failure mode that doesn't embarrass anyone.

Most pilots that stall do so for one of three reasons: there's no guardrail for what the agent shouldn't do, there's no visibility into what it actually did after the fact, or the underlying data was never solid enough to support it past the happy path.

None of these are model problems. They're software engineering problems — the same discipline that turns any prototype into a product. Test coverage, monitoring, rollback plans, and a clear owner when something goes wrong.

If your pilot impressed a room but you can't yet answer "what happens when it's wrong," that's the gap between pilot and production — and it's closable with the right engineering, not a bigger model.