Free 15-min triage

The failure catalogue

What breaks AI-built apps between the demo and production.

These are the problems I fix, written out properly rather than listed as services. Find yours by the tool you built with or by what your app is actually doing wrong. Each page names the specific failures, explains the mechanism, and shows what “fixed” looks like as a test we agree before you pay anything.

By what you built it with

By what it's doing wrong

Not listed here? The list is what recurs, not what I can fix. If your blocker is somewhere else entirely, tell me in two sentences and you'll get a yes, a no, or one question within a working day.