A demo answers one question: can this be built? Production answers a harder one: will it hold when real customers, real money, and real edge cases hit it at once?
Those are different pieces of work. The demo is the fun 70%. The 30% that's left — error handling, access boundaries, the audit trail, what happens under load — is the part that decides whether you have a product or a liability.
So when a vendor says “AI-powered,” ask the only question that matters: show me what happens when it's wrong. If there's no answer, you're looking at a demo wearing a product's clothes.
This is the part we do — the crossing from a demo to a system that survives production.