How I Built a Production-Ready AI Document Q&A System — And What Makes It Different
Almost every client I talk to has some version of the same problem. "We have all the information. We just can't find it fast enough." The contract is somewhere on the shared drive. The policy update is buried in the third revision of a 40-page PDF. Someone on the team spends two hours digging through a report to answer a question that, honestly, should take two minutes.
AI is supposed to fix this. And sometimes it does — but a lot of what I see out there is either a weekend notebook pretending to be a product, or a flashy cloud demo that quietly bleeds money the moment you try to run it at real scale. I wanted to build something in between: a system that's actually usable in production, that I'd be comfortable handing to a paying client, and that doesn't fall apart the moment someone uploads a real document.