Building AI Systems vs. AI Features: What Nobody Tells You About Production

Building AI Systems vs. AI Features: What Nobody Tells You About Production You've seen the demos. Smooth, fast, impressive. The model returns exactly the right thing, the UI renders it beautifully, and everyone in the room nods approvingly. Then you ship it. And that's when the real work begins. There's a distinction that separates teams successfully running AI in production from teams perpetually firefighting it: the difference between an AI feature and an AI system. Understanding that gap — a