If inference keeps getting cheaper, where does a small AI startup's moat actually live?

Not in the model, and not in the wrapper. It lives in the proprietary loop: the data you generate by being used, the workflow you own end to end, and the distribution nobody can buy back. Cheap inference commoditizes the engine, not the road.