What Are the Internal Mechanisms of AI Startups?

AI startups look similar from the outside — a website, an API, a pitch deck — but their internal mechanisms vary enormously. Understanding how AI companies actually operate inside, from data pipelines to evaluation systems to model update cycles, reveals which ones are real engineering organizations versus thin wrappers.