Evaluation Infrastructure: The Invisible Competitive Advantage of Top AI Companies

The difference between AI companies that ship improvements weekly and those that ship once a quarter isn't talent or capital — it's evaluation infrastructure. Building automated evaluation pipelines lets teams safely ship model changes, A/B test prompt variations, and catch regressions before users notice. Most companies underinvest here.