Design an internal evaluation platform that lets teams measure and compare LLM features reliably.

Every team eval-ing prompts in ad-hoc notebooks is how an org ships regressions and argues about vibes. A shared eval platform makes quality measurable and comparable. Here is what it has to provide.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.