Design an internal evaluation platform that lets teams measure and compare LLM features reliably.
When every team evaluates prompts in one-off notebooks, an org ships regressions and argues about vibes. A shared eval platform turns quality into something measurable and comparable. Here is what it must provide.
Updated Sep 2026 · Grounded in real GenAI, LLM, and AI/ML engineering interview loops and written to a senior-engineer editorial bar.
When every team evaluates prompts in one-off notebooks, an org ships regressions and argues about vibes. A shared eval platform turns quality into something measurable and comparable. Here is what it must provide.
Lead with where the obvious approach breaks, because that is the judgment they are screening for — most candidates jump straight to the happy path and lose the room.
Then walk the failure back through the pipeline in order, naming the one metric the customer's exec sponsor actually cares about before you propose the fix.
