Better Experiments with LLM Evals, A funnel, not a fork

LLM evals assess relevance, coherence, and quality at scale faster and cheaper than human annotation. At Spotify, only 12% of A/B tests ship a positive result, but 64% produce valid learning. Evals verify output quality before experiments validate business outcomes, raising the experiment hit rate.