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Evaluating LLMs on Your KPIs, Not a Leaderboard
Why public benchmarks mislead, and how to measure models on what your business needs.
Apr 9, 2026 · 6 min read
Public benchmarks are useful signals, but they rarely match the exact language, documents, risks and latency constraints inside an enterprise workflow. Evaluation should start with your own use cases and failure costs.