arxivcs.SEcs.AI2026-07-06
EvalLoop: A Methodology for Evaluation-Driven Iterative Improvement of Business AI Systems
Kenneth Benavides, Josh Fleischer, Danti Chen
Teams deploying large language models in business contexts need evaluation systems, yet most treat evaluation as static model selection: run benchmarks, rank models, deploy the winner. This framing misses evaluation's primary value for production systems--diagnosing why a system…