Woodpecker Software Testing

Mar 1, 2026 · Artificial Intelligence

Four Hidden Model Evaluation Pitfalls That Undermine AI Deployments

The article examines four common yet hidden model evaluation mistakes—confusing attractive metrics with business impact, using static test sets, ignoring statistical significance, and lacking fine‑grained attribution—illustrating each with real‑world cases and offering concrete practices to build a more robust, business‑aligned evaluation pipeline.