AliExpress Tech

Sep 19, 2026 · Artificial Intelligence

Building Trustworthy AI Evaluation: Consistency, Confidence & Pluggable Platform

The article describes an AI evaluation platform that addresses non-determinism, evaluator bias, and dataset chaos by introducing consistency metrics for scenario stability, confidence scores for evaluator reliability, a pluggable architecture supporting four evaluator types, unified dataset management with golden sets, and continuous experiment orchestration across 155 scenarios.