Evidentiary Evaluation: Building an AI Judge for High-Stakes Certification

In high-stakes enterprise domains like legal compliance, medical records, and financial audits, LLM-as-a-judge systems must produce defensible, auditable evidence chains for every score they award.

Architecture of an Evidentiary Judge

Multi-agent deliberation, chain-of-thought grounding, and deterministic rubric calibration.