AI Output Verification Cannot Be a Sampling Exercise

By Veratrace Research, Research Team · 2026-03-03

ai-verification · output-quality · ai-governance · enterprise-ai · compliance

Sampling 2% of AI outputs and calling it verification is a governance fiction. Deterministic verification requires structured records for every outcome.