Everything on AI Quality Assurance

The truthfulness of AI outputs is determined by judgment gates and reproducibility checks, not just model quality. A combination of strict cheap judges and frontier models is required to filter out confident errors.

Impact: Implementing robust judgment layers is essential for enterprise AI to ensure that findings are accurate and reproducible, reducing the risk of costly errors.

— from Cloud RAG Economics: Borrow Plumbing, Keep Chunking · The CTO Advisor· Aug 25, 2026