Proof of Quality Scales AI Evaluation Workflows
Summary
Sapien introduces Proof of Quality, a workflow that brings multiple AI reviewers together so teams can compare scores, reasoning, agreement, and disagreement. This helps test evaluations at scale while reserving expert attention for ambiguous and high-consequence cases.
AI systems can generate thousands of outputs before a team has time to inspect a fraction of them. When outsourcing this to AI, one of the hardest parts is deciding how much confidence to place in a single judgment.
Proof of Quality supports multiple AI reviewers in a single workflow, so teams can compare scores, reasoning, agreement, and disagreement, giving them a faster way to test evaluation workflows at scale while keeping expert attention focused on ambiguity and high consequence cases.
Read more: https://www.sapien.io/blog/proof-of-quality-works-with-ai-and-human-validators
