Golden Sets

Start with curated edge cases. Label failure modes and unacceptable responses.

Synthetic Expansions

Use smaller models to generate variants of prompts, then dedupe with embeddings.

Automated Judges

Self-critiquing prompts with GPT-4 or Claude Sonnet drastically cut manual review time.

Human Review

Route ambiguous cases to experts. Capture rationales to improve future automated scores.

Dashboards

Expose accuracy, bias, safety, and latency in a single pane so PMs and legal teams can sign off quickly.