Evaluation Framework

Goals

• Measure retrieval quality, faithfulness, and reasoning consistency.

• Prevent regression via automated eval gates.

Tooling

• RAGAS: RAG faithfulness and answer relevance.

• TruLens or DeepEval: model evaluation and rubric scoring.

• Promptfoo: prompt regression and scenario testing.

Evaluation Flow

1. Run batch evaluation against golden datasets.

2. Gate deployments on thresholds.

3. Log metrics to observability stack for trend analysis.