5.1.9 · Lesson 9 of 14
Report Evaluation Results to Stakeholders
Report eval results with clear metrics, gates, and go/no-go recommendations for stakeholders.
WHAT
Report evaluation results so product, risk, and engineering stakeholders can decide on promotion.
HOW
- Publish CloudWatch metrics such as FaithfulnessScore and TruncationCount.
- Summarize offline scores, canary outcomes, and residual risks.
- State explicit pass/fail against agreed thresholds.
Key points
- FaithfulnessScore dashboards
- TruncationCount reporting
- Pass/fail quality gates
- Canary outcome summaries
- Stakeholder go/no-go
Exam focus
Stakeholders need scored dimensions, gate outcomes, and risk — not raw model logs alone.