What does a risk scorecard contain and how is it calculated?

Answer

A risk scorecard aggregates six dimensions into a single assessment:

1. Compliance (0-100) — average evaluation score.
2. Bias (0-100) — inverted bias score, penalized for flagged evaluations.
3. Drift (0-100) — 100 minus severity-weighted drift detections.
4. Safety (0-100) — 100 minus content safety violations.
5. Prompt Injection (0-100) — 100 minus injection severity.
6. Governance (0-100) — 100 minus unresolved anomalies. Overall is the unweighted average. Grades: A+ at 95 or above, A at 85, B at 70, C at 55, D at 40, F below 40. SHA-512 verification hash for tamper evidence.