Explainability

Per-decision feature attribution and rule impact

Explaining decision for:

TX_9B8C3D1ACritical· 92

Model: FraudShield-v2Agent verdict: BLOCKFinal: DECLINED

Feature Attribution (SHAP)

Impact of each feature on fraud score

Model Confidence

97.2%

Confidence

0.918

Model score

Rules Fired (6)

R-001High-value crypto transfer

+28pts

R-004New device fingerprint

+22pts

R-012Velocity: >5 txs/hour

+15pts

R-019High-risk merchant category

+18pts

R-033Known good customer

-12pts

R-044KYC full verification

-8pts