Monitored AI systems
6
100% active ingestion
Institutional directive
Portfolio evaluation, risk constellation and regulatory audit preparedness for banking AI systems. Every decision logged with a cryptographic evidence hash.
Monitored AI systems
6
100% active ingestion
Portfolio trust score
82 / 100
Target > 80
Requires action
2 models
Regulatory review pending
Audit readiness
78%
RBI & DPDP verified
Line-of-sight across every production model, its lineage and current trust posture.
Gradient Boosted Trees (LightGBM)
Production
XGBoost Ensemble
Production
Graph Neural Network
Production
LightGBM
Production
ResNet-50 CNN
Production
Survival Analysis
Production
Past 90 days
Re-certified +5%
Consent lineage verified under DPDP Act 2023. Trust score moved 82% → 87%.
New version +8%
Deployed v2.1.0 with 98% SHAP explainability coverage across reason codes.
Validation expired −14%
Annual independent model audit lapsed. Score adjusted to 62%. CRO action required.
Autonomous underwriting and fraud detection with direct lending impact.
Video KYC scorer and collections propensity engine under human oversight controls.
High explainability coverage with fully verified audit trails.
Loan approval engine awaiting independent challenger-model validation.
The annual independent review for the GNN engine lapsed. Audit readiness dropped to 58%.
Commission independent validation audit immediately.
Graph embeddings lack reason-code decomposition for 31.8% of flagged transactions.
Deploy an integrated-gradients explainer to reach >90% coverage.
Disparate-impact ratios within tolerance across all protected segments for Q3.
No action. Evidence sealed in the vault with hash 0x9f4c…21ab.