Model Operations
MLOps · drift monitoring · explainability · training pipelines
14 models in production2 retraining
Avg precision
0.927
Avg recall
0.891
Avg F1
0.908
Inference / sec
184k
Feature drift · last 30 days (PSI)
PSI threshold for retrain: 10. synth-id-cnn approaching threshold.
Top features · fraud-xgb-v14
device_fingerprint_reuse
0.184
geo_velocity_24h
0.162
merchant_risk_score
0.141
txn_amount_zscore
0.128
behavioral_typing_drift
0.118
graph_centrality_2hop
0.094
session_age_minutes
0.072
mcc_profile_mismatch
0.058
new_beneficiary_flag
0.043
Production models
| MODEL | TYPE | VERSION | PRECISION | RECALL | F1 / AUC | P99 LAT | DRIFT | STATUS |
|---|---|---|---|---|---|---|---|---|
| fraud-xgb | XGBoost | v14 | 0.946 | 0.938 | 0.942 | 12ms | 4% | ok |
| fraud-dnn | Deep NN | v08 | 0.921 | 0.911 | 0.916 | 28ms | 6% | ok |
| aml-gnn | Graph NN | v07 | 0.961 | 0.948 | 0.954 | 84ms | 8% | ok |
| synth-id-cnn | CNN+OCR | v03 | 0.887 | 0.864 | 0.875 | 142ms | 18% | retrain |
| behavior-bio | LSTM | v02 | 0.913 | 0.892 | 0.902 | 22ms | 12% | monitor |
| mule-graph | Graph + Comm | v05 | 0.978 | 0.961 | 0.969 | 210ms | 3% | ok |
| device-trust | RandomForest | v11 | 0.892 | 0.871 | 0.881 | 8ms | 6% | ok |
| sanctions-nlp | Transformer | v04 | 0.984 | 0.971 | 0.977 | 44ms | 2% | ok |
Training pipeline status
fraud-xgb-v15 · nightlyFeature engineering · 12m
synth-id-cnn-v04 · adhocHyperparam search · 2h 14m
aml-gnn-v08 · weeklyValidation · 3m
Deployment timeline
2026-05-14 09:12fraud-xgb-v14 · canary 10% → 100%success
2026-05-13 22:04device-trust-v11 · shadow → prodsuccess
2026-05-12 14:38synth-id-cnn-v03 · rollback v04 (drift)warning
2026-05-10 03:21sanctions-nlp-v04 · promotesuccess