AI opportunities

Balance anomaly detection

Flagging accounts whose balance is unusual against their own history — an unexpected jump, an unexpected zero, a wrong sign — including accounts that tie out perfectly.

Technique

Time-series outlier detection per account: z-score against the account's own trend, or multi-feature isolation over balance, period-over-period change and ratio to related accounts

Open source tool

pandas rolling mean and standard deviation per account; scikit-learn IsolationForest for the multi-feature version