AI opportunities

Risk-based approval routing

Scoring each entry's risk and routing accordingly: low-risk entries to a single approver or auto-approval, high-risk to multi-level review.

Technique

Supervised classification trained on historical entries that were later corrected, questioned or flagged in audit

Open source tool

scikit-learn RandomForestClassifier; SHAP for justifying the routing decision

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