Walk the drift response for a collections AI model
Use PDCA to diagnose and respond to AI model drift in a finance operations workflow.
The miss Collections trusted the AI ranking, but three large renewal accounts slipped. The model did not break loudly; it became quietly less useful. Quiet drift is dangerous because it looks like normal variance until cash impact is visible. PDCA for model drift Plan, Do, Check, Act Treat drift as a controlled learning cycle: diagnose, contain, measure, then update. Retrain now Fast but may chase noise. A response that protects cash and improves the control loop. Contain the risk before changing the model; measure before making the fix permanent. Plan Step 1 DSO worsened and the model missed enterprise renewals.…
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