Turn leakage detection into a DMAIC pilot
Apply DMAIC to design an AI-assisted claims leakage improvement pilot.
Water mitigation leakage appears to be rising, but the team does not know whether the driver is vendor pricing, invoice scope, documentation gaps, or cycle pressure. DMAIC: Define, Measure, Analyze, Improve, Control. The shortcut is to ask AI to find leakage everywhere. That creates a pile of suspicious examples without a baseline, root cause, or control plan. Define Focus on water mitigation invoices over $7,500 in two states with reopen or supplement activity. A narrow definition prevents the pilot from mixing unrelated leakage patterns. Measure Baseline average invoice severity, supplement rate, cycle time, and review hours for the defined segment.…
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