Define materiality by business model and seasonality, not a single universal threshold. Pair balances with expected inflows and outflows so alerts reflect reality. Suppress duplicates and bundle cascaded triggers into one message with a digest link. Give recipients a clear path to snooze, acknowledge, or delegate. By respecting attention, your alerts earn trust and drive timely actions rather than becoming background wallpaper.
Close the loop between alerts and models by feeding outcomes back into forecasts. When a late payer suddenly accelerates, update probability curves automatically. Compare plan versus actual cash movement at daily and weekly cadences. Invite budget owners to annotate surprises with context your system cannot see. Over time, this collaborative process delivers steadier predictions, fewer false alarms, and faster adjustments when market conditions change unexpectedly.