Ask: “Why is ER pressure increasing?”, “What will happen to cash if claims slow?”, or “Which action gives the highest operational benefit?”
Enterprise Risk Radar
Highest-priority signals
Explainable
92
ER capacity pressure
+14% arrivals forecast
84
Claim leakage
SAR 426K exposure*
78
ICU deterioration cluster
3 cases require review*
71
Pharmacy cost variance
+9.1% MoM*
64
Nurse roster gap
Evening shift risk*
Causal Intelligence
Why is margin under pressure?
Simulation identifies three primary contributors: payer collection delay, pharmacy cost escalation and higher evening staffing cost. The model separates correlation from approved causal assumptions and shows confidence before any action is recommended.
Payer delay contribution41%*
Pharmacy cost contribution33%*
Workforce contribution19%*
ER demand · next 4h+14%Peak 19:20*
ICU occupancy · 8h91%Capacity watch*
Month-end revenueSAR 13.9M+6.8% vs budget*
Claim cash conversion39 days+4 days risk*
Anomaly Detection
What changed unexpectedly?
Pharmacy spend spike
High-cost medication mix deviated from 12-week baseline*
Investigate
Radiology TAT drift
CT turnaround increased 18% vs expected pattern*
Analyze
Overtime concentration
Two departments account for 61% of excess overtime*