AI Predictive Maintenance

🔧 AI Predictive Maintenance

Infrastructure failure prediction across 33 sectors

Model Accuracy: 89.4% ✅ ⏱ Next Analysis: 2h

🔴 Critical Infrastructure Risk

2 sectors with >80% failure probability

Sector 14 — Drainage

82%

failure probability

Sector 21 — Water

79%

failure probability

🟠 High Risk Alerts

5 sectors with 60-80% risk level

sectors need preventive action

Preventive action recommended

⚠ Schedule inspections this week

✅ Preventive Actions

AI auto-generated maintenance orders

maintenance orders generated

Estimated savings

₹4.2L

Sector	Infrastructure	Risk %	Probability	Timeline	Status
Sector 14	Drainage Network	82% 🔴	High	Within 48h	🚨 URGENT
Sector 21	Water Mainline	79% 🔴	High	2-3 days	🚨 URGENT
Sector 8	Road Pavement	71% 🟠	Medium	This week	⚠ Schedule
Sector 19	Electrical Grid	68% 🟠	Medium	Next week	⚠ Schedule
Sector 6	Park Infrastructure	65% 🟡	Low-Med	2 weeks	📋 Monitor
Sector 28	Storm Drain	61% 🟡	Low-Med	2 weeks	📋 Monitor
Sector 3	Street Lights	54% 🟢	Low	This month	📋 Monitor
Sector 17	Footpaths	48% 🟢	Low	This month	📋 Monitor

Drainage68%

Water Supply72%

Roads78%

Electricity ✅81%

Parks/Green ⚠64%

Streetlights ✅85%

₹4.2 Lakh saved — predictive vs reactive maintenance

🔴 Drainage failure at Sector 14: 82% confidence — deploy NOW

🕐 Optimal maintenance window: Sunday mornings (low complaint risk)

🌳 Park infrastructure needs inspection per Green Capital mandate

AI Model last retrained

6 hours ago on 1,247 complaint signals