Predictions
Model output comparing do-nothing degradation against the planned repair programme.
Model accuracy
87%
+4 pts after retrain
Assets at risk (90d)
23
Forecast spend
₹4.6 Cr
Avoided cost
₹11.2 Cr
if repairs start on time
City health forecast (6 months)
Predicted failures
| Asset | Failure window | Probability | Est. cost | Recommendation |
|---|---|---|---|---|
| MG Road FlyoverAST-1041 | Within 45 days | 87% | ₹2.4 Cr | Schedule joint replacement and load restriction immediately. |
| Lake View Stormwater DrainAST-2210 | Before next monsoon | 74% | ₹68 L | De-silt entire stretch and add inlet screens. |
| Sector 9 Arterial RoadAST-3087 | Within 90 days | 66% | ₹1.1 Cr | Mill and overlay the 2.3 km worst-rated segment. |
| Riverside Water MainAST-4412 | Within 6 months | 51% | ₹42 L | Deploy acoustic leak sensors at three junctions. |