Predictive civic intelligence
Early warnings
Forecasts of service failure that crossed the state-specific confidence threshold in the last 24 hours. Each one is published with the evidence it rests on, the ward it applies to and the window it covers — a prediction without its evidence is an opinion.
Warning summary
Active warnings
Highest confidence
Nearest horizon
Active warnings, highest confidence first
Confidence is the model's own estimate, back-tested quarterly and published. It is not a guarantee, and a warning that does not materialise stays on the record.
- Electricity86% confidence
Telangana · Hyderabad · Kukatpally
Transformer failure likely at the KPHB block 5 substation
Model confidence86%Evidence
- Three outages logged in the last 30 days
- Audible humming reported twice by residents
- Transformer age 14 years, past the 12-year service band
- Ambient temperature forecast 41 °C for four consecutive days
Horizon · next 96 hoursOpen Kukatpally - Sewage81% confidence
Maharashtra · Pune · Hadapsar
Monsoon waterlogging expected at Magarpatta junction within 72 hours
Model confidence81%Evidence
- Drainage complaints up 42% against the previous week
- IMD heavy-rain alert in force for Pune district
- 2024 backflow pattern repeating at the same three inlets
Horizon · next 72 hoursOpen Hadapsar - Water74% confidence
Karnataka · Bengaluru · Whitefield
Water tanker demand surge expected — advance booking advised
Model confidence74%Evidence
- Scheduled Cauvery supply cut for 48 hours
- Demand pattern matches the same week last year
- 12 borewells currently offline in the ward
Horizon · next 48 hoursOpen Whitefield - Roads69% confidence
Maharashtra · Mumbai · Andheri West
Road surface failure probable on the S.V. Road stretch
Model confidence69%Evidence
- Pothole reports clustered within a 400 m span
- Last resurfacing recorded 31 months ago
- Heavy commercial vehicle diversion active since last week
Horizon · next 120 hoursOpen Andheri West
Warnings are generated from citizen report velocity, asset age records where a municipality has shared them, and published IMD advisories. No personal data is used as a model input. See the methodology for the full input list.
What these warnings are not
Stated plainly, because an over-claimed forecast is worse than no forecast.
Not a guarantee
A 74% confidence means roughly three in four comparable warnings have materialised in back-testing. One in four did not.
Not an instruction
Nothing here creates an obligation on any department. Warnings are decision support for the officer who already holds the mandate.
Not retro-edited
A warning that did not materialise stays published with that outcome recorded. The accuracy figure is only meaningful if the misses are visible.
Content last reviewed 2026-07-24. GIGW 3.0 · WCAG 2.1 Level AA.