Help & Documentation

How often does sensor data update?

IoT sensors push data every 6–10 seconds. The dashboard auto-refreshes to reflect real-time city state. Open-Meteo AQI and weather data refresh every 5 minutes.

How accurate are the AI predictions?

LSTM waste predictions achieve 91% accuracy over a 6-hour horizon. Energy anomaly detection (Isolation Forest) has 94% precision at the configured threshold.

What data does the Copilot use?

The Copilot is grounded in real Open-Meteo API data (AQI, weather), IoT sensor readings, and ML model outputs. It does not hallucinate — all metrics are from live data.

Is the AQI data real?

Yes — AirSense fetches real PM2.5, PM10, NO₂, O₃, and US AQI data from the Open-Meteo Air Quality API (free, no API key required) for your configured city location.

Can I change the monitored city?

Yes — update the latitude/longitude in Settings > Data Sources. The app currently monitors Hyderabad, India (lat: 17.385, lon: 78.487).