Mangwanani! I'm HWATA, your AI spatial intelligence agent for Chitungwiza Municipality.
⚠️ Demo Mode: I'm currently running on illustrative sample data, not your live GeoJSON layers. My responses below are examples of what HWATA will say once connected to the Anthropic Claude API and your real municipal database.
When fully connected, I will read your actual ward boundaries, building footprints, sewer network, and rates register to answer questions in real time. Try the example queries below to see what's possible.
Which wards have the highest arrears?
Map cholera risk near sewer faults
Detect unplanned structures
Predict sewer failures next 6mo
Generate Ward 4 situational report
HWATA Capabilities
⚠️ Demo mode. Responses are illustrative. Connect an Anthropic API key to activate live spatial reasoning over your real data.
🗺️ Spatial Analysis — Query any layer by geography, proximity, or attribute
🔮 Predictive Alerts — Infrastructure failure, health risk, non-compliance forecasting
📊 Auto Reports — Generate ward reports, council summaries, donor briefs