Problem
Problem
Emergency routing suffers when ambulance status, hospital load, and route intelligence are fragmented across disconnected systems.
Constraints
Constraints
High concurrency, low-latency location updates, and reliable data propagation during peak usage where delays directly affect outcomes.
Approach
Approach
Implemented GPS live tracking, traffic-aware routing, ETA estimation, nearest-hospital selection, and efficient Firestore sync for concurrent sessions.
Outcome
Outcome
Reduced response-time friction and enabled better dispatcher and hospital visibility under load with stable, real-time cross-device updates.
What I’d redo
What I’d redo
Add simulation tooling for surge scenarios earlier to validate scaling thresholds and fallback strategies before production-like stress.