See it from space.
Confirm it from the sky.
Respond before it's too late.
An AI-driven platform combining satellite screening, autonomous drone verification, and precision response — for disease control, fire control, animal surveillance, flood monitoring, and emergency delivery.
One platform. Five missions.
Same satellite-to-drone architecture — screen, verify, respond — applied wherever climate and emergency response need eyes in the sky.
Climate change and emergencies are outpacing manual response.
Warming temperatures, shifting weather patterns, and growing climate volatility are creating new risks — disease outbreaks, wildfires, floods, wildlife loss — faster than manual, ground-based response can keep up.
- ✗Paper-based surveillance, 2–4 week lag
- ✗Field teams patrol at-risk zones — find ~30% of targets
- ✗Blanket response regardless of confirmation
- ✗No early warning — reactive, not predictive
- ✓Satellite screens 100% of district area weekly, free
- ✓Drone validates only flagged zones — 70–80% fewer flights
- ✓Precision response at confirmed sites only
- ✓4–6 week risk prediction from fused data
Three tiers. One mission. Faster response.
Each stage costs less and moves faster than the one before. Satellite screens everything. Drone validates what matters. Intervention targets only what is confirmed — with a full georeferenced audit trail from pixel to response.
Wide-area screening
Sentinel-2 imagery scans entire districts weekly at 10m resolution. Change detection flags the target signature for the active mission automatically. Zero marginal cost. 100% district coverage.
Drone verification
Autonomous drones target only satellite-flagged zones, capturing sub-10cm imagery. AI detects the target signature for the active mission — standing water, thermal anomaly, wildlife presence, flood extent, or drop zone. Close-range descent confirms when needed.
Precision intervention
Confirmed targets trigger a response mission. Same drone airframe — payload swapped for the mission (larvicide tank, retardant canister, tracking tag, supply pod) in under 5 minutes. Precision delivery at exact confirmed coordinates only.
End-to-end cycle: 72 hours vs. 2–4 weeks manually·Same drone, swappable payload, three stages — across five missions.
Detect → Verify → Respond → Predict. One shared pipeline, five missions.
The same satellite-to-drone architecture powers every scope. Open any mission for its full step-by-step pipeline.
Detect
Satellite screens 100% of the district, weekly, free.
Verify
Drone confirms only the flagged zones, sub-10cm imagery.
Respond
Same airframe, payload swapped, precision intervention.
Predict
Fused data forecasts risk 4–6 weeks ahead.
Built by drone engineers and public health experts.
A cross-disciplinary team combining deep software engineering, epidemiology expertise, and operational drone experience in Nepal.
Foundation → Pilot → Scale.
A disciplined 12-month path to measurable impact, starting with Disease Control in Nepal — designed to expand across five response domains and to any country facing these hazards.
- ·Open-source codebase — Apache 2.0, all code on GitHub
- ·Satellite NDWI pipeline — Chitwan demo data
- ·YOLOv8 survey + EfficientNet nano-shot models trained
- ·FastAPI backend with XGBoost prediction engine
- ·MapLibre dashboard + landing page
- ·Live Sentinel-2 acquisition (weekly automated)
- ·First drone survey flights in Chitwan district
- ·Real annotated dataset → model retrain
- ·Nepal MoHP / EDCD dashboard onboarding
- ·First complete verify→validate→execute cycle
- ·3 additional Nepal districts
- ·Malaria + Japanese Encephalitis models
- ·Offline-first PWA for field workers
- ·Peer-reviewed impact metrics published
- ·India and Bangladesh pilots
- ·Multi-country adaptation guide
- ·Aquaculture monitoring vertical
- ·Open-source community in 5+ countries
- ·Fire Control and Flood Monitoring pilot programs
Partner with us. Build with us.
Are you a public health authority, emergency response agency, NGO, research institution, or developer working on climate-response challenges? We want to hear from you — especially if you operate in a region facing disease, wildfire, flooding, wildlife, or emergency-logistics challenges.