Satellite change detection — Urban planning
Earth-observation models detecting construction, encroachment and damage. Delivered for a urban planning client in Hazira.
- Location
- Hazira
- Year
- 2023
- Duration
- 30 weeks
- Team
- 7 engineers
- 45k
- km² monitored
- 89%
- detection precision
- 4.9 days
- revisit
The challenge
Conditions on site — heat, dust, vibration and patchy connectivity — had defeated two earlier attempts at this in urban planning.
What we built
Built in our Motera lab, validated on a replica rig, then commissioned on site in days using PyTorch and PostGIS.
Delivery timeline
Phase 1
Discovery sprint and site survey
Phase 2
Prototype built and tested in the Motera lab
Phase 3
Pilot on site with before/after measurement
Phase 4
Scale-out, training and handover
Highlights
- Operator training delivered in Gujarati, Hindi and English
- Designed, built and supported from Motera, Ahmedabad
- Documentation, drawings and source handed over at close
- Safety case reviewed with the client's EHS team
Related AI projects
AIDeliveredForestry · Mehsana · 2026
Satellite change detection — Forestry
Earth-observation models detecting construction, encroachment and damage. Delivered for a forestry client in Mehsana.
- 60k
- km² monitored
- 95%
- detection precision
- 5.1 days
- revisit
AILiveMining · Vapi · 2020
Satellite change detection — Mining
Earth-observation models detecting construction, encroachment and damage. Delivered for a mining client in Vapi.
- 21k
- km² monitored
- 89%
- detection precision
- 3.9 days
- revisit
AILiveDisaster management · Kolkata · 2025
Satellite change detection — Disaster management
Earth-observation models detecting construction, encroachment and damage. Delivered for a disaster management client in Kolkata.
- 5k
- km² monitored
- 95%
- detection precision
- 6.6 days
- revisit
AILiveRailways · Pune · 2026
Satellite change detection — Railways
Earth-observation models detecting construction, encroachment and damage. Delivered for a railways client in Pune.
- 13k
- km² monitored
- 88%
- detection precision
- 3.4 days
- revisit
Have a problem that needs a machine built for it?
Tell us the constraint — line speed, accuracy, environment, deadline. An engineer will read it and reply with a straight answer, including when the answer is that you don't need us.
We reply to every enquiry within one business day.