Edge AI camera — Security
A custom low-power camera running vision models without the cloud. Delivered for a security client in Sanand.
- Location
- Sanand
- Year
- 2023
- Duration
- 33 weeks
- Team
- 4 engineers
- 4 W
- power draw
- 148 days
- battery
- 741
- units deployed
The challenge
Conditions on site — heat, dust, vibration and patchy connectivity — had defeated two earlier attempts at this in security.
What we built
We owned the whole stack — hardware, firmware, models and dashboards — using TensorFlow Lite, STM32, Zephyr so there was one accountable team.
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
- Designed, built and supported from Motera, Ahmedabad
- Before-and-after measurements agreed with the client up front
- Integrated with existing PLC, ERP or GIS systems — no rip-and-replace
- Operator training delivered in Gujarati, Hindi and English
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