EDGE AI + FIELD EVALUATION
Small devices. Serious possibilities.
Testing vision where connectivity, compute, and operating conditions become part of the problem.
The challenge.
Edge projects need evidence from the environment where they will run. A promising model in a lab is only a starting point for power, radio, camera, and operational constraints.
What we built.
A North Bengal forest micro-pilot used five solar-powered Pi-class camera traps with a custom YOLO-nano model and LoRa communication. A locomotive-cab safety pilot paired Telenext software with CP-Plus hardware. A warehouse evaluation used existing CCTV to observe bag movement during loading and unloading.
What the work demonstrates.
These projects are explicitly described as pilots or performance evaluations in the supplied material. They demonstrate experimentation and engineering experience, not a claim of full-scale rollout.
Based on Telenext’s company profile and project materials supplied for this website. No independent performance benchmark is implied.
“A good pilot is designed to discover what will break in production.”THE ENGINEERING PERSPECTIVE