Insights
From the AI2SEE Blog
Practical case studies and engineering notes from the team — what we shipped, what we learned, and what we'd do differently.
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Plate-recognition recording
Transportation · Edge CV
ANPR at the Edge: Detection, OCR and Validation
Lessons from deploying an automatic number plate recognition system on Jetson devices at Indian toll gates — detection, OCR, validation, and the long tail of adversarial weather.
Exercise demo still · related recordings inside
Sports & Fitness · On-Device CV
Building a Real-Time Gym Rep Counter With On-Device CV
How we shipped a phone-only exercise recognition and rep-counting app that runs at 30 FPS without a wearable — and the pose-estimation tricks that made it work.
Workflow visual · related recordings inside
Manufacturing · Document AI
Turning Handwritten Orders Into ERP-Ready Invoices
The agentic pipeline we built for SA Glass — multi-agent extraction, live catalogue validation, and a human-in-the-loop layer that makes 78% of orders fully automated.