Insight Vision: real-time object detection without a GPU server

Insight Vision demonstrates that production computer vision no longer needs a GPU server: it runs YOLO object detection on images and live video streams directly in the browser. Model inference executes through WebAssembly, so frames never leave the user’s machine: detection is instant, private by default, and free of round-trip latency.

We engineered the full application in Next.js and TypeScript, handling the unglamorous parts that make in-browser ML feel effortless: efficient frame capture from live video, model loading and warm-up, and a detection overlay that keeps pace with the stream. It’s live to try at insight-vision.vercel.app.

Detection runs entirely on the user’s device: instant, private by default and free of round-trip latency or GPU hosting costs.

The application proves that production computer vision can run in the browser, and it is live to try at insight-vision.vercel.app.