David Selinger, CEO of Deep Sentinel, presents the “Deep Sentinel: Lessons Learned Building, Operating and Scaling an Edge AI Computer Vision Company” tutorial at the May 2025 Embedded Vision Summit.
Deep Sentinel’s edge AI security cameras stop some 45,000 crimes per year. Unlike most security camera systems, they don’t just record video for later playback: they use edge AI, vision and humans in the loop to detect crimes in progress. And then they react—quickly!—to stop the bad guys.
In this humorous and fast-paced talk, Deep Sentinel’s founder shares some hard lessons he learned in his journey taking Deep Sentinel’s AI cameras from idea to product. From the perspective of a software guy trying to build hardware, you’ll hear about pitfalls ranging from the challenges of low-volume manufacturing to the joys of hardware vendor software support. If you’re bringing a vision product to market, you can’t afford to miss this presentation—and if you’re a hardware, software or services supplier, come learn what you can do to make your customers’ lives easier.
See here for a PDF of the slides.
