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About BWS Systems

We build practical systems at the intersection of edge AI, embedded software, and connected hardware. Our work includes computer vision, video analytics, image classification, quality-review tooling, and production-oriented ML deployments that help clients move from promising models to dependable products.

On the embedded side, we develop firmware and Linux-based systems for devices that need strong real-world behavior: sensor integration, wireless connectivity, local device interfaces, OTA updates, diagnostics, and cloud-connected workflows. Our experience spans ESP32 and ESP-IDF platforms, embedded Linux environments, edge AI hardware, and custom connected-device architectures.

We also support the full path from prototype to deployment. With capabilities in PCB design, circuit development, 3D printing, firmware bring-up, and validation tooling, we help clients reduce risk early and build systems that are ready for testing, refinement, and production scale.

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Our Clients

BWS Systems has created machine learning computer vision solutions for image classification, object detection on video and static image object detection for the Park Assist systems. BWS Systems delivered fantastically, providing a sound robust solution that was well-architected and well-delivered.

BWS Systems seamlessly integrated the programming of multiple sensors comprised of FFT signal identification, background magnetic detection and audio processing with multiple operational settings and detection modes, data acquisition and a fully functional low power sleep mode into our devices. All of which is simultaneously monitored on an Android App, developed by BWS Systems, remotely via Bluetooth LE. BWS Systems thorough understanding of electronics and depth of programming knowledge enabled them to provide multiple options and solutions to challenges as they arose and always exceeded our expectations.

Leadership

Bradley Samuels

Managing Partner & Chief Engineer

Want to work with us? Let’s talk

info@bwssystems.com

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