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.
Our Clients
Leadership
Bradley Samuels
Managing Partner & Chief Engineer
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