BWS Systems
Edge AI, Embedded Linux, and Connected Device Experts
We build production-focused systems that connect embedded hardware, machine learning, and cloud software into reliable products. Our work spans computer vision and video analytics, edge model deployment, embedded Linux platforms, ESP32 firmware, sensor integration, local web interfaces, wireless connectivity, and OTA update workflows.
Recent implementations include Coral-based parking occupancy systems, vehicle-counting platforms, connected ESP32-S3 device firmware with BLE, Wi-Fi, AWS IoT, and OTA support, and review tools that improve model accuracy, labeling quality, and field reliability.
Start your projectOur Services
Machine Learning
We develop practical machine learning systems for edge and cloud-connected products. Our work includes computer vision, video analytics, object detection, image classification, model deployment, and quality-review tooling for improving dataset accuracy and production performance. We work with frameworks such as TensorFlow, PyTorch, YOLO, TFLite, and Hugging Face to take projects from data and training through inference and deployment.
- Computer Vision
- Video Analytics
- Edge Model Deployment
- Quality Review Tooling
Embedded Technology
We build connected embedded systems across embedded Linux and microcontroller platforms. Our experience includes ESP32-S3 and ESP-IDF firmware, embedded Linux deployments, sensor and power subsystem integration, BLE and Wi-Fi connectivity, MQTT and AWS IoT workflows, local device management interfaces, and OTA update pipelines. We work with platforms including Raspberry Pi, IMX, Intel NUC, Coral Dev Board, ESP32, STM32, and Nordic devices.
- Embedded Linux
- ESP32 / Firmware
- Sensor Integration
- OTA + Cloud Connectivity
Prototyping
Our prototyping services bridge hardware, firmware, and software so ideas can move quickly into field-ready systems. We support PCB and circuit design, embedded firmware bring-up, 3D-printed mechanical prototypes, sensor integration, test workflows, and iterative refinement. Whether the goal is a proof of concept or a production candidate, we focus on building prototypes that are measurable, testable, and ready to evolve.
- 3D Printing
- Circuit Design
- PCB Prototypes
- Firmware Bring-Up
