AI & security
Some decisions can't wait for the cloud. A defect on the production line, a fault in the field, a mission with no connection. Edge AI takes the model to where the data is born. Because we design the circuit board, the embedded software and the model in the same team, we can meet latency, power and cost targets together.
We choose the processing power the task calls for, and design the board and its thermal management for NVIDIA Jetson, NPU-equipped application processors or microcontrollers.
We shrink models through quantisation, pruning and distillation, and fit them onto the target hardware while measuring the loss in accuracy.
We run tasks such as object detection, classification, anomaly detection and keyword spotting in real time.
We combine vibration, current, temperature and position data to pick up the early signs of failure on the device itself.
We update models and software remotely and securely, and monitor their accuracy in the field.
We design the device and the process for collecting the right data, and set up the workflow for labelling and data quality.
Applied as the project requires.
Success in edge AI is not about finding the best model. It is about finding the best model that fits the constraints. Latency, power consumption, cost and accuracy all affect one another, so we never decide on the hardware without the model, or on the model without the hardware.
We try the prototype early, with the real sensor and in the real environment. A model that does very well in the lab can behave differently in the light and noise of the field.
Electronics, embedded software and mechanics designed for harsh environments, long product life and rigorous documentation.
Control boards, embedded software and operator interfaces that run on the production line for years without interruption.
Vehicle electronics, embedded software and test systems, built with functional safety and cybersecurity in mind.
From sensor to cloud, from box to app. We design connected products end to end.
From schematic to a board ready for production. Power, signal integrity and testability are part of the design from day one.
Software that lets hardware speak. From microcontrollers to embedded Linux; secure, and updatable in the field.
Software that talks to the device, the field and the user. Web, mobile, desktop and cloud.
AI & security
AI assistants that work with your organisation's documents and systems, show their sources and deliver measurable results.
We analyse legacy systems with AI-assisted tools, safeguard them with tests and move them, step by step, to a modern architecture.
We build connected products to be secure from the design stage, and prepare them for the European Union's new cybersecurity rules.
Describe it in a few sentences and we'll find the right starting point together.