We pick the silicon, train and shrink the model, and build the runtime around it — so recognition, grading and navigation happen on your product, in real time, with no cloud dependency and no per-inference cost.
A model that scores well on a workstation is not a product. It has to fit the memory, the power budget and the latency window of the device it ships on — that gap is the work.
We size the compute against your real workload — frame rate, model complexity, power and cost — and pick the SoC before the board is drawn.
Data collection strategy, labelling workflow and training on your own domain images or audio, not a generic public set.
INT8 / FP16 conversion, pruning and operator fusion, with accuracy measured before and after — not assumed.
The model wired into the product: capture, pre-processing, inference and post-processing as one pipeline with a fixed latency budget.
Camera, LiDAR, ToF, IMU and microphone streams calibrated and fused, so decisions use everything the device can sense.
An OTA route for new model versions, so the product improves in the field instead of freezing at launch.
Deliverables your team can build on, measure and update — not a notebook and a promise.
Optimised weights in the format your target runtime loads.
The runtime pipeline and API, integrated on the target board.
Accuracy, latency and power measured on the real hardware.
How to build, deploy and update the model in production.
Feasibility is settled on real data before hardware is committed — so nobody discovers at DVT that the chip is too small.
Target accuracy and latency proven on sample data.
Collection and labelling of your domain dataset.
Model trained and validated against held-out data.
Quantised and tuned to the device budget.
Runtime integrated, benchmarked and handed over.
Intelligence decides what to do, but a finished product also needs the board it runs on and the firmware that drives it. We own all three end-to-end, so nothing is lost between vendors.
The model, the runtime and the sensing pipeline that make it intelligent.
You are here +Schematic, high-speed layout, power and thermal — released ready for the line.
Learn More → { }BSP, drivers and host software that bring the board to life.
Learn More →Leave out any one and you don’t have a product yet — all three are essential, and one senior team delivers them together.
Tell us what has to be recognised, how fast, and on what power budget. We will propose the platform, the model approach and a feasibility plan.