Service
Edge AI & connected devices
We optimise models for devices such as NVIDIA Jetson and Raspberry Pi, then connect them to cameras, sensors and machine controllers. Processing on site helps when response times, connectivity or data location matter.
- Milliseconds
- from detection to machine action
- Offline
- keeps working when the internet does not
- On site
- video can stay inside the building
Where we can help
- Internet on site is slow or unreliable.
- Video cannot leave the building for privacy reasons.
- The model is too big or too slow for the device.
- The AI has to control a machine, not only show a result on a screen.
What you get
Model optimisation
ONNX, FP16 and quantisation to hit your frame rate.
Device setup
Installers and scripts that set up a device in minutes.
Hardware control
Modbus, GPIO and serial links to PLCs and actuators.
Fleet updates
Safe remote updates and config sync across sites.
How we run it
From assessment to delivery.
Week 1
Pick the hardware
We match the device to the job: frame rate, power, heat, cost and how many cameras it must handle.
Week 1 to 3
Shrink the model
Export, quantise and optimise the model until it hits the speed target on the device itself.
Week 2 to 4
Connect the machine
Wire results into PLCs, relays, GPIO or serial, with safe defaults if anything fails.
Week 4 onwards
Roll out
Installers, remote updates and config sync so new sites come online in hours, not days.
Where to start
Edge prototype
3 to 4 weeks, fixed price
Your model running on the target device, connected to one of your machines or sensors, with measured speed.
- Hardware recommendation
- Optimised model on device
- One hardware integration
- Speed and accuracy report
When we would advise against it.
If one of these applies, we will tell you in the first call.
- The site has a stable network and a cloud service is fast enough.
- Devices cannot be reached for updates once they are installed.
- An industrial camera product already does the check out of the box.
Typical projects
Common applications.
- Safety stops on industrial conveyors
- Smart doors and access control
- Wildlife and bird deterrent systems
- Activity monitoring on Raspberry Pi
Tools we use
Tools that fit your project.
We choose tools around your existing systems, data requirements and operating costs.
NVIDIA Jetson · Raspberry Pi · Coral TPU · Hailo · ONNX · Modbus
Questions about this service.
Which devices do you support?
NVIDIA Jetson, Raspberry Pi, Google Coral, Hailo and industrial PCs. We choose based on your speed and budget.
How are devices updated in the field?
We build a safe update path with rollback, so a bad update never leaves a site without protection.
Can it control our existing machines?
Yes, through Modbus, GPIO, serial or your PLC. We agree the safety rules with your engineers first.
What would you like to build?
Tell us where your project stands. If AI is not worth it for you, we will say so.