Computer vision that ships to the factory floor, not the lab.
Detection, inspection, counting, tracking and OCR, running at the speed your line actually moves. We tune on your footage, report precision and recall on your defects, and deploy to the hardware in the room — an edge box, an industrial PC, or a phone. If the real problem is the lighting, we tell you that instead of selling you a model.
Free meeting · Free consultation · Free demo — for every project, every client.
You pay only when you say 'build it'. NDA-first if you want it — your idea stays yours.
The sentences we hear most.
Written the way clients say them on the first call, not the way a brochure would.
“Our inspection line misses defects nobody can explain.”
“Two people spend an entire shift counting things on a screen.”
“The vendor's demo worked in their office and failed in our lighting.”
“We need to read serial numbers off parts and the glare defeats the OCR.”
“We record every camera and still cannot answer how many.”
“Sending video to the cloud is not allowed on this site.”
What actually lands in your hands.
Listed before the work starts, so finished is never a matter of opinion.
- Trained model weights plus the exact dataset split that produced them.
- Precision, recall and a confusion matrix on held-out images of yours — not a highlight reel.
- The inference application: capture, process, decide, output — running as a service on your machine.
- A camera, lens and lighting recommendation with reasoning, written before anyone trains a model.
- Integration with whatever must act on the result: PLC, MES, database, HTTP endpoint, relay, alarm.
- Labelled dataset and annotation guide, so the next retrain does not start from zero.
- Source, Docker image and deployment notes for the target device.
- A failure log: the cases it gets wrong, documented, so month two holds no surprises.
Everything above is yours: code, files and accounts are assigned to you and delivered in your repository. You could replace us tomorrow and still ship.
How we build it.
Five steps. The first three cost nothing, and the third is the one that decides everything.
Meet
FREEA 20-minute call. You describe the problem; we ask the questions that matter.
Consult
FREEFeasibility, approach, and an honest effort estimate — from an engineer, not a sales rep.
Demo
FREEWe build a working demo of your idea, so you see how we work before you commit.
What the free demo looks like hereSend a folder of your footage or images — phone video shot over the line is fine — and we return your objects detected, counted or read, with the honest numbers beside them: what it catches, what it misses, and what a different lens or light would buy you.
Build
You liked the demo. We scope it, quote it, and build it.
Ship & support
Deployment, handover, and support after launch.
You pay only when you say 'build it'.
What the work is done in.
Grouped by where each tool sits in the build. Labels, not a logo wall.
- STK-01
Vision & ML
- OpenCV
- PyTorch
- Ultralytics YOLO
- ONNX Runtime
- classical CV (thresholding, morphology, template match)
- STK-02
Edge & real-time
- NVIDIA Jetson
- TensorRT
- Intel OpenVINO
- Raspberry Pi
- MediaPipe
- TensorFlow Lite
- STK-03
Cameras & capture
- USB, MIPI and GigE Vision industrial cameras
- RTSP IP cameras
- GStreamer
- FFmpeg
- lighting and lens selection
- STK-04
Data & training
- CVAT
- Roboflow
- Label Studio
- augmentation pipelines
- held-out evaluation sets
- STK-05
Delivery & integration
- Python
- C++
- Docker
- REST and MQTT outputs
- Modbus TCP / OPC UA to PLCs
Work in this service.
Your project could be the flagship here — and it starts free.
We publish a case study only once the client has approved what it says and the numbers in it are ours to show. For Computer Vision that shelf is still empty — and we would rather show you nothing than show you somebody else's screenshot. The free demo is how the first one gets written.
Questions that decide whether a project starts.
Cost, timeline, ownership, what happens after delivery — and exactly what the free demo includes for this service.