0.1 mm guidance
Clean-room optical assembly
A small SCARA robot with vision guidance assembles fine optical elements inside a clean box and checks quality in-process — batches of 100+ pieces without an operator.
Case studies
In production, on real lines
Live pass rates and real production dashboards — the proof most vision vendors cannot show.
More from the field
One platform, many inspection jobs
Further delivered projects and proofs of concept on the same QiCHECK platform — search by part, defect or process. Details available at a demo.
One-click teach-in
Metal-clip check after robot insertion
A Q2L smart camera on the robot arm verifies clip insertion in moulded parts from multiple angles. No programming — taught with pictures of good and bad parts.
Every step verified
Guided electronic assembly
A Q3L module over the bench checks polarity, presence and part IDs at each assembly step, with a step-by-step operator screen and full archive.
< 100 ms detection
Left/right pair validation
Mirror-image L+R parts fool the eye, not the AI: orientation and count checked in under 100 ms, with an automatic line stop on a duplicate or missing part.
At 0.5–1 m/s
Stamping-line crack detection
A Q2L trigger camera plus high-resolution neural inspection catch openings and fine cracks on parts moving on the conveyor at full speed.
Trained on NOK samples
Rubber moulding defects
Over-moulding, holes and cold moulding on black rubber parts — where good-sample logic is not enough, the system learns from defect samples too.
80 ms response
Bin picking of pouches
An RGB-3D camera and QiPICK neural processing localize unorganized pouches for a delta robot — only the pickable top items are sent to the controller.
Reference-based diff
Label print verification
QC sets one good label as reference; the system flags every misprint, missing symbol or wrong text across thousands of labels, marked in red.
Count in ~1 s
Warehouse box counting
A high-resolution camera counts boxes inside packaging in about a second — inventory checks without opening anything.
Stops before damage
Robot collision prevention
Tray reference targets are checked before a robot inserts material — deviations stop the robot and call maintenance via HMI or chat message.
Multi-camera coverage
Moulds on a carousel
Material presence in automotive seat moulds — labels, springs, rubber — verified by multiple cameras across a rotating carousel.
All-angle check
Mobile QC station
A semi-automatic mobile unit checks metal parts from all angles and sorts OK/NOK automatically — a universal end-of-line check.
The same platform has also been applied in studies from food and bakery to medical imaging and agriculture.