MVP
C&M Manufacturing MVP
Robots that work alongside your people: vision-guided cells trained on your items and layout, safe by design, and validated on real machines.
Our proposal
What we build first
Visual quality inspection at one cell: the check an operator does by eye on every part.
At the end of the MVP you have
- A vision model trained on your parts and defects at one cell
- Pass or fail decisions with the image as evidence, in real time
- An operator screen to confirm doubtful parts
How we measure success
Detection of at least 95% of the agreed defect types, with no slowdown of the cell's cycle time.
Implementation
Seven steps from kick-off to a working system
Every step ends with something you can see and check. A person on your side approves the result before we move on.
- 1Day 1
Discover & baseline
We watch the cell, count defects and escapes, and record the cycle time.
- 2Days 1–2
Connect & prepare data
We capture images of good and defective parts and label them with your quality engineers.
- 3Days 2–5
Build models & agents
We train a small vision model and prepare it to run on the cell's own computer.
- 4Days 5–6
Add verifiers & approval
Doubtful parts go to an operator with the image; every decision is recorded.
- 5Days 6–7
Integrate with your tools
Results are sent to your line controller and MES; overnight regression runs on our test stand.
- 6Days 8–9
Pilot on real work
The cell runs real production for two days while we compare with manual inspection.
- 7Day 10
Accept & hand over
We measure against the criteria, sign acceptance and hand over the model for other cells.
The result
A working MVP on your data
Detection of at least 95% of the agreed defect types, with no slowdown of the cell's cycle time.
- Price
- PLN 20,000
- Duration
- 1–2 weeks
See it on your own data
We start with an MVP on your screens, devices or tickets. Request an MVP and bring a real use case.
Request MVP