MVP

C&M Logistic MVP

Vision-guided picking, sorting, inventory checks and exception handling on the floor, not in a dashboard.

Our proposal

What we build first

Exception handling on the warehouse floor: damaged, mislabelled or missing items spotted by cameras at one station.

A vision model trained on your items, labels and packaging at one station
Automatic flagging of exceptions with the photo as evidence
An operator screen to confirm each exception and trigger the next step in your WMS

At least 90% of exceptions caught at the station during the pilot, confirmed by your operators.

Implementation

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 observe one station, count exceptions and measure how long each takes to spot and resolve.
2Days 1–2
Connect & prepare data
We collect images from your cameras and WMS records, and label a first set of exceptions with you.
3Days 2–5
Build models & agents
We train a small vision model on your items and build the agent that decides what happens next.
4Days 5–6
Add verifiers & approval
Every flagged exception shows the evidence; an operator confirms before the WMS is updated.
5Days 6–7
Integrate with your tools
Alerts appear on the station screen and in your WMS; the model runs on the station's own computer.
6Days 8–9
Pilot on real work
The station runs on real shifts for two days while we compare catches with manual checks.
7Day 10
Accept & hand over
We measure against the baseline, sign acceptance and hand over the model for the next stations.
The result
A working MVP on your data
At least 90% of exceptions caught at the station during the pilot, confirmed by your operators.
Price
PLN 15,000
Duration
1–2 weeks

We start with an MVP on your screens, devices or tickets. Request an MVP and bring a real use case.