Manufacturing
Every line should know which AI is running it.
Vision inspection, robot cells and quality checks now run on AI models that change with every update. A plant has to know which model is on which line, and that it is the one quality signed off.
What is at stake
When the AI is not the AI that was approved.
01
A defect waved through
An inspection model that drifted, or was swapped, passes parts it was approved to reject.
02
One update, many lines
A model pushed to every plant at once spreads any mistake at the same speed.
03
The recall question
When something ships wrong, the first question is which model made the call, and nobody can say.
The path of one model
Trust has to survive every handoff.
- Vendor or data teamA model is trained for a line.
- Quality sign-offQuality approves that exact model.
- Line rolloutIt ships to cells across plants.
- On the lineEach cell runs a model, every shift.
- AuditEvery cell shows which model it ran.
How Vraelis fits
Approve. Deploy. Verify.
- 01 · Approve
Quality locks the exact model it signed off.
- 02 · Deploy
Each approval is bound to the lines and plants it covers.
- 03 · Verify
Every cell shows the model it is running, side by side with the approval.
