Robotics
A robot is only as trustworthy as the AI inside it.
Robots work beside people in warehouses, hospitals and homes, and their behaviour comes from models updated over the air. Whoever answers for a robot has to know exactly which AI it is running.

What is at stake
When the AI is not the AI that was approved.
01
Behaviour you did not approve
A robot that received the wrong update moves, grips and decides differently, beside people.
02
Fleets drift apart
Robots updated at different times end up running different models, and nobody has the full picture.
03
After an incident
Operators, insurers and regulators will ask which model was running. The answer has to exist.
The path of one model
Trust has to survive every handoff.
- Robotics teamA new model is trained and tested.
- Release approvalIt is approved for specific robots.
- Over the airIt is pushed to the fleet.
- In the fieldRobots act on it, beside people.
- ProofEach robot shows which model it runs.
How Vraelis fits
Approve. Deploy. Verify.
- 01 · Approve
Lock the exact model a release was approved with.
- 02 · Deploy
Bind each approval to the robots and sites it covers, so a lab release never reaches the field by mistake.
- 03 · Verify
See which model every robot reports running, and keep each answer.





