The model is only one part of the product
An edge AI device also needs camera or sensor input, hardware interfaces, local storage, power design, network conditions and recovery behavior.
A working demo on a development board does not automatically prove field reliability.
Engineering checks before delivery
- Compute, memory, power and latency under target conditions.
- Device interface stability and abnormal input handling.
- Deployment, upgrade, rollback and on-site maintenance method.
How ASWORK approaches edge AI work
ASWORK combines embedded engineering with algorithm and AI integration so that model behavior, system interfaces and device constraints are evaluated together.
The handover should include code, images or firmware, test records and deployment instructions.