Solutions

AI device interfaces

Give software a consistent way to read measurements, receive device events and request physical actions.

Application directions

Normalize units and timestamps before feeding readings into an AI model.

Record the requested action and the observed result as separate events.

Check permissions and device limits before issuing a command, then confirm the resulting state.

Keep the existing equipment and operating procedures in view. Confirm supported interfaces and responsibilities before selecting a pilot area.

Record normal operation, missing data and recovery behavior. Expand only after the people using the system can verify the results.