Workshop intelligence layer
Provider Intelligence.
Give repair professionals the same evidence context the customer saw, then capture communication, job state and verified outcomes so AutoSentinel learns from reality rather than assumptions.
A repair provider should never receive a mysterious “AI says replace this” command. The system should expose the evidence trail, uncertainty and confirmation requirements.