AI Workflows
Beside the process is not inside it.
Adoption looked acceptable. People genuinely used it. Nothing downstream changed, because the old route still worked.
AI Visibility
A screenshot is not a measurement.
Two hundred and twenty-six firms were named at least once. Ninety-four of them appeared in one or two runs out of twenty-six.
Data & Integration
The integration that never errored.
An outage announces itself. This does not, and by the time somebody notices, nobody can say what is missing or since when.