Does your AI tool carry a hidden coordination tax?
Separate cash savings from capacity claims, pressure-test adoption and see whether the right decision is to keep, repair, test, replace or cancel.
Decision context
Known cost and hard savings
Hard savings are cash expenses that actually disappear—not merely hours that become available.
Capacity and attributed growth
Capacity is not cash unless it is redeployed or removed. Revenue value is reduced by margin, attribution and adoption.
Adoption and coordination
Coordination covers ownership, workflow fit, training, quality control and accountable measurement.