Decision workbench
Is the AI actually saving work?
Count review, correction, and failure costs before a faster draft becomes an adoption decision.
Decision
Run a focused pilot
68/100
Weekly impact+7.6 hrs
Efficiency31%
Hidden tax2.2 min
Dominant friction
Review burdenReview is the largest hidden cost.
Decision record
Leave with an experiment, not a hunch.
What this score means
The score blends net time impact with evidence confidence and downside risk. It is a decision aid, not measured ROI.
What to measure next
Time the assisted flow end to end, sample errors from representative work, and record the cost of escalation or recovery.
Where not to use it
Do not use estimates alone for safety-critical, regulated, irreversible, or high-stakes autonomous decisions.