Editor's note — September 12, 2026: Removed untraceable survey percentages and the claim that saved time necessarily creates zero business value.
The take
AI usage is not the same measurement as business return. Time saved can create capacity or improve service quality without immediately appearing as lower cost or higher revenue. Lack of measured return is also different from evidence of no value.
A practical investment review
- Establish the workflow baseline before deployment.
- Measure quality, cycle time and total operating cost, including human review.
- Identify whether saved capacity is redeployed, absorbed by demand or converted into cost reduction.
- Track adoption and unapproved-tool exposure separately from financial outcomes.
I would ask management to explain the mechanism connecting an AI improvement with the business result it expects. Where the measurement is incomplete, report the uncertainty and the next evidence needed. Do not substitute a high adoption percentage for that explanation.
Source and further reading: Primary reference. Framework guidance is not a statement that a particular law applies to every organization.