AI spend is producing business results only when a named business metric changes: revenue quality, cost, cycle time, owner time, customer response, error rate, or decision speed. If the work feels busier but the business result is unnamed, the spend is not yet controlled.
Name the result
Revenue, cost, time, quality, customer response, or decision speed must be named before more AI spend is approved.
Name the owner
Someone must own the business result, not only the tool account.
Name the workflow change
The company should be able to show what work changed because AI entered the process.
Name the stop rule
If the result does not appear, the spend needs a review date, ceiling, and stop condition.
Use this four-part check.
What changed?
Who carries it?
What moved?
What ends spend?
Common questions.
How do I know if AI spend is working?
Check whether a named business result improved, not whether the company produced more AI activity.
What should AI spend be measured against?
Revenue quality, cost, cycle time, owner time, customer response, error rate, or decision speed.
When should AI spend stop?
When the named result is absent, the workflow did not change, or nobody owns the business result.