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Insights · Strategy

How to measure AI ROI without confusing time with money

Time saved becomes a business result only when the company knows how to use that capacity.

By Thiago Sartorelli ·

Start with a baseline

Record volume, handling time, rework and quality before implementation. Compare equivalent periods and document changes in demand.

Include the full cost

Account for implementation, integration, licenses, model usage, human review and maintenance. ROI = (realized financial benefit − total cost) ÷ total cost. Released capacity is not cash savings when spending remains unchanged.

Measure operational change

Track cycle time, errors, capacity utilization and cost per delivery. Serving more demand with the same resources creates capacity; revenue still depends on demand and conversion.

Decide before expanding

Agree on criteria to continue, improve or stop with leadership. A useful pilot may demonstrate that a particular automation is not worth scaling.

Where is rework holding back your company's capacity?

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