The Economics of AI Agents: Calculating Real Enterprise ROI
Hard Savings: Ticket Deflection and Reduced Manual Processing
A useful ROI model starts with the organization's own service volume, eligible share, handling cost, verified completion rate, quality, and operating expense. As an illustrative example only, ten thousand monthly requests at twenty-five dollars each and a hypothetical seventy-percent verified completion rate would represent up to one hundred seventy-five thousand dollars of gross processing cost addressed. That is not the same as cash saved: subtract model, integration, review, support, and rework costs, and distinguish released capacity from an actual budget reduction. Replace every example input with measured data before making an investment decision.
Soft Savings: Productivity, Onboarding, and Employee Satisfaction
Potential benefits beyond direct processing cost include shorter wait times, less repeated data entry, faster access to approved information, and better escalation context. Treat these as hypotheses. Measure them with baseline and follow-up data, account for errors and user effort, and avoid converting time saved into financial value unless the organization can explain how that capacity will be used. Satisfaction and retention effects require their own evidence rather than being assumed from response speed.