ChatropicA business case for AI support should show the work you expect to improve, the cost of operating the workflow, and the uncertainty in your estimate. It should also distinguish released team capacity from a cash saving your organization can actually realize.
Use your own support data for the starting estimate, then replace assumptions with trial observations. Chatropic’s worksheets are planning aids, not a promise of a particular return.
Establish a consistent baseline
Choose a request type and a measurement period. Count the eligible requests and the average time your team currently spends on each one. Avoid applying the estimate to every conversation if only a portion fits the selected workflow.
Record where the figures came from and any exclusions. A month with unusual volume or staffing may not be representative, so describe that limitation rather than hiding it inside an average.
Estimate the capacity that could be released
Multiply eligible monthly requests by current handling minutes and the assumed share successfully handled by AI. Divide by sixty to convert minutes to hours.
Then subtract human review time and the time required to maintain content and integrations. Keeping those activities visible avoids treating an automated response as though it requires no ongoing work.
If the result is negative, retain it. It may show that the selected workflow needs too much review or preparation to justify expansion at this stage.
Include the operating costs
The base Chatropic subscription depends on the chosen plan and purchased seats. Resolution and deployed-agent allowances are shared workspace pools, so adding seats does not multiply them.
Include provider charges, implementation work, and any other operating costs separately. Confirm the checkout summary and external charges instead of assuming every connected service is included in the seat price.
Show a range rather than one optimistic result
Prepare low, expected, and high scenarios for the share handled successfully by AI and the review effort required. Identify which assumption has the greatest effect on the result.
Multiplying released hours by a loaded staff cost estimates capacity value. It does not mean the business will reduce payroll by that amount. Explain how the team would use the released time before describing it as a financial benefit.
Replace assumptions with trial evidence
During the trial, record correct outcomes, appropriate handoffs, failures, and time spent reviewing and maintaining the workflow. Compare these observations with your original assumptions.
Use the result to decide whether to proceed, narrow the scope, or revise the integration. Only calculate a setup-cost recovery period when the estimated monthly net value is positive, and keep the assumptions beside that calculation.
The editable business-case worksheet provides the inputs, formulas, and scenario table for this review.