AI automation · Practical guide
AI automation ROI: a worked example with transparent assumptions
Estimate AI automation ROI by comparing the value of time actually released with implementation and ongoing operating costs. Include human review, corrections, monitoring and maintenance. Do not count all manual work as eliminated.
The example below is hypothetical. It is not a UKIYO AI customer result, price quotation or forecast.
Establish the manual baseline
Assume a team processes 1,000 records per month. Each record requires 10 minutes of active work. At an illustrative loaded labor cost of €30 per hour, monthly processing effort is approximately 166.7 hours, valued at €5,000.
Use your own measured figures. A small representative time study is more useful than a guess based on the easiest record. Separate active handling time from elapsed turnaround time: removing a day of waiting does not necessarily save a day of labor.
Estimate the work remaining after automation
Suppose the proposed workflow still requires three minutes of review per record and five hours of additional monitoring and exception handling each month. These are separate effort categories in this example; avoid counting the same work twice.
| Item | Illustrative calculation | Monthly value |
|---|---|---|
| Manual baseline | 1,000 × 10 ÷ 60 hours × €30 | €5,000 |
| Review after automation | 1,000 × 3 ÷ 60 hours × €30 | €1,500 |
| Additional operational effort | 5 hours × €30 | €150 |
| Software, usage and maintenance | Assumed recurring cost | €600 |
| Net monthly capacity value | €5,000 − €1,500 − €150 − €600 | €2,750 |
If implementation costs €8,000, simple payback is €8,000 ÷ €2,750, or approximately 2.9 months after steady-state performance is reached. This excludes ramp-up time, taxes, financing and changes in workload.
Over 12 full months at those assumptions, net benefit after implementation is €25,000. Using implementation cost as the denominator, first-year net ROI is €25,000 ÷ €8,000 = 312.5%. State this definition whenever reporting the figure; different ROI conventions use different denominators.
Test a less favorable scenario
If human review takes six minutes instead of three, review effort costs €3,000 per month. Net monthly capacity value falls to €1,250, and simple payback becomes 6.4 months. Small changes in retained effort can change the commercial case substantially.
Before investing, test at least three scenarios: expected performance, higher exception volume, and lower transaction volume. Include integration changes and support costs that may appear after the pilot.
Distinguish capacity from cash
Released time can improve service, absorb growth or reduce backlogs. It becomes a cash saving only when actual expenditure falls or avoided future expenditure is demonstrated. Keep capacity value, cash savings and additional revenue separate so the same benefit is not counted twice.
A useful pilot measures both efficiency and output quality. Faster processing with more errors may create downstream costs that cancel the apparent gain.
Discuss an automation assessment with UKIYO AI. Start with monthly volume, handling time, review effort and the costs your team actually incurs.