The basic formula, no trickery
Annual ROI = (Annual gains - Annual costs) / Annual costs.
The whole thing must be calculated on the same annual basis, with no bias. If you compare 12-month costs to 6-month gains extrapolated upward, you’re cheating yourself.
Real costs (often forgotten)
Four lines to include:
- Vendor licenses (the visible part).
- Internal scoping time: 5 to 15 person-days in year one for the project lead, the DPO, the business champion.
- Documentation prep: 3 to 10 person-days for audit, triage, initial cleanup.
- User training: 2 hours per user, plus 1 hour of refresher training per quarter.
For a 50-person SMB with 20 users: count on EUR 800 to 1,200 per month in licenses plus 8 to 12 person-days in year one. In year two, only the license line stays material.
Measurable gains
Four categories, to value separately:
- Time saved on search (FTE equivalent x fully loaded hourly cost).
- Additional sales capacity (percent of time freed x revenue per sales rep).
- Support offload (requests handled without a human x cost per ticket).
- Error reduction (in accounting firms: fewer client complaints; in public sector: fewer reworked files).
The honest method: only count gains actually measured in routine use, not the ones hoped for at kickoff.
Typical ranges observed
These median ratios come from 40 deployments. They assume rigorous scoping and a well-chosen pilot. On a poorly scoped deployment, ROI can stay negative for the first year.
Four estimation mistakes to avoid
- Counting hours saved as FTEs eliminated. Unless you actually reduce headcount cost (rare), they translate into additional capacity — useful, but not cash on the income statement.
- Ignoring managerial attention cost. The time managers spend tracking the project is not free.
- Annualizing peak gains. Months 2 and 3 often show exceptional gains that normalize afterward.
- Underestimating documentation maintenance. 0.5 to 1 person-day per month minimum to keep the corpus current.
How to maximize ROI
- Choose the right pilot (a case where gains are concentrated on a small number of heavy users).
- Limit the initial scope and expand gradually, measuring at each step.
- Invest in documentation before the AI, not during. Corpus quality drives 80 percent of the result.
- Measure continuously the six KPIs (see Measuring effectiveness) so you can adjust fast.
To estimate ROI on your case, see the calculator on the pricing page.
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