Estimate the payback, anchored to real cases.
Every input range is anchored to a published case in the source database — click a chip to see the study behind it. Toggle between labor-savings, revenue-uplift, and combined modes; every output is cited.
Organization Profile
Microsoft 365 Copilot ≈ $30/user/mo · ChatGPT Enterprise ≈ $60/user/mo
Projected Results
Evidence-bounded savings range
14%–30% per published casesIndustry Benchmark: Technology / Software
Moderate sample size. Higher data maturity and talent availability drive faster ROI.
Sources informing this estimate
Cases from the source database that anchor the efficiency band for Technology / Software.
- Fortune 500 Customer Service ProviderCASE-014NBER · 2023
14% avg productivity (NBER, n=5,179 agents)
14% productivity increase; 34% improvement for novice workers
- ZoomInfoCASE-032ZoomInfo Engineering · 2024
20% median time reduction (ZoomInfo Copilot)
33% suggestion acceptance rate; 20% line acceptance rate; 90% of developers report time savings (median 20%); 72% developer satisfaction
- AirbnbCASE-031Airbnb Engineering · 2024
97% automation rate, ~1.5 yrs of eng work in 6 wks (Airbnb)
3500 test files migrated in 6 weeks; 97% automation rate
How these numbers are calculated
Annual savings = employees × avg salary × efficiency gain
Annual cost = employees × monthly cost × 12
Net benefit = annual savings − annual cost
ROI = net benefit ÷ annual cost
Payback (months) = annual cost ÷ net benefit × 12
Efficiency-gain bands are derived from the cases listed above, not modelled or extrapolated. Savings translate a time-saving to dollars at the user's loaded salary — this is an upper bound; only a fraction of saved time typically converts to redeployable capacity.
Figures are projections from published case studies. Actual results vary materially with implementation quality, workforce adoption, and use-case fit — Gartner forecasts 30% of GenAI projects abandoned after POC by end of 2025. Use the conservative figure for board planning.
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