A rough, honest estimate — not a guarantee. Plug in your own numbers to see whether an AI tool is likely worth it for a specific repeated task.
The calculator is a planning aid, not an ROI forecast. It takes the time and cost assumptions you enter and applies them consistently so you can compare a current workflow with a possible AI-assisted workflow. It cannot know how accurate the AI output will be, how much human review your work requires, or how long adoption will take.
A useful test is to run the same real task several times, record total human time including checking and corrections, and replace the calculator's assumptions with those observed numbers. That turns a rough estimate into a more useful local benchmark.
Real results depend heavily on how well the tool fits the specific task, how much review/editing time the AI output still requires, and the ramp-up time to learn effective prompting — all covered in our AI Cost & ROI lesson. Treat this as a starting-point estimate to decide whether a real pilot is worth trying, not a final number.
It's a simple estimate based on the numbers you provide — useful for a quick gut-check, not a substitute for measuring your actual results with a real pilot.
This varies enormously by task — repetitive, well-defined tasks (like first-draft writing) often see higher savings than complex, judgment-heavy tasks. Starting conservative (20-30%) and adjusting based on real results is safer than assuming a high number upfront.
Ideally yes, especially for the first month or two — ramp-up time is real and often underestimated in early planning.