AI Human Review ROI & Staffing Calculator
Compare manual work with AI-assisted tasks including reviewer time, correction effort, accepted outcomes and monthly spend.
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The form starts with hypothetical examples. Replace them with your own measurements or assumptions. Inputs and exports stay in this browser.
What decision does this help answer?
Do automation savings survive human verification and rework?
Calculation and methodology
For each task, calculate manual minutes from the baseline. AI-assisted minutes equal review time plus extra correction minutes for the share of tasks that fail the acceptance criteria. Convert labour time into cost at the user-provided hourly rate, add model cost and recurring platform cost, then calculate monthly net savings and equivalent reviewer capacity at 160 hours per month.
Limitations and responsible interpretation
The quality rate must be measured on representative work; work made faster but worse may impose external costs. The model assumes a common labour rate and treats failed tasks as correctable with the supplied extra time. Adoption, training, privacy and overhead may change the result.
Research and supporting guidance
This planning tool complements Ninth Post's related AI product analysis. Consult the underlying technical guidance or official framework where applicable, and see our editorial methods. The tool does not independently validate submitted assumptions, current vendor prices or legal obligations.