Before adopting AI-assisted production, build an estimate that makes its assumptions visible. Record the manual baseline for a comparable approved deliverable, then estimate the assisted workflow including setup, drafting, review and corrections. A spreadsheet is enough to begin. This article describes the calculation method; it does not claim that a separate calculator or measured customer result is available.
An illustrative labor estimate can be calculated as hours saved per client multiplied by the number of clients and the applicable hourly cost. Use your own inputs, and subtract the software, usage and additional review costs. If no time has yet been measured, label the hours as an assumption. Run a range of scenarios rather than treating an optimistic input as a promised saving.
Separate saved effort from cash savings and additional revenue. Time released from drafting does not automatically reduce payroll or create another paying engagement. Record how that time could be used and whether there is demand and capacity to use it. Keep those possibilities outside the measured savings total until the additional work or avoided expense actually occurs.
Content performance belongs in a separate scenario with its own evidence. A tailored draft or posting schedule does not guarantee engagement or revenue, and attribution may be incomplete. Compare an approved trial with a relevant baseline, disclose the measurement window and avoid counting the same benefit twice. Update the estimate with observed costs before relying on it for a pricing or hiring decision.
Max Socials Team
Insights from the Max Socials product, engineering, and strategy teams.