Our department managers are submitting hiring requests for next year based on historic staffing formulas, but AI now completes over half the drafting and research work. How do we overhaul our hiring criteria and GWC standards so we stop adding payroll to seats software can handle?

Question

Tyler Smith · Accepted Answer

If your managers are using pre-AI ratios to justify hiring, they are managing by habit rather than economic reality. Payroll is your largest ongoing operational expense. Adding headcount to perform work that software can execute at near-zero marginal cost destroys profit margins and permanently damages your valuation.

Start by freezing all routine replacement hiring until you audit the seat. Take the Accountability Chart and strip away the low-value operational tasks that AI now handles: data aggregation, initial drafting, basic analysis, and administrative scheduling. What remains is the true human work: strategic synthesis, client persuasion, critical judgment, and cross-functional leadership.

Once those five core roles for the seat are updated, rewrite your GWC evaluation standards. In the past, someone who Got It, Wanted It, and had the Capacity to do the job might have been evaluated on their speed at grinding through production spreadsheets. Today, Capacity must mean the ability to orchestrate AI tools, interrogate the output for accuracy, and translate machine analysis into high-impact client outcomes.

Shift your managers from being task assigners to workflow architects. Tell them to bring you the strategic outcome they need, not a request for another body. If a manager cannot produce the required result using their current headcount augmented by automation, the issue is not capacity. The issue is either process design or that the person currently in the seat lacks the ability to operate at a higher level.