We want to use AI to drive productivity across our thirty-person staff, but our team members insist everything they do requires human judgment. How do we audit our payroll time to uncover the cumbersome, repetitive tasks hiding inside salaried seats?

Question

Tyler Smith · Accepted Answer

When employees say their work requires complete human judgment, they are usually confusing their high-value analytical decisions with the low-value administrative mechanics required to make those decisions.

Employees are your single largest P and L line item. If salaried staff spend a third of their day searching folders, copying fields, and reformatting notes, you are paying professional salaries for clerical labor.

To uncover these hidden sinks without triggering organizational panic, run a two-week friction log. Do not ask your team where they can use AI. Instead, ask them to write down any task that meets three specific criteria:
- It requires copy-pasting information between two windows or documents.
- It requires summarizing long text, emails, or reports into another format.
- It feels tedious, frustrating, or takes more than twenty minutes to execute mechanically.

Review these friction logs during your departmental Level 10 Meetings. You will quickly discover dozens of hours spent on low-value tasks: junior managers compiling weekly project summaries, billing clerks cross-checking delivery receipts against purchase orders, or customer service reps typing identical status emails.

Once these cumbersome processes are isolated on paper, frame the solution around employee capacity. You are not automating their roles; you are removing the low-value friction that prevents them from doing the high-value strategic work they were hired to perform. Prioritize the single workflow that frees up the most hours, deploy an off the shelf tool to eliminate the busywork, and measure the recovered capacity on your weekly Scorecard.