Labor is our largest line item, and our leadership team suspects employees spend significant time on low-value manual tasks. How do we systematically audit departmental workflows to find the best AI opportunities?

Question

Tyler Smith · Accepted Answer

Do not run a company-wide survey asking staff where they think AI should be applied. Employees often worry about job security or suggest generic tools that create operational theater without moving business numbers. Instead, audit workflows through the lens of your Accountability Chart.

Look at each seat on the chart and examine the five core roles assigned to it. Ask the seat owner and their manager a direct question: What repetitive, mechanical tasks prevent you from spending eighty percent of your time on your core roles?

Have team members log their administrative time for two weeks, tracking tasks that meet three criteria:

- The task is performed frequently, at least multiple times per week.
- The task involves moving or reformatting information between systems, such as emails, PDFs, forms, or spreadsheets.
- The task requires minimal subjective judgment once the basic inputs are understood.

Aggregate the results across departments. You will quickly spot clusters where twenty to thirty hours of skilled labor are spent on low-value administrative maintenance every week, whether in accounts receivable reconciliation, dispatch coordination, or vendor compliance tracking.

Calculate the fully burdened labor cost of those hours. That figure represents your operational target. Prioritize the single workflow that carries the highest payroll drag and the clearest documentation. Frame the initiative as an operations-improvement project designed to remove drudgery from the seat, freeing your team to focus on high-value execution that directly impacts gross margin.