How can leadership quickly uncover the most cumbersome, repetitive back-office tasks across departments without running months of employee surveys?

Question

Tyler Smith · Accepted Answer

Do not waste months distributing employee sentiment surveys or holding endless operational focus groups. Public confessions of operational pain are already scattered across your business systems; you just need to extract them.

Look at the operational exhaust your company produces every day:
- Support tickets and billing disputes: Run a simple script or internal search across your ticketing system to surface the most common recurring customer complaints and internal delay tags. Where tickets stall for more than 48 hours waiting on back-office inputs, you have found an automation candidate.
- Internal chat and email chatter: Search internal communication channels for repeated administrative questions such as where do I find the file, who approves this invoice, or how do I format this report. These patterns highlight broken handoffs between seats.
- Time tracking and job descriptions: Audit your hiring requisitions and historical timesheets. Search for job ads where you are hiring full-time headcount primarily to copy data between software systems, reformat spreadsheets, or perform repetitive scheduling.

Employees are your largest P&L item. Much of their working hours is consumed by low-value operational busywork. Identify the three tasks that generate the highest volume of administrative friction, isolate the inputs, and target those specific workflows for machine learning improvements.