How do we identify low-value tasks across our company so we can deploy AI agents without getting bogged down in employee interviews?

Question

Tyler Smith · Accepted Answer

Asking employees what tasks they want automated is a slow, unreliable strategy. Staff often protect comfortable routine tasks or request complex software for rare edge cases that provide little operational value.

To find the real operational friction in your company without endless committee meetings, mine your actual operational exhaust. Employees constantly document their pain in existing systems; you just need to extract and categorize it.

Run this targeted extraction process:
- Mine operational support logs: Run an extraction across your internal IT tickets, customer service help desk logs, and operations chat channels over the trailing six months. Categorize the tickets by frequency and manual handling time.
- Scrape public confessions of operational pain: Use a lightweight scraper script to collect customer complaints from client feedback forms, job review boards, and vendor correspondence. Recurring negative themes identify exact workflow bottlenecks.
- Audit shared spreadsheets: Identify every recurring operational spreadsheet maintained outside your core CRM or ERP. Any spreadsheet that requires manual weekly copy-pasting between systems is an automatic candidate for an AI-driven API integration or agent.

Compile these findings into a list of repetitive administrative sludge. Present the top three friction points to your leadership team, select the highest-volume bottleneck, and assign a Rock to streamline it with an automated workflow. You bypass subjective internal debates and focus strictly on verified operational drag.