Find repeated work with a measurable cost
Look for tasks that happen often, follow similar steps and consume attention: lead sorting, document lookup, reporting, reminders, content routing or support triage.
Protect human decisions
Automate preparation, classification and routing first. Keep approvals for pricing, sensitive communication, legal claims and payments.
Design the data boundary
Define what can enter third-party tools, who can access outputs and what must remain private. Regulated data needs an agreed workflow before production.
Build exception paths
Real operations contain incomplete inputs and unusual cases. A serious workflow needs logs, fallback handling and a route back to a person.
Measure saved time and quality
Track whether the workflow reduces response time, manual steps, missed follow-up or data errors. Automation should improve operations, not look futuristic.