Build A Small Task Inventory
Ask staff which tasks they repeat, what information they copy, and where work waits for a handoff. Record volume, effort, error patterns, and exceptions. A frequent irritation is worth examining, but frequency alone does not establish a business case.
Compare The Candidates
- Is the trigger clear and consistently recorded?
- Are the rules stable enough to describe?
- Can the required information be accessed reliably?
- Can a person verify the result and correct a mistake?
- Does the expected benefit exceed setup, supervision, and ongoing costs?
Choose Rules Or AI Deliberately
A fixed routing rule or reminder may need ordinary automation. Interpreting a varied message or preparing a draft may benefit from AI. The more judgment the task requires, the more important review and escalation become.
Avoid adding an assistant to compensate for missing policies or contradictory records. Establish an approved source of information and a responsible owner first.
Test A Narrow Workflow
Start with a limited workflow and representative examples. Include duplicates, missing fields, delayed responses, and unavailable systems. Define when processing stops and a person takes over.
For example, a form can create a CRM record and a follow-up task. The pilot should verify assignment and duplicate handling before adding message generation or more integrations. This is an illustrative workflow.
Count The Work That Remains
Measure time saved alongside correction effort, exception handling, and maintenance. An automation that runs frequently but creates hidden rework may not be an improvement.
Expand only after the first workflow demonstrates dependable behavior and the team knows how to operate it.