Start with the kind of work.
Workflow automation follows a defined process. A form creates a record, an assigned person gets a notification, or a reminder appears when a date passes. The value comes from consistency.
AI becomes relevant when the task involves less structured language: sorting a written request, summarizing notes, finding a relevant procedure, or preparing a draft. Its output needs a way to be checked.
Many useful systems combine both.
Consider a service inquiry. Ordinary rules can capture the submitted fields and route the request by location. An AI step might summarize a long description for the team. A person can still decide what to quote and whether a commitment is appropriate.
Each part should earn its place. Adding AI to a deterministic task can create cost and uncertainty without improving the customer experience.
Use the simplest version that does the job.
The right design is the one your team can operate. A modest workflow that runs reliably can be more useful than an assistant with a long list of poorly defined powers.
- Use rules when the inputs, conditions, and action are clear.
- Consider AI when interpretation or drafting is a meaningful part of the work.
- Keep human review where an incorrect output could create a consequential commitment.
- Define a fallback for missing information, low confidence, or an unavailable service.
Test with examples from your business.
Before expanding an assistant, collect representative tasks and examples of acceptable outputs. Include unclear requests, outdated information, and a case where the correct answer is to ask a person.
For a knowledge assistant, check whether the answer comes from approved material and whether the source is current. For a drafting task, check accuracy, tone, and the time needed to review it.
Know who owns the result.
Somebody should own the process, the source material, and the response when a task goes wrong. That responsibility remains even when part of the work is automated. Clear boundaries make the system more useful to the people relying on it.