01
Does the work repeat in a recognizable pattern?
If the same trigger, information, and outcome recur, map the workflow before choosing a delivery model.
Write downThe trigger, input, and useful output.
A decision guide for recurring work
AI worker vs. virtual assistant: start with the shape of the work.
Choose a virtual assistant when the job needs flexible human judgment across changing priorities. Consider a managed AI worker when one recurring workflow can be mapped with known inputs, clear approval boundaries, and a person who owns the result.
Neither label decides the answer. The workflow, its owner, and its exception path do.
Direct answer
A recurring workflow and flexible assistance are different operating jobs.
A virtual assistant can help when a person needs to interpret shifting requests, choose what matters next, and work through context that is not yet standardized.
A managed AI worker is most useful to evaluate when a bounded recurring job can make its trigger, inputs, output, review rules, and escalation path explicit. That framework does not remove human ownership.
Operating-model comparison
Compare responsibility before comparing labels.
This is a planning tool, not a claim that either model is universally better. Use the same workflow to make the differences visible.
| Decision | Managed AI worker | Virtual assistant |
|---|---|---|
| Best starting point | One recurring workflow with a recognizable trigger, useful output, and boundaries the team can describe. | A changing set of tasks that benefits from a person’s judgment, context, and flexible prioritization. |
| How work is directed | The workflow map sets the inputs, tools, decision points, approval rules, and exception path. | A person receives context, priorities, and direction as the work changes. |
| What to make explicit | The process owner, definition of done, actions that pause, and where unusual work goes. | Scope, priorities, authority, communication style, and who resolves ambiguous requests. |
| When to pause | When the input is missing, the request is unusual, or an action is outside the agreed boundary. | When the assistant needs a decision, additional context, or a priority change. |
Four choice prompts
Ask what the work needs to make visible.
The answers should make the next decision easier to explain to the person accountable for the workflow.
02
Is the value in flexible judgment or a defined operating path?
A person can absorb changing priorities. A defined workflow can make its rules and handoffs inspectable.
Write downWhere flexible judgment is essential.
03
Who can judge whether the output is right?
Name the process owner before either model begins handling work that matters.
Write downThe named process owner and reviewer.
04
What should happen when the normal path breaks?
Set the review or escalation path before the work reaches a sensitive, unclear, or unusual case.
Write downThe stop, review, and escalation path.
First-workflow brief
Bring a short brief to the decision.
Whether you use a person, a Worker, or a combination, begin with the job your team can actually explain.
The recurring job
What starts the work, what information is needed, and what a useful result looks like.
The human owner
Who can judge the result, approve sensitive steps, and change the operating boundary.
The exception path
What should pause, who receives the context, and what happens after a decision.
The next review
What evidence will show whether the job should stay the same, change, or stop.
Common questions
Choose the operating model that fits the work.
A useful decision preserves the person accountable for outcomes and the path for unclear cases.
Is an AI worker the same as a virtual assistant?
No. A virtual assistant is generally a person who can take on flexible administrative support. A managed AI worker is a system mapped around a defined recurring workflow, its tools, rules, approval points, and exception path.
When is a virtual assistant a better fit?
A virtual assistant can be a practical fit when priorities, requests, and judgment change frequently and the work benefits from a person who can clarify direction as it goes.
When is a managed AI worker a better fit?
A managed AI worker can be considered when one recurring job has a recognizable trigger, known information sources, a reviewable output, a process owner, and clear boundaries for approval and escalation.
Does choosing an AI worker remove human ownership?
No. The business should keep a named process owner and make approval, exception, and change decisions visible. A mapped workflow is not a substitute for human judgment.
Start with one reviewable job
Bring the recurring work your team wants to make easier to run.
We can map the workflow, its owner, approval points, and exception path before defining what a Worker should handle.
The job has a recognizable trigger and outcome.
A person can review the work and decide what changes.
Unclear or sensitive cases have a defined route to a human.
Map one recurring workflow
Make the operating decision concrete.
Start with the work, not a broad promise about automation.