One Nailed Workflow Expansion
Master one workflow, then expand the agent into adjacent responsibilities
- Difficulty
- Easy
- Time to result
- ~weeks to results
- Steps
- 5
- Confidence
- 98%
Begin with one narrow, valuable workflow rather than asking a new AI employee to perform an entire job immediately. A bounded use case is easier to specify, equip, observe, and debug, which reduces failure points and creates an objective basis for trust. Run that workflow repeatedly until the agent produces dependable outcomes. Once it is competent, broaden its role into tasks adjacent to the original workflow, where its existing context and tools remain relevant. Continue managing it through ordinary status questions, feedback, and outcome reviews. The mechanism is progressive delegation: constrain the initial operating surface, establish reliable performance, and then widen responsibility without discarding the agent’s accumulated knowledge.
Origin
Extracted from Marketing Against The Grain during Nick Velescu's demonstration of building a first AI employee with Hermes.
Core principles
- 01Start with a bounded use case
- 02Reduce failure points before expanding scope
- 03Build trust through reliable execution
- 04Add adjacent responsibilities incrementally
How to run it
- 1
Select One Workflow
Choose a recurring workflow with a clear business outcome and meaningful value. Keep the initial responsibility narrower than a complete department or role.
Pro tip Prefer a workflow whose inputs and outputs are already understood.
Watch out Starting with every possible task creates ambiguous expectations and more failure points.
- 2
Define the Operating Boundary
Describe what the agent should accomplish, which systems it may use, and where human approval or escalation is required.
Pro tip Frame success as an observable outcome rather than a vague instruction.
Watch out Do not grant unnecessary autonomy before you can evaluate its work.
- 3
Nail the Use Case
Run the workflow repeatedly, inspect outputs, correct errors, and refine its context until performance becomes dependable.
Pro tip Ask for progress reports and concrete operating metrics.
Watch out Do not expand the role merely because the first run looked promising.
- 4
Add Adjacent Tasks
Extend the agent into responsibilities that reuse its existing context, tools, and domain knowledge. Introduce one meaningful extension at a time.
Pro tip Choose tasks naturally upstream or downstream of the proven workflow.
Watch out Unrelated tasks may require a separate specialist agent.
- 5
Manage by Conversation
Request updates, give feedback, and ask the agent to improve its process just as you would with an employee.
Pro tip Tie feedback to observed outcomes and the next bounded batch of work.
Watch out Conversational accessibility does not remove the need for oversight.
In the wild
A business first assigns an agent to identify dormant customers and draft a three-email re-engagement sequence. After the drafts and targeting prove reliable, the same agent sends approved campaigns, monitors replies, reports performance, and hands qualified conversations to a salesperson.
→ A bounded email workflow grows into an adjacent sales-support role without an uncontrolled jump in scope.
Common mistakes
Starting With an Entire Job
An unrestricted mandate makes failures harder to diagnose and success harder to measure. Begin with one use case instead.
Expanding Before Reliability
Adding responsibilities before the initial workflow is stable compounds errors and undermines trust.
Is it for you?
Best for
Businesses deploying their first autonomous agent into a recurring operational workflow.
Not ideal for
One-off tasks that do not justify setup, monitoring, or repeated execution.
From the transcript
“starting with a workflow is how I like to start because it's a it's a single use case, makes things clearer, simpler, less failure points.…”
“But then after you have that, it's also just a very competent, yeah, employee that can do other things too, adjacent to that task that…”
“start with one workflow, and then over time it really just does feel like you have an employee sitting in your Slack, sitting on your…”
From the episode
Build An Army Of AI Employees To Run Your Business (With Hermes AI)