Managed workflow

Design the human handoff before launch

Green Fern

Name the decisions people retain

Separate routine coordination from consequential judgments. An intake workflow can collect documents and summarize a request while the authorized employee decides whether to proceed. Define that boundary in specific actions, rather than a general claim that a human is involved.

Make escalation actionable

A review task should include the original request, relevant source information, actions already taken, missing items and the reason for review. Name the responsible person or queue and the next action. A notification without an owner can become another dropped handoff.

Pause dependent actions

If information is uncertain or approval is required, the workflow should hold actions that depend on it. A prepared message is different from a sent message. A pending decision is different from a recorded approval. Keep those states visible in the interface and the activity record.

Test difficult requests

Try contradictory details, missing documents, out-of-scope questions, unavailable employees and broken integrations. Verify that the system hands off useful context and does not continue as though a review took place.

Review new authority deliberately

When the workflow expands to a new channel, system or action, revisit the handoff and access rules. Successful routine cases do not establish that every exception can be handled automatically.

Key Takeaways

• Most first deployments fail because they try to automate everything at once. Start with a single, high-impact workflow and expand from there.


• Speed matters more than perfection. A fast, functional agent that handles real queries will outperform a “perfect” system that never gets shipped.


• Define clear success criteria before building. Whether it’s booked calls, qualified leads or resolved queries — measure outcomes, not activity.


• Your agent should fit into your existing workflow, not replace it entirely. The goal is augmentation, not disruption.


• Iteration is where real performance comes from. Launch early, observe real conversations and refine continuously.

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