What could you automate?
Decision Tool

Human‑in‑the‑Loop Map

A map for defining where humans must remain—so automation supports judgment instead of replacing responsibility.

Interactive worksheet

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Use the tool

List key decision points in a workflow and define where humans must remain. The goal is decision support—not abdication.

Decision / stepAI roleOverride?Human ownerNotes

Default: recommend + confirm. Only allow conditional execution for low‑risk actions with rollback.

Default: recommend + confirm. Only allow conditional execution for low‑risk actions with rollback.

Preview summary (for copy/paste)
Human‑in‑the‑Loop Map — Summary

Decision points:
- Decision: Send an external message to a customer
  AI role: AI can recommend (human confirms)
  Override required: Yes
  Human owner: Owner / Ops lead
  Notes: AI can draft; a human approves tone and intent.
- Decision: Route an intake request based on explicit fields
  AI role: AI can execute conditionally
  Override required: No
  Human owner: Ops
  Notes: Only if fields are validated and there’s an exception queue.

Guidance: keep responsibility with a named person. Automation can reduce friction, but it should not absorb accountability.

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If you can’t name a human owner for a decision, automation should not own it either. Make responsibility visible.

What this helps you decide

  • Define the boundary between decision support and decision ownership.
  • Prevent automation from silently taking responsibility away from a human.
  • Design override points that match real operations.

When to use it

  • You’re considering automating routing, approvals, communications, or “next actions.”
  • Your work involves accountability, customer trust, or compliance constraints.
  • You want automation that reduces mental load without removing human judgment.

The framework

Decisions AI should never finalize

  • Judgment-heavy tradeoffs with real consequences.
  • Relationship-based communication where tone and context matter.
  • Moral or accountability decisions where a person must own the outcome.

Decisions AI can recommend on

  • Summaries and suggested categories for a human to confirm.
  • Draft responses that a person reviews and sends.
  • Exception detection: ‘this looks different than normal.’

Decisions AI can execute conditionally

  • Low-risk actions with clear rules and a rollback path.
  • Routing based on explicit fields and validated inputs.
  • Notifications and reminders with clear ownership.

Required override points

  • Before external communication is sent (unless it’s truly low-risk).
  • Before money, access, or irreversible actions occur.
  • When confidence is low or inputs are incomplete.

Common mistakes

Common mistakes
  • Letting “automation” own decisions because it’s faster.
  • Hiding the override path so people can’t correct the system quickly.
  • Treating drafts as final and removing human review prematurely.

What this does NOT answer

  • Which specific model/tool to use.
  • How to automate a moral decision (don’t).
Optional next step

If you want help drawing the boundary for a specific workflow, that’s what the AI Automation Audit is for.

Local Focus

Serving Huntsville, Madison, and Decatur across North Alabama and the Tennessee Valley with applied AI automation: intake systems, workflow automation, internal assistants, and reporting. We also support Redstone Arsenal–region vendors and organizations with internal enablement and operational automation (no implied government authority).

Common North Alabama Industries
Home servicesManufacturingConstructionProfessional servicesMedical practicesVendor operations
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