Human Approval Queue and Exception Automation Designer
Design reliable human-review queues for uncertain, risky, incomplete, or policy-exception cases in automated workflows.
Human Approval Queue and Exception Automation Designer is a free AI skill for automation flows. Design reliable human-review queues for uncertain, risky, incomplete, or policy-exception cases in automated workflows. It works with Claude, ChatGPT and is ready to use out of the box.
About this skill
Create an implementation-ready approval and exception queue that receives cases from automation, preserves evidence, prioritizes work, enforces decision rights, prevents duplicate actions, and safely resumes or closes the workflow.
What it does
It defines queue entry rules, case schema, prioritization, reviewer permissions, service levels, decisions, expiry, escalation, resumption, and audit history.
What is included
- Queue entry criteria
- Case and evidence schema
- Priority and routing rules
- Reviewer roles and permissions
- Decision options
- Service levels and escalation
- Expiry and reassignment
- Workflow resumption
- Audit trail
- Monitoring and test plan
How to use it
1. Download the human-approval-queue-and-exception-automation-designer-SKILL.md file 2. Upload it to Claude, ChatGPT, or your automation-design workspace 3. Provide the workflow, risk thresholds, uncertainty signals, reviewers, systems, and downstream actions 4. Never provide real credentials or sensitive production records 5. Test every decision and replay path before enabling production actions
Examples
Design a human-review queue for an AI support workflow. Low-confidence classifications, refund requests, account access issues, legal complaints, and suspicious attachments must be reviewed before any customer reply or account action.
Queue triggers, case fields, priority rules, reviewer permissions, decision options, SLA and escalation, evidence display, safe resumption, duplicate prevention, audit logs, and test cases.
FAQ
What should enter a human-review queue?
Can reviewers edit the automated recommendation?
How are duplicate cases prevented?
What happens after approval?
Can cases expire?
How is this different from sending an approval email?
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How do I add human approval to an AI automation?
Human approval can be added through review queues, email confirmations, Slack buttons, manual gates, or draft-only outputs before final action.