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  "name": "Where should the human review happen in an AI workflow: at the beginning, the end, or both?",
  "description": "Use both when risk warrants it: review the goal and inputs early, then place a final checkpoint immediately before the external side effect. The final reviewer",
  "url": "https://runmyaibusiness.com/faq/where-should-the-human-review-happen-in-an-ai-workflow-at-the-beginning-the-end",
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      "name": "Where should the human review happen in an AI workflow: at the beginning, the end, or both?",
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        "text": "Human review should be placed as close as possible to the final side effect: before an email is sent, content is published, money is spent, an account is changed, or a service is purchased. Earlier review still matters for strategy and factual quality, but a final checkpoint catches changes introduced during later workflow steps. Context: Reviewing only a high-level plan can miss an altered recipient, destination, amount, or tool argument. Research and community discussions also emphasize linking approval to the specific execution step rather than to a general story. Key factors: - Where the irreversible action occurs. - Whether later steps transform the draft. - What information the reviewer can see. - Whether rollback exists. Practical guidance: Show the final payload, destination, permissions, and expected result in the approval screen. Require reapproval after material edits. Run My AI Biz’s owner-approval principle works best when the checkpoint controls the actual external action.",
        "description": "Use both when risk warrants it: review the goal and inputs early, then place a final checkpoint immediately before the external side effect. The final reviewer should see the exact content, recipient or destination, data, amount, permissions, and expected result. Reapprove after material edits."
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    }
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