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HUMAN-AI-TEAMING5 MIN READ

Walk the AI review gate

Design a proportional review gate for AI-assisted work based on risk and complementarity.

Review overload RevOps reviews every AI account summary the same way. Low-risk updates clog the queue while high-risk commitments still slip through. The team has humans in the loop but not in the right loop. Proportional review Flow, check, human owns The review gate should match the risk and the likely complementarity. Humans should spend attention where their context and accountability change the outcome. Bad gate Review everything equally. Human review becomes sharper and less performative. Do not use human review as decoration. Use it where information asymmetry, capability asymmetry, or accountability makes the human contribution distinctive. 01 Risk 02…

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