Verification Next Steps

Verification next steps is a trust UX pattern that pairs uncertain AI outputs with concrete verification actions—open the source document, check the system of record, or escalate to a human—so users know exactly how to validate before acting. Instead of a vague “verify this” warning, the interface offers operational next steps tied to the claim.

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When to use

Essential for sales assistants, support copilots, and research tools where low-confidence answers must route users to a checkable source or human before send.

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Acme’s renewal looks set at 18% off. I can send the quote this afternoon if that matches what you approved.

Based on a Slack thread from last quarter. Deal terms may have changed.

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