Cover for AI UX Patterns & Disclosure Guidelines (1 Pager) | Product Management Framework | Altareen
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Inputs Required

Model/system limitations; uncertainty patterns; key failure modes; brand/legal requirements; user trust risks; UX flows (where AI appears); feedback channels.

Output Artifact

1-page UX policy: disclosure language, confidence/uncertainty cues, citations/source rules (if applicable), refusal/fallback behavior, user control (edit/undo), feedback/reporting, and “don’ts.”

When to use this

When users might overtrust the AI, or when inconsistent UI behavior (confidence, citations, refusals) would damage trust and adoption.

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