AI UX Review

Audit an AI product or feature against a structured set of human-AI design questions. Each of the seven blocks is a gap detector, not a template field — the value of this skill is whether the elicitation surfaces design decisions the builder hadn't made yet, not whether the artifact looks complete.

The job is design-completeness: have we designed the human side of this responsibly? It covers both the classical human-AI UX surface (user need, mental models, trust, feedback, errors) and the gen-AI integrity surface that showed up after 2022 (hallucination handling, verifiability, provenance, prompt-injection exposure, agent autonomy).

This is not a quality assessment of an AI product's output. It is a structured review of whether the design around that output is intentional.

What this skill produces

Always produced under the resolved review root (default docs/ai-ux/):