ux-research checked

People + AI Guidebook: Mental Models

Documents AI onboarding guidance for benefits, primary limitations, feedback, co-learning, safe exploration, human-like expectation risks, and clear communication of AI capabilities and limits.

Open source

Pattern Decisions This Source Supports

Pattern Supported decision Required contract Claim note
AI limitation onboarding Choose AI limitation onboarding when the user needs first-use or changed-capability orientation about AI benefits, limits, data scope, uncertainty, feedback, human responsibility, and fallback. The onboarding explains what the AI can help with and what it is not able to do before the first risky use. Supports onboarding that explains AI benefits, primary limitations, safe exploration, co-learning, human-like expectation risks, and capability boundaries.

Evidence Role

This source is treated as ux-research evidence. Use it to validate the decision rules above, not as a visual style reference.

Publisher: Google PAIR. Last checked: .