AI UX Design Fundamentals

Designing for AI — handling uncertainty, errors, loading states, and building user trust in AI features.

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Article30 min
Nielsen Norman - AI UX guidelines
Disclosure, control, and recovery patterns.
Open resource
Docs28 min
Google PAIR - Human-centered AI
Co-designing with users around model uncertainty.
Open resource
Article20 min
Figma - AI design tips
Layouts for streaming responses and citations.
Open resource
Docs25 min
Apple HIG - Machine learning
On-device intelligence UX expectations.
Open resource
Docs22 min
Material Design - AI patterns
Components for suggestions and confidence.
Open resource
Article35 min
Microsoft - Inclusive AI design toolkit
Accessibility when outputs vary by user.
Open resource
Article24 min
IDEO - Creative confidence with AI
Prototyping conversational flows quickly.
Open resource
Docs18 min
Adobe - Firefly ethics
Content credentials and provenance UX.
Open resource
Article15 min
Canva - Magic Design walkthrough
Progressive disclosure in generative layouts.
Open resource
Article26 min
Smashing Magazine - AI UI patterns
Microcopy and empty states for AI tools.
Open resource