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AI UX patterns
from real products
that nuture trust.
All patterns
Enrol
Enrolment & Mental Models
Guided first task
(3)
A real hands-on first task — not a passive tour.
Progressive disclosure
(2)
Reveal capabilities gradually as they're needed.
Suggested prompts
(3)
Example prompts that show what it can do.
Respond
Recommendation & Prediction
Discovery slot
(0)
Surface something they wouldn't have searched for.
Diversified list
(0)
Mix in variety; avoid narrowing preference.
Estimate range
(0)
Give a range, not false precision.
Fallback state
(0)
Let it honestly say “I don’t know.”
Popularity flag
(0)
Flag when it's popular, not right for you.
Preference picker
(0)
Ask preferences early so suggestions fit sooner.
Ranked results
(0)
Offer the top options, not one forced answer.
Explain
Understandable & Transparent
Citations
(0)
Link to where the answer actually came from.
Confidence score
(0)
Show how sure it is — 60% must not look like 99%.
Origin tag
(0)
Show whether it came from AI, a rule, or a person.
Reasoning trace
(0)
Show the reasoning path, step by step.
Guard
Safety & Error Prevention
Confirmation dialog
(0)
Confirm before anything consequential or hard to undo.
Stop / pause
(0)
One fast, obvious way to stop it completely.
Version history
(0)
Keep past versions; never silently overwrite.
Steer
Autonomy & Control
Agent builder
(0)
Build an agent with the exact tools and rules you want.
Autonomy control
(0)
The user sets how much the AI does on its own.
Knowledge base connection
(0)
It reads your documents or data first, then answers using them.
Manual override
(0)
A clear, low-friction way to take control back.
Multi-modal input
(0)
The ability to give the AI a mix of text, images or files
Prompting assistance
(2)
Helps you word your request better, or suggests one for you.
Scheduling
(0)
Set it to do something later, or on repeat.
Structured input
(0)
Fill-in-the-blank fields instead of a blank box, so it knows exactly what you mean.
Temporary session
(0)
A chat that's forgotten the moment you close it.
Tool/app connectors
(0)
It can actually go and do something in another app, not just tell you how.
Undo / redo
(0)
Reverse a completed action easily and always.
Voice input
(2)
You talk to it instead of typing.
Improve
Self-Improvement & Feedback
Expert interfaces
(0)
Let expert users correct or label content to improve the AI.
Feedback receipt
(0)
Show the user their feedback changed something.
Thumbs up / down
(0)
A low-effort way to say “that was wrong.”
All patterns
Guided first task
Progressive disclosure
Suggested prompts
Discovery slot
Diversified list
Estimate range
Fallback state
Popularity flag
Preference picker
Ranked results
Citations
Confidence score
Origin tag
Reasoning trace
Confirmation dialog
Stop / pause
Version history
Agent builder
Autonomy control
Knowledge base connection
Manual override
Multi-modal input
Prompting assistance
Scheduling
Structured input
Temporary session
Tool/app connectors
Undo / redo
Voice input
Expert interfaces
Feedback receipt
Thumbs up / down
By Sector
AI Video
AI/Foundational Models
Consumer
Data & Analytics
Education
By Product
Anthropic (Claude)
Duolingo
Google (Gemini)
Julius
OpenAI
Perplexity
Suno
Synthesia
Wordtune
Synthesia
Guided first task
Duolingo
Guided first task
Suno
Guided first task
