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Phase 1

Discovering

How do users discover what AI can do in the first interaction?

10 patterns
Phase 2

Instructing

How does the user instruct the AI and provide context?

10 patterns
1 new
Phase 3

Observing

How does the AI respond and in what formats?

11 patterns
Phase 4

Refining

How does the user edit, review, or improve results?

6 patterns
Phase 5

Adapting

How does the system adapt, remember, and improve over time?

3 patterns
Phase 1

Discovering

How do users discover what AI can do in the first interaction?

10 patterns
Phase 2

Instructing

How does the user instruct the AI and provide context?

10 patterns
1 new
Phase 3

Observing

How does the AI respond and in what formats?

11 patterns
Phase 4

Refining

How does the user edit, review, or improve results?

6 patterns
Phase 5

Adapting

How does the system adapt, remember, and improve over time?

3 patterns

40 AI patterns are based on our 300+ real-world examples,
organized across five phases of an interaction journey.

Behind-the-scenes teaser

We revamped the framework,
with some spicy new takes

Watch behind-the-scenes
Patterns

Phase 1

Discovering

How do users discover what AI can do in the first interaction?

Open Suggested prompts
Free

Suggested prompts

Jumpstart user engagement with smart and context-aware preset actions.

41 examples inside
Open Autocomplete
PRO Exclusive

Autocomplete

Anticipating & completing actions without disrupting user's workflow.

6 examples inside
SOON

Start with templates

Pre-built starting points that show users what's possible and accelerate first interactions.

6 examples inside
Open Branding
PRO Exclusive

Branding

Using visual identity, icons and signature touches to signal AI's presence and capability.

5 examples inside
Open Proactive suggestions
PRO Exclusive

Proactive suggestions

Invisible AI moments that surprise users with exactly what and when they need.

9 examples inside
Open Search & filter
PRO Exclusive

Search & filter

Moving from clicks to natural language searches and applying filters.

17 examples inside
Open Mode selection
PRO Exclusive

Mode selection

Let users pick the right mode or capability for the task when it matters.

10 examples inside
SOON

Guardrails & permissions

Boundaries, controls, and permissions that show what AI can and cannot do.

Examples inside
SOON

Disclaimer

A disclosure shown to users that clarifies AI's involvement, limitations, and sets expectations.

15 examples inside
SOON

Smart onboarding

Personalized first-run flows that teach users how to get value quickly from AI.

7 examples inside
★★★★★
"Para mi trabajo diario, las charlas y los cursos en línea, es imprescindible."
Christian Kuhn🇵🇹
Christian Kuhndesde agosto de 2025
Director del centro de competencia de UX en Optimizer.pt

Phase 2

Instructing

How does the user instruct the AI and provide context?

Open Voice input
Free

Voice input

Enabling users to interact with their voice, have a conversation or take actions.

13 examples inside
Open Multi-modal input
PRO Exclusive

Multi-modal input

Combined visual, handwriting and gesture inputs as part of the user's expressive toolkit.

20 examples inside
Open Structured input
PRO Exclusive

Structured input

Offer lightweight structure (slots, hints) to compose clearer prompts faster.

9 examples inside
Open Prompting assistance
Free

Prompting assistance

Guiding users to express their intent effectively via suggestions, follow-ups, templates etc.

15 examples inside
Open MCP connectors
PRO Exclusive

MCP connectors

Let AI directly interact with other apps and services to perform tasks.

3 examples inside
Open Knowledge bases
PRO Exclusive

Knowledge bases

Use organizational knowledge (databases, docs, wikis) to specialize responses.

5 examples inside
Open Autonomy control
PRO Exclusive
NEW

Autonomy control

Granular controls over how independently an agent can act on the user's behalf.

1 example inside
SOON

Temporary chat

Ephemeral sessions that don't persist to memory or history, for sensitive or throwaway prompts.

Examples inside
SOON

Scheduling

Schedule AI tasks to run at a future time or on a recurring cadence.

Examples inside
SOON

Agent builder

Tooling for users to compose and configure their own agents from primitives.

Examples inside
★★★★★
"He sacado muchísimo valor de aiverse este último año. El libro de patrones es excelente."
Dave Brown🇺🇸
Dave Browndesde febrero de 2025
Director de diseño de producto de IA/ML en Amazon

Phase 3

Observing

How does the AI respond and in what formats?

Open Streaming + Realtime
Free

Streaming + Realtime

Gradual reveal of AI output and immediate low-latency responses together.

45 examples inside
Open Processing steps
PRO Exclusive

Processing steps

Show progress through distinct steps so users understand what's happening.

24 examples inside
Open Parallel processing
PRO Exclusive

Parallel processing

Run multiple processes / agents concurrently to become architects of processes.

12 examples inside
Open Preview
Free

Preview

The "test-drive" of AI to get a glimpse of results before committing to the process.

9 examples inside
Open Variations
PRO Exclusive

Variations

Presenting multiple alternative outputs for the same input.

15 examples inside
Open Structured output
PRO Exclusive

Structured output

Consistently formatting AI responses into predefined schemas instead of free-form text.

25 examples inside
Open Summary
PRO Exclusive

Summary

Condense long content into concise takeaways or executive summaries, for both agent and human consumption.

12 examples inside
Open Multi-modal output
PRO Exclusive

Multi-modal output

Combine text, images, audio, and video where appropriate for richer responses.

Examples inside
SOON

Agent observability

Visibility into what an agent is doing, why, and at which step — logs, traces, and live state.

Examples inside
Open Confidence
PRO Exclusive

Confidence

Showing how sure the AI is to help users gauge reliability, and understand the basis of the output.

2 examples inside
Open Citations & traceability
PRO Exclusive

Citations & traceability

Showing how the AI constructed the answer (sources, references) to build user's trust.

16 examples inside
★★★★★
"Me encanta el producto y lo uso en el trabajo para compartirlo con mis compañeros."
Evangeline🇺🇸
Evangelinedesde junio de 2025
Diseñadora de UX staff en Palo Alto Networks

Phase 4

Refining

How does the user edit, review, or improve results?

Open Review actions
Free

Review actions

Allowing users to step through AI-suggested changes and refine them before finalizing.

5 examples inside
Open Visual editing
PRO Exclusive

Visual editing

Enable users to refine visually and continuously, without back-and-forth prompts.

15 examples inside
Open Inline editing
PRO Exclusive

Inline editing

Enabling edits on specific parts of textual content, leveraging existing mental models.

19 examples inside
SOON

Pause & Stop agents

Give users immediate control to pause or stop an agent mid-execution.

Examples inside
SOON

Error states & recovery

Clear error states and recovery paths when an AI flow fails or produces invalid output.

Examples inside
SOON

Evaluation / Testing

Surfaces for evaluating, testing, and comparing AI outputs against expectations.

Examples inside

Phase 5

Adapting

How does the system adapt, remember, and improve over time?

Open Memory
PRO Exclusive

Memory

AI system remembers and recalls user context, or history to support continuity and personalization.

2 examples inside
Open Feedback
Free

Feedback

Capturing quick sentiment on results to steer quality.

12 examples inside
SOON

Personalization

Tailor tone, suggestions, and defaults based on user history and choices.

9 examples inside
★★★★★
"Me resultó realmente útil al diseñar en un proyecto reciente."
Manasi Agarwal🇬🇧
Manasi Agarwaldesde mayo de 2025
Diseñadora sénior de producto
Co-authors
Kshitij Agrawal
Kshitij Agrawal
Kshitij Agrawal
Co-author

Founder at Aiverse

Dave Brown
Dave Brown
Dave Brown
Co-author

Design Director at Qualtrics

Clair Sun
Clair Sun
Clair Sun
Co-author

Senior Product Designer at AWS

Last updated on Nov 11, 2026
Published on Sep 8, 2025
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