256 Real-World AI Design Examples
for Product Managers
We analyzed the design patterns of leading AI products, so you can build better, more trustworthy experiences of your own.
Our AI Pattern
Reference Library
We Did the Hunting So You Don't Have To
In this walkthrough, you’ll discover 256 real-world AI UX patterns, drawn from how
leading products are actually solving real AI design problems right now.
It’s the reference library we use to kick off research for our enterprise clients. The
patterns here come from big teams with deep pockets, solving hard problems at
scale. Whether or not you like (or agree) with each example, there’s something to be
learned from every one of them.
How to Use It
1: Browse
Find the AI mode that fits what you’re building.
Use the flowchart, covering fourteen branching questions, to navigate common product decisions and find your AI mode, including: predictive, ambient, co-pilot, agentic, conversational and generative.
2: Recognise
See how leading products handle the patterns in that mode.
Each mode opens onto a reference layer:
- Real screenshots of leading products applying each pattern
- Example scenarios showing how the mode plays out in real context
- Key user behaviours and the questions to ask before you commit
- What not to expect from each mode, so you set the right boundaries with stakeholders
- Success metrics and interaction touchpoints
This is where you stop your team from over-promising what AI can deliver, and start aligning on what good actually looks like.
3: Adapt
Take what’s working, change the context, ship better.
Our library is built to be referenced and riffed on. Recognise the shape of what’s working in leading products, then adapt it to your users, your domain, your risk profile.
Plus: Risk and Guardrails
A guardrails section drawing on Microsoft’s HAX toolkit and
Google’s People + AI Guidebook, with risk and oversight
prompts for each AI mode. Because AI UX isn’t just about
usability. It’s about calibrated trust, controlled autonomy
and harm prevention.
Further Reading
Want to go deeper? Explore the broader UX for AI methodology
and supporting resources:
Explore working together.
We design AI experiences for healthcare technology companies. If you're building something and want a
team that's done this across 1,500+ projects, let's
figure out if we're the right fit.
