Cover Image for Workshop | Designing AI Products: UX Patterns for Uncertain Systems
Cover Image for Workshop | Designing AI Products: UX Patterns for Uncertain Systems
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Workshop | Designing AI Products: UX Patterns for Uncertain Systems

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โ€‹๐ŸŽฏ For product & UX designers designing AI products | ๐Ÿ•’ 1,5 hours | ๐Ÿ’ต $80 Standard / $45 Uxcel Pro


โ€‹Design better AI products โ€” even if youโ€™ve never worked on one.

โ€‹AI is making its way into more product experiences, but most designers havenโ€™t been taught how to design for it. How do you build trust when outputs are probabilistic? What does โ€œgood UXโ€ even mean when the system might be wrong?

โ€‹This workshop breaks it down.

โ€‹Led by Florian Boelter, Staff Product Designer at Juro, weโ€™ll go hands-on with real UX patterns and decision-making tools you can use when designing AI-powered features โ€” from uncertainty and fallback states to human-in-the-loop workflows.

โ€‹Weโ€™ll work through a practical, hands-on exercise where we critique and redesign an AI product experience together. Whether youโ€™re preparing for your first AI project or want to build a strong case study for your portfolio, this is where to start.


โ€‹๐Ÿง  What Youโ€™ll Learn

  • โ€‹Practical AI UX patterns: Learn concrete interaction patterns for uncertainty, confidence, fallback states, and human-in-the-loop workflows.

  • โ€‹A clearer decision-making toolkit: Understand how to make design decisions when AI output is imperfect, unpredictable, or partially wrong.

  • โ€‹Stronger AI product judgment: Leave with a better sense of why many AI products feel bad and how to design experiences that actually help users.


โ€‹๐Ÿ•’ Agenda

  • โ€‹Framing the Problem (10 min)
    Why AI changes product UX, what designers are responsible for, and how this session will help.

  • โ€‹Core Patterns for AI UX (15 min)
    Learn the key patterns for trust, control, failure, and confidence โ€” visible in FigJam for reference.

  • โ€‹Live Product Critique (20 min)
    Identify weak spots in a flawed AI interface and map them to the patterns we just covered.

  • โ€‹Redesign Workshop (20 min)
    Propose smarter alternatives using AI UX patterns โ€” with a focus on usability, not polish.

  • โ€‹Live Implementation & Review (15 min)
    Florian builds on your ideas live, showing how to translate thinking into functional UI.

  • โ€‹Wrap-Up & Real-World Application (10 min)
    How to apply this in portfolios, product work, and pitching ideas to your team or clients.


โ€‹๐Ÿ‘ค Who Should Attend

โ€‹For UX and product designers looking to upskill in AI by learning how to design for AI products, not just to use AI as a design tool.


โ€‹โš™๏ธ Toolstack

  • โ€‹FigJam

  • โ€‹Zoom


โ€‹๐ŸŽ™๏ธ Meet the Instructor

โ€‹Florian Boelter is the founder of Open Doors and a Staff Product Designer at Juro, where he has been designing and shipping AI-powered product features for some time now. His work focuses on translating complex, probabilistic systems into clear, usable, and trustworthy user experiences.

โ€‹Known for sharing high-signal frameworks and practical thinking, Florian helps designers navigate ambiguity, make better product decisions, and design responsibly for emerging technologies. His approach is grounded in real-world constraints, shipped work, and hands-on experimentation bridging UX, product thinking, and AI-driven systems.


โ€‹๐Ÿค Brought to You By

โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹Uxcel is an online platform where UX and product professionals upskill through interactive, gamified learning. Level up your UX, product and AI skills with expert-led courses at your own pace, earn certificates, and join a strong community of product professionals committed to lifelong learning.

โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹Interested in hosting an event with us? Apply here.

Join our Discord community of 6,800+ UX and product professionals and start connecting today.

โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹โ€‹Catch up on past events and stay connected with us on LinkedIn, Instagram, and Twitter for more updates!


โ€‹๐Ÿ“Œ Notes

  • โ€‹All workshops come with a full recording. Live participation is highly encouraged, but not required.

  • โ€‹Planning to expense this session? Please purchase using your company card, as we might be unable to issue invoices post-purchase.

  • โ€‹Tickets are non-refundable once the session starts.

Avatar for Uxcel Events
Presented by
Uxcel Events
Uxcel's UX and product community. Learn together, collaborate, and create meaningful connections with creatives worldwide.
4 Going