

Workshop | Designing AI Products: UX Patterns for Uncertain Systems
โ๐ฏ For product & UX designers designing AI products | ๐ 1,5 hours | ๐ต $80 Standard / $45 Uxcel Pro
โDesign better AI products โ even if youโve never worked on one.
โAI is making its way into more product experiences, but most designers havenโt been taught how to design for it. How do you build trust when outputs are probabilistic? What does โgood UXโ even mean when the system might be wrong?
โThis workshop breaks it down.
โLed by Florian Boelter, Staff Product Designer at Juro, weโll 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.
โWeโll work through a practical, hands-on exercise where we critique and redesign an AI product experience together. Whether youโre preparing for your first AI project or want to build a strong case study for your portfolio, this is where to start.
โ๐ง What Youโll Learn
โPractical AI UX patterns: Learn concrete interaction patterns for uncertainty, confidence, fallback states, and human-in-the-loop workflows.
โA clearer decision-making toolkit: Understand how to make design decisions when AI output is imperfect, unpredictable, or partially wrong.
โStronger AI product judgment: Leave with a better sense of why many AI products feel bad and how to design experiences that actually help users.
โ๐ Agenda
โFraming the Problem (10 min)
Why AI changes product UX, what designers are responsible for, and how this session will help.โCore Patterns for AI UX (15 min)
Learn the key patterns for trust, control, failure, and confidence โ visible in FigJam for reference.โLive Product Critique (20 min)
Identify weak spots in a flawed AI interface and map them to the patterns we just covered.โRedesign Workshop (20 min)
Propose smarter alternatives using AI UX patterns โ with a focus on usability, not polish.โLive Implementation & Review (15 min)
Florian builds on your ideas live, showing how to translate thinking into functional UI.โWrap-Up & Real-World Application (10 min)
How to apply this in portfolios, product work, and pitching ideas to your team or clients.
โ๐ค Who Should Attend
โFor 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.
โโ๏ธ Toolstack
โFigJam
โZoom
โ๐๏ธ Meet the Instructor
โFlorian 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.
โKnown 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.
โ๐ค Brought to You By
โโโโโโโโโโโUxcel 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.
โโโโโโโโโโโInterested in hosting an event with us? Apply here.
Join our Discord community of 6,800+ UX and product professionals and start connecting today.
โโโโโโโโโโโCatch up on past events and stay connected with us on LinkedIn, Instagram, and Twitter for more updates!
โ๐ Notes
โAll workshops come with a full recording. Live participation is highly encouraged, but not required.
โPlanning to expense this session? Please purchase using your company card, as we might be unable to issue invoices post-purchase.
โTickets are non-refundable once the session starts.