

Workshop | Designing Human-Centered AI Outputs
🕒 90 min | 👥 Limited to 50 seats | 💵 €89 Standard / €60 Uxcel Pro (bundles available)
Once AI has done its job, how do we present the output in ways that feel helpful, human, and intuitive?
In this hands-on workshop, you’ll learn how to design AI outputs that feel smart, helpful, and human. We’ll explore how to make AI responses more adaptive and personalized — so users feel understood, not overwhelmed.
You’ll be guided by Mary Borysova, Product Designer at Amazon with 12+ years of experience in tech and a track record of designing for complex, high-impact systems like healthcare and enterprise tools.
You’ll dive into practical ways to optimize how AI interacts with users — from response flows to visual feedback and interface behavior.
By the end, you’ll walk away with clear techniques to make your AI features feel more responsive, trustworthy, and easy to use.
If you're a Uxcel Pro member, please use your registered email address when purchasing the ticket.
🧠 What You’ll Learn
How to present AI output in human-centered, adaptable ways
Strategies to improve engagement and usability in AI responses
Optimization techniques for fast, trust-building interaction loops
🕒 Agenda
Welcome & Intro
Designing Interactive AI Features: Discover how to make AI outputs feel responsive, context-aware, and human-centered. Learn about adaptive interfaces, personalization strategies, and designing for agency and trust.
Optimizing AI Interactions: Deep dive into Interaction flows, visual affordances, and dynamic responses to optimize engagement, and efficiency.
Hands-On Exercises: Apply what you’ve learned to a concrete AI feature challenges.
Q&A + Wrap-Up: Recap key takeaways and leave with clear next steps to apply what you’ve learned.
👤 Who Should Attend
This session is ideal for UX, UI, and product designers who want to design better AI experiences.
🎙️ Meet the Instructor
Mary Borysova is a London-based Product Designer at Amazon with 12+ years of experience in tech product design — 7 of those spent specializing in healthcare. She’s worked with VC-backed startups, unicorns like PandaDoc, and corporates like CVS Health. Her background spans both business growth and human-centered design.
Mary’s writing on behavior design has been read by over 100,000 readers on Medium. She brings deep practical knowledge and a refreshing, candid take on what it really means to design for health.
🤝 Brought to You By
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.
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