GenAI Fundamentals for UX Designers + Researchers (Udemy.com)
Learn the key concepts and components to understand GenAI for UX design — and lead AI product innovation efforts.
Created by: Joe Natoli
Last updated October 2024
What you will learn
- Learn core principles of responsible GenAI design that ensure our products serve all users equally + equitably.
- Success factors unique to Machine Learning (ML) products that UX + Product Designers and their teams should adopt
- Guidance on research to determine what kinds of problems are best solved by AI, and where human control should remain central.
- Determining when AI features are appropriate for users — and when they aren't
- Identifying when Automation (AI does the task for users) or Augmentation (help them do it better) is more appropriate.
- Designing the reward function and appropriately considering the balance between false positives and false negatives.
- Essential factors to consider when evaluating the reward function.
- How to weigh necessary, unavoidable tradeoffs between precision and recall, which is key to shaping an AI user experience.
Course Description
Protect and grow your career: Learn to design GenAI-enabled products
The UX and Product design landscape is evolving—and AI is leading the charge. If you're a designer, UXer, or product developer, you can't afford to be left behind. Generative AI is not just a buzzword; it's becoming the backbone of the next generation of user experiences. And without a deep understanding of how to design AI-powered products, your skill set risks becoming obsolete.
This course is for you if you want to:
Stay relevant in an industry that’s rapidly integrating AI into every aspect of product development and feature sets.
Be the asset your employer relies on—not the UXer or designer left off key projects because you lack the necessary skills.
Lead the future of UX and design rather than have it dictated to you by engineers and product managers.
Why you must start learning the fundamentals of GenAI product design now
AI isn’t just an optional add-on anymore. It’s the next fundamental shift in product design—just like when UX and UI became indispensable. Here’s the reality:
Employers want designers who understand how to design user-centered GenAI experiences that are useful, usable, valuable, and trustworthy. Without this skill, your job security and opportunities will shrink.
Product improvement initiatives and AI integration projects are happening in every major company, from simple voice and chatbot interfaces to workflow-based conversational experiences. The people who know how to design these experiences are the ones who will be chosen for leadership roles.
AI is the new frontier in UX and product design. Just as front-end coding knowledge became essential for UXers, understanding emerging design trends for GenAI — and how to design and evaluate AI-enabled products — is the next career progression.
If you don’t understand AI-enabled design, you won’t be part of these key projects. Your value will diminish—both to your current employer and in the eyes of potential future employers.
What you’ll learn in this course
Master the fundamentals of designing AI-powered products
Learn the principles that guide effective, responsible design for AI. I’ll teach you the fundamental principles and approaches behind experiences that blend the power of AI with intuitive, human-centered design. From initial investigation and research to designing features, functionality and evaluation metrics to gauge usability and measure trust, I'll tackle all the core areas you need to know about.
Why it matters: AI is about more than automation. It’s about delivering useful and valuable user experiences that meet both user needs and business goals.
Create ethical, trustworthy AI-driven products
I’ll show you how to approach design for AI products that users trust—and that won’t perpetuate bias or misinformation. You’ll learn the ethical considerations you need to think through and how to design with fairness and transparency in mind.
Why it matters: Building trust is crucial in AI. Companies are investing in AI solutions that don’t just work but are ethical and inclusive. Your ability to design these systems will set you apart.
Understand the basics of designing for key GenAI attributes like generative variability and tradeoffs between precision and recall.
Generative variability is the heart of GenAI. I'll walk you through two critical questions we, as UXers and designers, have to answer: (1) how do we present multiple, varied outputs to users and (2) how do we guide them in selecting the best one?
As a UX or product designer, one of the key decisions you’ll face when working with AI systems is how to balance precision and recall. I'll dig intot both concepts and walk you through how to design that balance appropriately.
Why it matters: Generative variability is the heart of GenAI, and designing for it requires an approach that's very different from the products we typically tackle. In particular, precision and recall define how accurate and thorough your AI’s results will be — and getting the balance right directly impacts UX and user trust.
Turn AI into a business asset for your clients or employers
Strategically esign AI systems that do more than just function—they deliver real business value. I’ll teach you how to align AI-driven products with business objectives, ensuring that the user experience drives results.
Why it matters: Your ability to create AI-enabled products that solve real business challenges will make you a valuable asset to your employer.
Be a leader in AI-enabled UX and product design
As AI continues to reshape the design industry, you’ll be equipped to lead AI-focused design projects, taking your career to the next level. No more waiting on engineers to explain AI to you. You’ll be the one leading the collaborative charge to determine how AI best fits into product design.
Why it matters: Leaders in this field don’t wait for opportunities—they create them. Position yourself as a forward-thinking designer who is driving AI adoption and innovation.
Who this course is for:
New UX and Product Designers: If you’re starting out and want to make your career trajectory more stable and secure, this course will give you the foundation to be an asset to your employer from day one.
Experienced UXers, Product Designers and Product Developers: If you’re already working in the industry and want to stay competitive and lead the next wave of innovation, this course will teach you how to begin integrating AI product design into your current design skill set — and to have informed, productive conversations with software engineers and data scientists on GenAI projects.
Instructor Details
- 4.2 Rating
1,960 Reviews
Joe Natoli
For more than 30 years, I've helped organizations build better products and helped the people behind those products become more effective at what they do.
Over 400,000 students around the world have taken my courses across multiple learning platforms, but the number I'm proudest of isn't an enrollment statistic. It's the number of students who've told me they finally understand why things happen the way they do inside product teams, and how to navigate them with confidence.
My career has taken me from startups to Fortune 100 companies, healthcare organizations, financial institutions, and federal government agencies. I've worked with companies like Google, Meta, Broadridge, Kroll, Johns Hopkins and many others, as well as organizations including the U.S. Department of Defense, the Department of Homeland Security, the National Institutes of Health and the U.S. Department of Health and Human Services.
Those experiences shaped how I teach.
Most courses focus on process: the steps, the deliverables, the frameworks, the tools.
Those things do matter — but they're rarely what determines whether a product succeeds.
The biggest challenges I've seen over three decades aren't usually technical. They're misunderstandings. Misaligned priorities. Poor communication. Unclear goals. Decisions made without evidence. Teams working hard... but not together.
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Reviews
By Javier on 7/24/2026
This is a lot of information. I like the part of making sure we don't exclude specific groups of people when training. Something I had not thought about. We assume all users would be included. Dealing with Accessibility Requirements for my job, we often think about people with some kind of accessibility challenge, but we must consider who is using the app or ai and ensure all users are covered.
By Dominic Richard Camba on 6/15/2026
So many concepts jam packed into one. Some are repeating but I really appreciate the diagrams. It would be best to give more examples and to have a single cheat sheet on every section so we can go back and review. Even just a simple list. But overall it was great and learned a lot of insightful ideas in terms of using AI but integrating UX, as well as the do's and don'ts. Worth it.
By Jaime Valbuena Uyaban on 4/23/2026
El curso se siente muy plano. Predomina un formato de monólogo sin apoyo visual ni ejemplos prácticos, lo que hace que el aprendizaje sea poco dinámico. Incluir casos reales, demostraciones o recursos visuales mejoraría mucho la experiencia.
By Namrata vetal on 4/7/2026
Gen AI Fundamentals for UX Designers & Researchers course was highly insightful and practical. It helped me understand how AI can be effectively integrated into the UX design process, from research to ideation and prototyping. I particularly liked the real-world examples and hands-on approach, which made complex concepts easy to understand. This course has definitely enhanced my perspective on designing AI-powered user experiences. Overall, it was a valuable learning experience, and I look forward to applying these insights in my work.
By Bradley Posey on 3/9/2026
Good information and primer for generative AI concepts.
By Reginald Vheriwa on 2/22/2026
I thoroughly enjoyed this course. Joe demonstrates deep expertise in UX and a strong understanding of how AI impacts user experience. Having completed several UX courses, I can confidently say this is one of the best I’ve taken in terms of clearly explaining how UX designers and researchers can mitigate AI related risks and apply AI ethically when designing systems. I look forward to more of his courses and would welcome future editions that include practical, hands on assignments.
By Lisa Barnett on 1/22/2026
Joe is an exceptional & compelling instructor. This content is well organized, thoughtfully and expertly written and very actionable for designers & researchers. I especially appreciate his emphasis on accessibility and inclusion! On that note, I would like Joe's integration of accessibility content to be more robust, and not include mis-statements such as "AI tools can check for accessibility compliance." Currently, AI tools can only discover about half to 60% of WCAG standard non-conformance. Humans need to be "in the loop" to conduct manual testing. This approach aligns well with a human-AI partnering model. Automated accessibility testing should free developers and QA testers to do more thorough manual testing, such as for keyboard navigation and responsiveness, as well as testing with assistive technology such as screen readers. Outsourcing accessibility testing to AI gives human designers and developers the impression that it's not their job to be concerned about users with disabilities.
By Katerina Dimitrioska on 1/4/2026
I always enjoy all of Joe Natoli’s courses that I have already passed. His focus of explaining the subject matter simply and providing real life examples helps understand it more clearly and effectively. I particularly like his dedication to human centered design principles and value his expertise that he brings with every course. Looking forward for the next one.
By Sarah Armstrong on 12/19/2025
Brilliant content, but would have benefited from quizzes and more visual communication techniques (like charts, animations, etc.). Solidified Natoli as a thought leader that I will pay close attention to when it comes to designing for GenAI.
By Gregory Rinehart on 11/11/2025
For UX professionals, this course provides critical, targeted training, speaking the language of user research and design methodology exclusively. The content efficiently tackles complex AI technical concepts, successfully simplifying them via robust, illustrative examples for immediate application in design projects. It serves as an excellent, streamlined foundation for any designer focused on applying AI principles to innovate new UX patterns and flows effectively. Instructor Joe Natoli delivers exceptional clarity, reinforcing abstract principles with practical, high-value real-world references and instructional expertise. This course is a sound investment that quickly equips designers to navigate and leverage the emerging AI development landscape.
Quality Score
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Overall Score : 84 / 100












