Anna Arteeva

Beyond visual UI: how AI enables richer product experiences

Remote

Flatpay

Allianz Deutschland

AI educator, former Head of Product Design at Payoneer

Discover the real reason AI failed at visual UI generation but became brilliant at building frontend components.

Why AI skipped Figma and mastered code instead

See how AI shortens the gap between idea, prototype, feedback, revision, while raising the bar for design craft.

How vibe-coding expands the design toolbox

Glimpse on design for product experiences that speak, listen, see, and adapt — using voice, LLM reasoning, user context.

Designing beyond screens: multimodal, adaptive, agentic UX

Watch a small product come to life, combining LLM logic, voice interaction, and personalization based on user context.

A live demo of building a multimodal AI excperience

Learn to design AI products that are intuitive and valuable. Build your AI project portfolio, get certified as an expert in UX for AI

Cohort 8

AI Design Leader |  x-Uber/Google/Amazon

Uber

Google

Amazon

Stanford University

Rupa Chaturvedi

AI Design Leader | AI enablement for UX orgs | ex-Uber, Google, Amazon, Stanford

Cohort 7

Cohort 9

Product teams are shipping AI features at pace. Designers are expected to deliver intuitive experiences users trust and that drive business goals—but most design training optimized for deterministic interfaces, not probabilistic systems.The gap shows up in three ways: mindset (adopting new processes, approaches, and tools), systems thinking (understanding how AI behavior, data, and interface work together as a system), and probabilistic frameworks (translating existing skills into interfaces that work for evolving user mental models).MXDAI is a career accelerator that addresses these gaps directly. Through project-based learning, 1-1 coaching, and proven frameworks, you'll develop capabilities that translate immediately to your work—whether you're designing conversational flows or agentic systems.For individuals: Build portfolio-ready skills through hands-on prototyping and a capstone project. For teams: Customize cohorts to your products and address fragmented workflows, trust gaps, and cross-functional silos. Teams develop shared language and frameworks that standardize practices.150+ students graduated since March 2025 with 5-star ratings. [Revised with fresh content for 2026]

Design AI experiences that users trust and find delightful 


Develop user-centered AI use cases that drive strategic influence

Define design principles and system prompts that specify AI behavior

Design for trust using mental models and interface patterns

Develop system design thinking for probabilistic AI behaviors

Choose interaction patterns and modalities through data-driven frameworks

Build working prototypes using AI tools with test-iterate mindset

Mid-Senior UX Designers. Learn to design AI experiences, build a portfolio project, and stay ahead in a fast-changing design landscape.

Design Leaders:&nbsp; Gain frameworks to lead AI projects, guide your team, and integrate human-centered AI into your org.

PMs &amp; Startup Founders: Understand AI UX patterns, improve collaboration, and design responsible, user-centered AI solutions.

How will this cohort transform you? Many designers struggle with the fast-changing world of AI and product design.They lack structured, practical learning and often feel overwhelmed by the constant shifts in tools and trends. It’s hard enough to understand how AI works let alone apply it to real-world products.And even when they do, they’re often missing the structure, expert feedback, or supportive community needed to turn that knowledge into portfolio-worthy case studies. That’s exactly what my 5-week cohort is designed to change giving you the structure, guidance, and hands-on experience to confidently design real AI products and level up your portfolio. AI product designers are in demand and well compensated:AI design is growing, with demand for design skills now outpacing coding. Nearly 80% of organizations use AI agents, and investments in agentic AI are delivering high returns. The global UX market is booming, projected to grow over 12x by 2030. The future of design is agentic, human-centered, and AI-driven. Founding product designer roles at AI startups are growing fast especially from YC and other leading accelerators. But many designers still struggle to answer AI-related questions or understand the underlying concepts.This cohort was built to change that with a structured learning program, hands-on projects, and access to Silicon Valley design leaders community. Course Outline • Onboarding and meet &amp; greet• Learn AI Product Design Strategy• Learn Prototyping with AI• Learn about AI Agent Experience Design• Storytelling and Demo Week• Meet industry experts &amp; guest speaker series• 1:1 Mentorship• Join a private Slack group• Access ongoing curated resources post-cohort Why This Course Stands OutMost AI design courses only scratch the surface. They skip over the hands-on tactics and real-world skills that actually make you job-ready. Random videos feel scattered, lack structure, and offer zero accountability.This cohort is different. It’s designed to help you build real projects, gain clarity, and grow alongside an active community all while learning directly from those designing AI products at the top. Tools you will learn • For UX Research &amp; Project Documentation: Google Notebook LLM • For Design: Figma and Figma Make AI(You’ll also get access to my Figma Course) • For AI Agent Design: We will build AI Agent with n8n.Bonus lesson : Vapi AI, Voice flow and Elevenlabs • For Vibe Coding: Lovable • For Presentation Design: Gamma AI Bonus:• Figma MCP + Cursor for AI-assisted design systems Plus: Access to an ever-growing AI tools hub.We’ll pick tools based on your project needs an art you’ll also master in this cohort.

Agentic Era is here | 80% of Organizations Are Adapting to AI

Course syllabus

Curiosity, imagination, and grit are core skills in the age of AI you can learn the rest as you go.

Curiosity to Learn & Experiment With AI

One of the core missions of this cohort is to simplify complex AI projects.No advanced technical knowledge required.

No Coding or Technical Expertise Needed

Saturday 

This includes 1 hour of masterclass, 2–3 hours for your weekly project work, and optional Q&amp;A.

Weekly Commitment

Course schedule

Product Designers, Researchers looking to build their AI portfolios and switch to the AI industry.

Design Leaders, Managers&nbsp;looking to upskill and lead AI design projects.

Design Founder, Creative founders who want to do AI consulting or level up their design services through AI

Who is this course for

What you’ll get out of this course

We’ll break down complex AI topics like RAG, MCP, LLMs, agentic experiences, and more and help you build a strong foundation so you can speak the AI-native language fluently, while also learning a brief history of innovation in AI.

Understand the Fundamentals : How AI Works

In this cohort, you’ll learn to leverage AI tools to 10x your productivity, from improving UX research synthesis to ideation, prototyping, and crafting better product experiences.

Leverage AI workflows in UX research & Design Process 

Learn tools like Cursor, Lovable, Figma Make , V0, and more to prototype your ideas without limits.We will pick tools based on Individual project needs.

Prototype Functional Apps & Vibe Code

Learn how to design AI agents built to solve user and business problems, get the AI design handbook, access essential tools, and deliver outcomes with agentic systems.

Design and Build AI Agents

This cohort isn’t just theory you’ll work on hands-on projects over 4 weeks, from research to functional products. You’ll walk away with real work you can show to employers, add to your portfolio, and write a case study about.

Have portfolio ready 0 to 1 AI project

This cohort is designed to prepare you for the next phase of the industry. You’ll receive a career roadmap guide to help you meaningfully build and navigate your career.

Get AI product Design  roadmap

You’ll get access to a private Slack community where you can network and connect with designers and design leaders. Your network is your net worth.

Build your network with AI leaders

Design AI Products & Systems, Master AI Tools, and Become a AI UX Expert in 5 Weeks. Beginner-friendly program for frontiers and leaders.

Cohort 3

JPMorgan Chase & Co.

Citi Bank

TOCA Football

Thomas Jefferson University

John Rodrigues

Sr.Product Designer at JPMorgan | Founder of AI Design Academy

Cohort 2

Cohort 4

How to design useful AI features that people understand, use and trust — with 100s of real-life examples and practical UX guidelines.

Senior UX Lead with European Parliament

European Parliament

Lexware

Otto Group

Axel Springer SE

SmashingConf

Vitaly Friedman

Senior UX Lead with European Parliament, founder of SmashingMag.

A practical guide on how to design AI features that people actually understand, use and trust.

Winter 2026

As product teams launch AI features in products, they too often rely on good old-fashioned chatbots. However, these AI experiences are often painfully slow, the responses are generic and users have to meticulously explain to AI just what exactly they need — over and over and over again. We can do better.In this course, we’ll explore design patterns for effective AI features and what designers need to know about AI to design effective AI experiences. We'll explore AI limitations and constraints, frequent usability and accessibility issues, how to deal with voice UIs — and how to orchestrate AI UX with guardrails and permissions.You’ll leave the course with a toolbox of practical techniques and examples to apply to your projects right away — and the design process to design AI features that people understand, trust, value and use.<h2>Interactive workshop includes:</h2>🪴 100s of practical real-life examples🔬 Recent UX research on AI usability and accessibility🎯 Practical, hands-on projects to apply your learnings👋 Live interactive sessions and live feedback👫 Detailed answers to all your questions🧰 Toolbox of practical patterns and examples🏅 Well-deserved certificate for your hard work

Design AI features that actually work for people.
 

State of AI in 2026

AI Constraints and Limitations

Designing Better AI Experiences

Designing For Trust and Confidence

Real-Life Case Studies

AI Design Workflow, From Start to Finish

We’ll be spending a lot of time, sketching, designing and thinking. 

Be ready to challenge your general view of the AI design proces.

☕️ Bring your preferred coffee mug!

Product&nbsp;designers who want to understand the constraints of AI and how to design effective AI experiences that people trust and use.

UX Leads who want to learn how to design feasible and effective AI features that don't frustrate people but help them get their work done.

Interface designers&nbsp;who want to boost their AI design skills and understand what makes a truly incredible AI experience.

Go beyond interfaces—shape how intelligent systems behave.

Cohort 1

AI is fundamentally changing how software products are being built. Companies are integrating large language models, agents, and adaptive systems. But user experience is often an after thought.The challenge? Designing for AI isn't like designing for traditional software. It's about system behavior, adaptation, and collaboration between humans and machines.If you've launched an AI feature only to watch users abandon it because they didn't understand what it was doing, or if you've been asked to "design the AI experience" but weren't sure where to begin, this course is for you.The Designer's Role Is EvolvingOpenAI and Zillow recently posted Model Designer roles focused on shaping how models behave. AI design roles are becoming mainstream, and designers are increasingly being pulled into agentic workflows. This signals where the discipline is headed: designers who can work upstream, influencing what systems learn, how agents act, and when they surface decisions to users.The discipline is shifting upstream. Designers must now shape what systems learn, how agents behave, and when to include humans in the loop - not just style the interface.

The AI Tech Revolution Is Redefining Design

Understand Model Capabilities and Constraints

Specify and Evaluate Model Behavior

Design for Adaptive and Emergent Systems

Build Trust Through Transparency and Human Oversight

Design Agentic Workflows and Multi-Step Interactions

 Influence Upstream Product Decisions

Senior UX &amp; Product Designers: Deepen your systems thinking skills and learn to design around model behavior

Design Leads &amp; Heads of UX: Guide teams, shape AI product strategy, and lead with system-level thinking and trust design.

AI-Aware PMs &amp; Researchers: Collaborate better with design, align model goals with UX, and support trust focused, adaptive systems.