Want to thrive in an AI-first world? Our FREE Survival Skills Series gives you new tools to add to your kit.

RSVP

AI is already reshaping hiring and talent development. Download the State of Tech Talent 2026 for global insights on what's working.

Download
    • Training Solutions
      • Workshops

        Learn a new skill


        • AI Agent Discovery
        • AI for Data Analysis
        • AI for Marketers
        • AI for Product Managers
        • AI for Workplace Efficiency
        • Data Basics with AI
        • Front-End Coding Basics
        • Python Programming
        • UI Design with Figma
        • UX Design Basics with AI
      • For Companies

        Build AI expertise – delivered for 1-1,000+ employees


        • AI Academy
        • Professional Services
        • Team Training
      • For Individuals

        Applied learning for the working professional


        • Free Classes & Events
        • Take a Course
        • Tuition & Financing
    • Explore Courses

      Courses

      Structure, support, and hands-on practice you need to build new skills with confidence.

      Explore

      Topics

      AI Fundamentals AI Fundamentals
      Data Analytics Data Analytics
      IT IT
      Machine Learning Machine Learning
      Marketing Marketing
      Product Management Product Management
      Software Engineering Software Engineering
      User Experience & Design User Experience & Design

      AI Fundamentals

      • AI Workplace Fundamentals
      • Vibe Coding
      • Build AI Agents
      • Agentic AI Strategy

      Data Analytics

      • Data Analytics and Visualization
      • Python for AI & Data
      • Database Management with AI Integration
      • Applied AI & Deep Learning in Action

      IT

      • IT Bootcamp

      Machine Learning

      • Applied AI & Deep Learning in Action
      • Data Engineering & Automation with AI
      • AI Systems Engineering & Reliability
      • MLOps & AI Infrastructure

      Marketing

      • Digital Marketing

      Product Management

      • AI-First Product Management
      • Project Management Skills with AI
      • AI Product Strategy
      • Business Intelligence with AI

      Software Engineering

      • Front-End Development with HTML & CSS
      • Back-End Development with JavaScript
      • Build AI Web Applications
      • AI Systems Engineering & Reliability

      User Experience & Design

      • UX Research & Strategy with AI
      • UX Design for AI Experiences
      • UI Design for AI Products
      • UX Portfolio Storytelling with AI

      Begin your learning pathway

      AI Fundamentals

      Take individual courses or combine them to build end-to-end AI capability for the modern workplace.

      Begin your learning pathway

      AI Data Analytics

      Take individual courses or combine them to master the tools and methodologies that power modern AI data analytics.

      Begin your learning pathway

      AI & Machine Learning

      Take individual courses or combine them to master the tools and methodologies that power production-grade AI applications.

      Begin your learning pathway

      AI Product Management

      Take individual courses or combine them to master the frameworks and methodologies that power successful AI-driven products.

      Begin your learning pathway

      AI Software Engineering

      Take individual courses or combine them to master the complete AI software engineering stack.

      Begin your learning pathway

      AI Experience & Design

      Take individual courses or combine them to master the tools and methodologies that power modern AI product design.

    • About GA
      • Our Mission & Impact
      • Meet our Instructors
      • Alumni Network
      • Press & Media
      • Contact Us
    • Resources
      • Blog
      • Resource Center
      • FAQs

    • AI Workplace Fundamentals
    • Vibe Coding
    • Build AI Agents
    • Agentic AI Strategy

    Begin your learning Pathway

    AI Fundamentals

    Take individual courses or combine them to build end-to-end AI capability for the modern workplace.


    • Data Analytics and Visualization
    • Python for AI & Data
    • Database Management with AI Integration
    • Applied AI & Deep Learning in Action

    Begin your learning Pathway

    AI Data Analytics

    Take individual courses or combine them to master the tools and methodologies that power modern AI data analytics.


    • IT Bootcamp

    • Applied AI & Deep Learning in Action
    • Data Engineering & Automation with AI
    • AI Systems Engineering & Reliability
    • MLOps & AI Infrastructure

    Begin your learning Pathway

    AI & Machine Learning

    Take individual courses or combine them to master the tools and methodologies that power production-grade AI applications.


    • Digital Marketing

    • AI-First Product Management
    • Project Management Skills with AI
    • AI Product Strategy
    • Business Intelligence with AI

    Begin your learning Pathway

    AI Product Management

    Take individual courses or combine them to master the frameworks and methodologies that power successful AI-driven products.


    • Front-End Development with HTML & CSS
    • Back-End Development with JavaScript
    • Build AI Web Applications
    • AI Systems Engineering & Reliability

    Begin your learning Pathway

    AI Software Engineering

    Take individual courses or combine them to master the complete AI software engineering stack.


    • UX Research & Strategy with AI
    • UX Design for AI Experiences
    • UI Design for AI Products
    • UX Portfolio Storytelling with AI

    Begin your learning Pathway

    AI Experience & Design

    Take individual courses or combine them to master the tools and methodologies that power modern AI product design.

    My Account Request Info
    My Account
    Get More Info
    AdobeStock_644907816

    UX Design Basics with AI: Customer-Centered Problem Framing | Three-hour workshop

    Customer feedback is everywhere—reviews, surveys, support tickets, product comments—but turning those messy inputs into a clear, actionable problem to be solved is where most teams get stuck.

    This hands-on, instructor-led workshop shows you how to use AI tools to transform unstructured customer feedback into structured insights and a well-defined, measurable problem statement.

    In this three-hour session, you’ll work through real-world customer feedback, learn how to clean and analyze text with a large language model, and use a practical framework to define stakeholders, identify core business challenges, and articulate success metrics. No coding or analytics background required. 

     
    Design | AVAILABLE ONLINE

    Join US

    • Hands-on practice
    • Live instruction
    • Real-world application
    Get Started
    • Overview
    • Dates
    • Who is this for
    • TECHNICAL REQUIREMENTS
    Get Started

    Workshop Dates

    If you don’t see a time that works for you, check back again soon—we’re always adding new workshops to the calendar.
    Keep in mind, registration closes 24 hours before the workshop start date.

      • All Locations
      • London
      • Manama
      • New York City
      • Online
      • Paris
      • Singapore
      • All Dates
      • Today
      • Tomorrow
      • This Week
      • This Month
      • Next Month
    Online
    Register
    May 20

    Wed: 12:00pm - 3:00pm EDT

    OnlineNew York City
    Register
    May 20

    Wed: 12:00pm - 3:00pm EDT

    OnlineLondon
    Register
    May 20

    Wed: 12:00pm - 3:00pm EDT

    OnlineMontenegro
    Register
    May 20

    Wed: 12:00pm - 3:00pm EDT


    Who’s this for?

    This workshop is ideal for…

    • Professionals who work with customer feedback, research, or business data and want a clearer way to define problems
    • Early-career analysts, designers, marketers, or product professionals learning how AI can support structured decision-making
    • Business owners tired of reacting to feedback and ready to define the real business problem behind it
    FINAL DSC_5175

    Tooling/technical requirements

    To participate in this workshop, you’ll need to make sure you’re set up for success with the following:

    • A free Google account
    • A Zoom account
    • Access to a free large language model like ChatGPT or Claude    
    hands-on-laptop

    Key Takeaways

    You’ll leave this workshop confident in your ability to:

    Turn unstructured customer feedback into usable data

    Use AI tools to organize, clean, and structure messy text data so it can support analysis and decision-making.

    Frame a clear, stakeholder-focused business problem

    Identify who the work is for, what challenge matters most, and how to translate insights into a meaningful project direction.

    Define measurable success criteria for analysis or UX initiatives

    Write problem statements that include testable hypotheses, success metrics, and realistic outcomes teams can act on.

    Workshop Agenda

    Learn how businesses move from raw feedback to defined problems, and where AI can help speed up the process.
    Use a large language model to clean, structure, and explore a sample dataset while identifying early insights and stakeholder needs.
    Create a new dataset with AI, explore patterns, and apply the same framing process to a fresh scenario.
    Combine stakeholder goals, data insights, feasibility checks, and ethical considerations into a clear, actionable project definition.

    QUESTIONS? WE'VE GOT ANSWERS.

    We understand that sometimes plans change. If you can no longer make it to a class or workshop, please email help@ga.co at least seven days before the scheduled event date. No refunds will be given to cancellations made within a week of the class or workshop.
    Look out for an email one day before, and one hour before the workshop with the Zoom link and workshop materials. If you don’t see the email, check your spam folder or reach out to help@ga.co and we’ll make sure you’re set up.
    This workshop involves three hours of live instruction.
    You bet—we want you to continue practicing and referencing the things you learned long after your workshop ends. You should receive the recording and any in-class materials within one week of your workshop via email.
    We don't believe your education should end when your workshop does, so you'll have plenty of time to access your class recordings to review and revisit what you've learned at your own pace.
    Yes. We love this for you. If you enroll in a course within six months of your workshop, you can apply what you paid for the workshop toward your course. Talk to an admissions specialist to learn more about this — no strings attached.
    Think of free classes as the “sample spoon.” No cost, no commitment, and you can try as many flavors as you want. Free classes are one-to-two hours long and hosted in a Zoom webinar where participant audio/video is automatically off, and interaction is contained within Zoom chat and Q&A functions. Workshops, on the other hand, are more like the “single scoop.” It costs a little, but you get a lot more. Workshops are three-to-seven hours of live instruction hosted in a Zoom meeting room where participants can share audio/video and interact live with instructors and classmates.
    1 REFUND POLICY
    We understand that, sometimes, plans change. If you can no longer make it to a class or workshop, please email us at least 7 days before the scheduled event date. No refunds will be given to cancellations made within a week of the class or workshop.

    2 COMMUNITY CODE OF CONDUCT
    Your registration for or attendance at any General Assembly offering indicates your agreement to abide by this Community Code of Conduct policy and its terms.
    Get Started

    Stay in the loop

    Be the first to hear about exclusives, promotions, and more.

    Thanks. We'll be in touch soon!

    You'll receive all the latest updates on GA courses and events.

      By providing your email, you confirm you have read and acknowledge General Assembly’s Privacy Policy and Terms of Service. This site is protected by reCAPTCHA and the Google Privacy Policy and Google Terms of Service apply.

      Legal Pages

      • Regulatory Information
      • Terms of Service
      • Privacy Policy
      • EEO Statement and Legal Notices
      • Modern Slavery Act Statement

      Company

      • Our Story
      • Locations
      • Articles
      • Join Our Team
      • Contact
      • FAQ
      • Press
      • Affiliates

      Community

      • Alumni
      • Become An Instructor
      • Veteran Resources/GI Bill
      • Fund a Scholarship/Social Impact
      • Community Code of Conduct
      Get in touch
      © 2026 General Assembly. All rights reserved.
      Regulatory Information
      Terms
      Privacy