Rosenverse
Designing with and for Artificial Intelligence

Log in or create a free Rosenverse account to watch this video.

Log in Create free account

100s of community videos are available to free members. Conference talks are generally available to Gold members.

Designing with and for Artificial Intelligence

Thursday, August 11, 2022 • Enterprise Community

This video is featured in the Josh's test playlist playlist.

Share the love for this talk
Designing with and for Artificial Intelligence
Speakers: Daniel J. Rosenberg
Link:

Summary

Rapid advances in Artificial Intelligence and machine learning are transforming the world in many ways. For the product designer or design strategy practitioner this megatrend manifests itself in 2 orthogonal dimensions: AI as a product design material – AI enables solutions that are smarter, faster and can answer questions well beyond human capability alone, but you must deploy them effectively and responsibly to be successful. AI designing the product for you – AI generation of competent oil paintings and music based solely on a set of input requirements has been repeatedly demonstrated in the past decade. Emerging AIs can design entire digital user experiences, code them, and deploy to the cloud with one button click. While AI automation can provide huge benefits in both megatrend dimensions it carries spectacular risk when deployed within life and death systems such as autonomous vehicles and medical products. Concurrently, generative AI for product design carries significant liability risk plus the potential of employment disruption for creative and strategic job careers.

Key Insights

  • AI in UX splits into using AI as a design material versus AI augmenting or replacing designers in creative processes.

  • Soft AI, which uses structured data and domain rules, is more explainable and suitable for critical applications like genomics than hard AI.

  • Trust and perceived credibility in AI-driven medical systems depend heavily on both explainability and interface design quality.

  • The genomics AI case analyzes massive, changing DNA variant data impossible for humans alone to process in real time.

  • Ben Schneiderman’s classification of AI as super tools or teammates helps frame AI’s role in augmenting human work.

  • Clean Software’s AI builds entire UX workflows and code through semantic interaction models, speeding up app development for enterprises.

  • Generative AI UX designs face risks like sameness and depend heavily on accurate, high-quality input data to avoid creating useless outputs.

  • AI can accelerate UX exploration by generating multiple alternatives quickly, supporting iterative design and decision-making.

  • Accessibility and localization best practices can be baked into AI-generated UX code automatically.

  • Ethical and regulatory oversight become crucial when AI influences high-risk decisions like clinical diagnoses.

Notable Quotes

"If you don’t trust it, then there’s nothing here."

"The AI is looking through material and that material’s changing every day."

"Visual design quality actually affects perceived trustworthiness."

"You can’t evaluate bias if the AI can’t explain itself."

"Garbage in, garbage out—if the requirements are wrong, the AI will instantly create a useless UX."

"You don’t want to game anybody here. This is persuasion by evidence, not by trickery."

"The marketplace is going to decide if it’s close enough in cost-benefit tradeoff."

"AI-generated UX is not about replacing designers, but removing grunt work to focus on higher-order design."

"Human beings understand graphical user interfaces as composed of objects and actions—this grammar is key to AI design."

"The future was already here. It’s just not evenly distributed."

Ask the Rosenbot
Dawn Ressel
Full-Stack User Experiences: A Marriage of Design and Technology
2016 • Enterprise UX 2016
Gold
Chris Engledowl
A Mixed Method Approach to Validity to Help Build Trust
2023 • QuantQual Interest Group
Erika Flowers
AI-Readiness: Preparing NASA for a Data-Driven, Agile Future
2025 • Designing with AI 2025
Gold
Clemens Janssen
Efficiently Scaling Research as a Team of One
2023 • Advancing Research 2023
Gold
Erin Hauber
Design is Not the Frosting on the Scaled Agile Layer Cake
2019 • DesignOps Summit 2019
Gold
Meghan Bausone
Systems Thinking and Design Innovation: Working with Leverage Points in Rural Maternal Health Systems
2026 • Rosenfeld Community
Susan Simon-Daniels
War Stories LIVE! Susan Simon-Daniels
2020 • Advancing Research 2020
Gold
Dave Hora
Research in the Face of Complexity: New Sensibility for New Situations
2025 • Rosenfeld Community
Andrea Gallagher
The Problem Space
2019 • Advancing Research Community
Samuel Martin
Co-Design vs Faux-Design: Navigating the Complexities of Sharing Power in Co-Design
2026 • Rosenfeld Community
Todd Healy
Driving Change with CX Metrics
2023 • Enterprise UX 2023
Gold
Mitchell Bernstein
Organizing Chaos: How IBM is Defining Design Systems with Sketch for an Ever-Changing AI Landscape
2021 • DesignOps Summit 2021
Gold
Tatyana Mamut
Opening Keynote: Breaking Conway's Law--or How to Work Differently and Not Ship Your Org Chart
2019 • Enterprise Experience 2019
Gold
Bryce Benton
[Demo] AI-powered UX enhancement: Aligning GitHub documentation with USWDS at Austin Public Library
2024 • Designing with AI 2024
Gold
Dr. Nikki Smith
Research Strategy: Connecting Insights to Outcomes
2025 • Advancing Research 2025
Gold
Billy Carlson
Principles of Team Wireframing
2023 • DesignOps Summit 2023
Gold

More Videos

Christian Bason

"We need to put the thinking back into design thinking."

Christian Bason

Expand—Rethinking Design for Public Challenges

September 14, 2022

Sharon Bautista

"The cult of the new and shiny drowns out the quiet call of the well established."

Sharon Bautista

Time to Make the Donuts: How User Research Helped Bridge Disparate Teams

January 8, 2024

Gabrielle Verderber

"I love getting other people in there. Shared ownership means people are going to reference it more often."

Gabrielle Verderber

Documentation Your Team Will Actually Use

October 3, 2023

Jon Fukuda

"We encourage you all to be your own heroes and connect your own documents."

Jon Fukuda Ellie Krysl

Design Planning and Management Support

October 3, 2023

Hugh Dubberly

"The average car today has 60 to 100 sensors generating a terrifying amount of data that will increasingly make its way to the cloud."

Hugh Dubberly

Problems with Problems: Reconsidering the Frame of Designing as Problem-Solving

June 19, 2019

Sofia Quintero

"We think about research as the magnetic field that attracts every part of the business into alignment around the customer."

Sofia Quintero

The Product Philosophy Behind EnjoyHQ

March 10, 2021

Billy Carlson

"Don’t get stuck in the refinement stage too early."

Billy Carlson

Ideation tips for Product Managers

December 6, 2022

Ruzanna Rozman

"I am usually the only designer on the team, and it gets difficult to get the information needed for design decisions."

Ruzanna Rozman

Getting in Flow with Your Team

January 8, 2024

Peter Boersma

"I do an inventory first to make a long list, then I prioritize to make a shorter list, then distribute the work, coordinate progress, and finally measure the impact."

Peter Boersma

How to Define and Maintain a DesignOps Roadmap

October 3, 2023