Rosenverse

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
Taylor Jennings
Repository Retrospective: Learnings from Introducing a Central Place for UX Research
2022 • Advancing Research 2022
Gold
Lais de Almeida
Designing Data Services
2024 • Advancing Service Design 2024
Gold
Victor Lombardi
Bridging Design and Climate Science
2024 • Climate UX Interest Group
Uday Gajendar
Theme Four Intro
2023 • Enterprise UX 2023
Gold
DesignOps and The Great Talent War of 2021
2021 • DesignOps Community
Nicole Aleong
Future Orientations to Everyday Life: Futures Anthropology as a Methodology
2024 • Advancing Research 2024
Gold
Louis Rosenfeld
Coffee with Lou: Should You Write a (UX) Book?
2024 • Rosenfeld Community
Mansi Gupta
Women-Centric Research: What, Why, How
2023 • Advancing Research 2023
Gold
Erin Weigel
Get Your Whole Team Testing to Design for Impact
2024 • Rosenfeld Community
Ari Zelmanow
Dark Side of Democratization
2023 • Advancing Research Community
Brendan Jarvis
It was the Best of Times. It was the Worst of Times.
2024 • DesignOps Summit 2024
Gold
Gillian Salerno-Rebic
From Insight to Impact: How JourneySpark Used WEVO Pulse + Pro to Drive a 50% Lift in Ad Engagement
2025 • Designing with AI 2025
Gold
Kristin Skinner
Theme 2: Introduction and Provocation
2024 • DesignOps Summit 2020
Gold
Kate Towsey
ResearchOps AMA with Kate Towsey & Jake Burghardt
2025 • Advancing Research Community
Louis Rosenfeld
Becoming a Civic Designer: Making the Move from Private to Public Sector
2022 • Civic Design 2022
Gold
Ryan Matthew
DesignOps without Boundaries: Building More with What You Have
2025 • DesignOps Summit 2025
Gold

More Videos

Dan Mall

"Design systems should capture the reality of your organization, documenting how you work now and where you want to go."

Dan Mall

“Ask Me Anything” with Dan Mall, Author of Upcoming Rosenfeld Title, Design that Scales

October 2, 2023

Bill Scott

"Agile needs a brain, and that brain is the continuous customer feedback loop."

Bill Scott

Lean Engineering: Engineering for Learning and Experimentation in the Enterprise

May 14, 2015

Maggie Dieringer

"When the world outside is crazy, the team needs to know that at least design ops has things under control internally."

Maggie Dieringer

Creating Consistency Through Constant Change

January 8, 2024

Lija Hogan

"Understanding how assistive technology evolves is crucial because it foretells the future of interface design."

Lija Hogan Milan Mijatovic Sam Proulx Louis Rosenfeld

Three Years Out: Perspectives on the Near-Term Future of User Research

March 15, 2024

Ariel Kennan

"I think we all know no matter if you’re new to this work or you’ve been doing it for years, we’re always still learning."

Ariel Kennan

Theme Two Intro

November 17, 2022

Bria Alexander

"It seemed just like yesterday that I was talking with Dave Malouf. He dropped that term design ops on me."

Bria Alexander Louis Rosenfeld

Welcome

September 8, 2022

Changying (Z) Zheng

"It's overly simple to say designers are scared AI will replace them — the real challenge is responsible adoption."

Changying (Z) Zheng

Navigating Innovation with Integrity

September 25, 2024

Sam Proulx

"Screen readers have two modes: browse mode for navigating content and focus mode to interact with form fields or apps."

Sam Proulx

Everything You Ever Wanted to Know About Screen Readers

June 11, 2021

Josh Clark

"Sentient design is about proposing direction without imposing it—laying a road in front of the user, but letting them choose."

Josh Clark Veronika Kindred

Sentient Design: New Design Patterns for New Experiences (3rd of 3 seminars)

February 12, 2025