Skip to main content
UX Content
  • Case Studies
  • UX Bites
  • Cheatsheets
  • Psychology
BFM+
  • Instant Feedback
  • MCP
  • Figma Plugin
  • Tiers & pricing
  • Free newsletter
  • Log in
Other
  • Archive
  • About
  • Help
  • Changelog
Services
UX audits

A complete audit of your user experience, delivered in a format that you can't ignore.

Book an audit

Built for Mars Ltd is a company registered in England and Wales (Company No. 12731987).

Account
  • Log inAccess your library and activities
  • SubscribeUnlock all features and access to the library
Learn from the best companies in the world

A library of content that even non-designers find interesting.

Subscribe todaySubscribe today
Structured learning
  • UX BootcampEnroll in a 5-week bootcamp
  • PathwaysCreate custom learning Pathways to work towards any goal, industry or topic
  • CollectionsBrowse Case Studies by key topics
  • QuizzesTest your knowledge
Explore the library
  • Case StudiesSlideshows that are packed with research
  • UX BitesReal examples of design magic
  • CheatsheetsQuickly level up in a particular area
  • Product PsychologyLearn the essentials
  • NewsletterGet research straight to your inbox
  • CompaniesBrowse by company
Learn from the best companies in the world

A library of content that even non-designers find interesting.

Subscribe todaySubscribe today
Tools to help you
  • AI InsightsUpload screenshots of your design, and get instant feedback from our AI
  • MCPAccess the entire library from your favourite agent
  • Figma pluginAccess our AI tools, and our entire library, directly from Figma
One-to-one help
  • UX AuditsThe fast-track for growth
Includes tools that help you ship better products

Learning never stops, but sometimes you need a little more.

Subscribe todaySubscribe today
Log inSubscribe today
Home
Case Studies
The Complexity Paradox of ChatGPT, AI and UX

How to get the most from Case Studies

BFM+Exclusive

The Complexity Paradox of ChatGPT, AI and UX

11 mins
about ChatGPT
Open AI white logo
    Skills you'll build
    • Making complex tools feel simple to use

    • Helping users understand what AI can (and can’t) do

    • Fixing broken expectations before they cause confusion

    How do you teach people to use something that goes through step-change improvements every 6 months?

    Put it like this; there's a clue that ChatGPT isn't as intuitive as a traditional search engine.

    It's that companies are hiring for a skill known as "prompt engineering".

    In short: the change in complexity of AI is outpacing behavioural evolution—by a lot.

    It's harder to build predictable and transparent experiences when even literal computer scientists can't predict the outcome of a prompt, or explain it to someone on the train.

    This is a case study about ChatGPT. 

    But more so, it's about core principles of design that are being stretched and tested by AI.

    And I think it explains the strategy for Apple Intelligence.

    Peter Ramsey, Built for Mars Founder

    Written by Peter Ramsey

    Consultant to 100+ companies

    Part of:
    Teardowns
    Published: 19/09/2024
    Last edited: 05/06/2025

    Other popular case studies

    Free
    8 min to learn...

    Twitch Celebrates the Wrong Thing (and Misses the Aha Moment)

    with aCase Study
    focused on
    Twitch Logo
    Twitch
    Twitch logo
    Read study
    Free
    8 min to learn...

    Why Adding Friction Improved Built for Mars' Conversion Rate by 25%

    with aCase Study
    focused on
    Built for Mars Logo
    Built for Mars
    Bfmyellow
    Read study
    BFM+Exclusive
    6 min to learn...

    How Hinge Keeps You Engaged (Not Romantically)

    with aCase Study
    focused on
    Hinge Logo
    Hinge
    Hinge logo
    Preview study
    BFM+Exclusive
    6 min to learn...

    Google is Hollowing out Waze, and that's a Problem for Apple

    with aCase Study
    focused on
    Waze Logo
    Google Maps Logo
    Apple Maps Logo
    Wazelogo
    Preview study
    BFM+Exclusive
    8 min to learn...

    How To Design A Loyalty Scheme That Actually Motivates People

    with aCase Study
    focused on
    Costa Logo
    Costa
    Costa Coffee Logo 1
    Preview study
    BFM+Exclusive
    7 min to learn...

    If a Supermarket Scanner Needs Explaining, Something’s Broken

    with aCase Study
    focused on
    Waitrose Logo
    Sainsbury's Logo
    Asda Logo
    Waitrose logo
    Preview study