• Home
  • Latest
  • Fortune 500
  • Finance
  • Tech
  • Leadership
  • Lifestyle
  • Rankings
  • Multimedia
CommentaryAI

Forget the Turing Test. AI needs to pass the Summer Camp Test before it can take over the world

By
Kathy Pham
Kathy Pham
Down Arrow Button Icon
By
Kathy Pham
Kathy Pham
Down Arrow Button Icon
February 2, 2024, 1:10 PM ET
Kathy Pham is a computer scientist and mother of three.
Kathy Pham is a computer scientist and mother of three. Courtesy of Kathy Pham

As I type this, just one browser tab over is a menacing spreadsheet. Impossibly long, it’s crammed with numbers and notes. I’m dreading returning to it–and wondering if I have the resolve to untangle the logic and probability problems within.

I’m a senior advisor for artificial intelligence (AI) at Mozilla and VP of AI and machine learning at Workday. But this spreadsheet has nothing to do with my day jobs, or even computer science. I’m doing something a bit more difficult: Signing my three kids under 10 up for summer camp.

It’s an incredibly complicated, convoluted, and time-consuming process. Parents often need to begin six months in advance–when we’re just getting our first snow storms here in Boston. And even then, it’s challenging: Earlier today I was placed in a 47-minute digital queue just to access a registration website. So why don’t I simply outsource this to an AI assistant?

I can’t. And that should tell you something about the hype you hear about AI–especially the consumer-facing variety.

About a year ago, when ChatGPT launched, AI came close to passing the Turing Test, the famous thought experiment devised by English mathematician Alan Turing in 1950. If AI could converse in a manner indistinguishable from a human, Turing said, it would truly be “intelligent.”

Not long after this milestone came the hype. Tech leaders sounded off not only on AI’s unlimited potential but also its existential danger. Now that we have intelligent machines among us, they argued, we are just a few lines of code from utopia–or dystopia.

In reality, that’s not the case.

Tools like ChatGPT and the large language models (LLMs) that power them are an impressive feat of computer science. They can be incredibly useful, too. But all-powerful? Just ask any harried parent trying to get a head start on summer camp registration. 

As many parents know, figuring out a schedule for the eight weeks that school is out is an odyssey. You need to find the right programs, at the right times, in the right places, at the right price. And those are just the basic logistics. Then come the deeper questions: Where are the kids’ friends going? Is the camp’s vibe right? Is admission competitive? Can we carpool? How much sunblock is required?

Just last week, Boston Globe correspondent Kara Baskin detailed this challenge perfectly in her column titled “Parents, prepare for battle: A memo from your favorite cutthroat Boston summer camps.”

Right now, this odyssey can’t be outsourced to the AI assistants on the market. It still takes a human being to navigate the quantitative and qualitative complexities of summertime extracurriculars. Even Sissie Hsiao, Google VP and General Manager for Google Assistant and Bard, has lamented AI’s inability to solve the complications of summer camp registration.

That’s lesson number one: AI isn’t about to take over the world; it can’t even solve summer camp. So take AI futurist doomsday hysteria with a grain of salt. Let’s worry when AI passes the Summer Camp Test, not the Turing Test.

Often, AI hype claims the tech will level the playing field, eliminating disparities that have long plagued society. Yet AI assistants are being tailored for the people who need them least: professionals ensconced in the corporate realm.

Growing up, my mom–who had limited English, limited tech literacy, and a job that paid less than minimum wage–could have really benefited from an AI assistant when navigating things like summer camp registration. She didn’t have 47 minutes to wait in a digital queue. But tools like ChatGPT still aren’t advanced enough to untangle the actual, hard problems for people with less means and access.

The Summer Camp Test hints at what we need more of in AI: Systems built to solve real problems, from the mundane (like summer camp logistics) to the game-changing (like novel pharmaceutical research). What we don’t need? More hype about omnipotent AI.

Kathy Pham is a computer scientist, senior advisor at Mozilla, VP of AI and Machine Learning at Workday, and a visiting lecturer at Harvard Business School. Opinions here are not representative of any employers, and only of her most critical role as a parent.

More must-read commentary published by Fortune:

  • The markets are starting to realize just how hawkish the Fed is–and reckoning with higher-for-longer interest rates
  • The Biden administration’s freeze on LNG projects is a gift to Putin
  • WEF president: ‘It’s time to revitalize trade—and reverse the trend of Slowbalization’
  • The anti-DEI movement has gone from fringe to mainstream. Here’s what that means for corporate America

The opinions expressed in Fortune.com commentary pieces are solely the views of their authors and do not necessarily reflect the opinions and beliefs of Fortune.

Join us at the Fortune Workplace Innovation Summit May 19–20, 2026, in Atlanta. The next era of workplace innovation is here—and the old playbook is being rewritten. At this exclusive, high-energy event, the world’s most innovative leaders will convene to explore how AI, humanity, and strategy converge to redefine, again, the future of work. Register now.
About the Author
By Kathy Pham
See full bioRight Arrow Button Icon

Latest in Commentary

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025

Most Popular

Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Finance
Lorem ipsum dolor sit amet, consectetur adipiscing elit, sed do eiusmod tempor incididunt ut labore et dolore magna aliqua. Ut enim ad minim veniam
By Fortune Editors
October 20, 2025
Fortune Secondary Logo
Rankings
  • 100 Best Companies
  • Fortune 500
  • Global 500
  • Fortune 500 Europe
  • Most Powerful Women
  • Future 50
  • World’s Most Admired Companies
  • See All Rankings
Sections
  • Finance
  • Fortune Crypto
  • Features
  • Leadership
  • Health
  • Commentary
  • Success
  • Retail
  • Mpw
  • Tech
  • Lifestyle
  • CEO Initiative
  • Asia
  • Politics
  • Conferences
  • Europe
  • Newsletters
  • Personal Finance
  • Environment
  • Magazine
  • Education
Customer Support
  • Frequently Asked Questions
  • Customer Service Portal
  • Privacy Policy
  • Terms Of Use
  • Single Issues For Purchase
  • International Print
Commercial Services
  • Advertising
  • Fortune Brand Studio
  • Fortune Analytics
  • Fortune Conferences
  • Business Development
  • Group Subscriptions
About Us
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • About Us
  • Editorial Calendar
  • Press Center
  • Work At Fortune
  • Diversity And Inclusion
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Commentary

messi
CommentaryFlorida
Apollo and FC Barcelona just proved legacy markets are losing their grip on business
By Mike SimasApril 2, 2026
12 hours ago
kroenke
CommentarySoccer
Why American billionaires are abandoning Wall Street for English soccer clubs
By Andrés MartinezApril 2, 2026
14 hours ago
wyle
CommentaryTV
What HBO’s ‘The Pitt’ gets right—and wrong—about treating alcohol use disorder
By Jonathan Hunt-GlassmanApril 2, 2026
18 hours ago
nic
CommentaryInsider trading
Prediction markets caught insider traders in real time. Congress wants to shut them down anyway
By Nic PuckrinApril 2, 2026
19 hours ago
elon
CommentarySpaceX
The SpaceX IPO is great — but it won’t deliver 100x returns 
By Jeffrey StewartApril 1, 2026
1 day ago
gary
Commentaryregulation
The biggest mistake CEOs make with AI has nothing to do with the technology
By Gary ShapiroApril 1, 2026
2 days ago

Most Popular

Gen Z fled San Francisco for Texas and Florida. Now they’re turning ‘welcomer cities’ into the next big tech towns
Real Estate
Gen Z fled San Francisco for Texas and Florida. Now they’re turning ‘welcomer cities’ into the next big tech towns
By Fortune EditorsApril 2, 2026
1 day ago
Current price of gold as of April 1, 2026
Personal Finance
Current price of gold as of April 1, 2026
By Fortune EditorsApril 1, 2026
2 days ago
Major 4-day workweek study suggests that when we work 5 days we spend one doing basically nothing
Success
Major 4-day workweek study suggests that when we work 5 days we spend one doing basically nothing
By Fortune EditorsApril 2, 2026
16 hours ago
Current price of oil as of April 2, 2026
Personal Finance
Current price of oil as of April 2, 2026
By Fortune EditorsApril 2, 2026
17 hours ago
Paul Krugman smacks down Trump speech with argument that $4 gas is ‘less than half’ of the Hormuz hit. Here’s what he’s talking about
Economy
Paul Krugman smacks down Trump speech with argument that $4 gas is ‘less than half’ of the Hormuz hit. Here’s what he’s talking about
By Fortune EditorsApril 2, 2026
12 hours ago
The tax escape map: Billionaires are bolting for Florida from the West Coast and taking billions in tax revenue with them
Real Estate
The tax escape map: Billionaires are bolting for Florida from the West Coast and taking billions in tax revenue with them
By Fortune EditorsApril 2, 2026
1 day ago

© 2026 Fortune Media IP Limited. All Rights Reserved. Use of this site constitutes acceptance of our Terms of Use and Privacy Policy | CA Notice at Collection and Privacy Notice | Do Not Sell/Share My Personal Information
FORTUNE is a trademark of Fortune Media IP Limited, registered in the U.S. and other countries. FORTUNE may receive compensation for some links to products and services on this website. Offers may be subject to change without notice.