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

The Turing test for measuring A.I. intelligence is outdated because of ChatGPT’s wizardry, and a new test would be better, DeepMind cofounder says

By
Rachel Shin
Rachel Shin
Down Arrow Button Icon
By
Rachel Shin
Rachel Shin
Down Arrow Button Icon
June 20, 2023, 1:58 PM ET
Mustafa Suleyman, cofounder of DeepMind, argues for a new gold standard for measuring A.I. sophistication.
Mustafa Suleyman, cofounder of DeepMind, argues for a new gold standard for measuring A.I. sophistication.Marlene Awaad—Bloomberg/Getty Images

Alan Turing, the trailblazing mathematician played by Benedict Cumberbatch in The Imitation Game (2014), is considered the “father of artificial intelligence.” One of his legacies is the Turing test, which measures whether a machine can think like a human, and has long been a North Star in the artificial intelligence field. For the Turing test, a person and a machine have a text conversation, and another human tries to determine which participant is the human. The test, created in 1950, was originally named the “imitation game” because it gauges how intelligent a machine is based on how indistinguishable it is from a human.

An A.I. program called Eugene Goostman first passed the Turing test in 2014, and newer chatbots such as ChatGPT and Google’s LaMDA have passed it more recently. Considering the increasing sophistication of generative A.I. chatbots, the test is outmoded, and machine intelligence demands a new lodestar, according to Mustafa Suleyman, cofounder of the A.I. lab DeepMind. Suleyman, who sold DeepMind to Google for $650 million in 2014, is among the few A.I. founders to have already made his millions in the field. Mustafa is currently the CEO of Inflection AI, a company he co-founded, an A.I.-first company that seeks to redefine the relationship between humans and computers.

“Large language model” chatbots like ChatGPT, Microsoft’s Bing, and Google’s Bard can communicate fluidly in text conversations after being trained on human-produced online content. Many chatbots use natural language processing—the interdisciplinary use of computing and linguistics—to understand large amounts of ordinary language much like a human would, taking context into account.

“It’s totally unclear whether [the Turing test] is a meaningful milestone or not,” Suleyman told Bloomberg. “It doesn’t tell us anything about what the system can do or understand, anything about whether it has established complex inner monologues, or can engage in planning over abstract time horizons, which is key to human intelligence.”

The Turing test’s utility is fading because chatbots can now emulate human writing without having any true level of understanding, by simply generating the most likely series of words. In Suleyman’s upcoming book, The Coming Wave: Technology, Power, and the Twenty-first Century’s Greatest Dilemma, he argues for a new gold standard for measuring A.I. sophistication. 

Suleyman’s new proposed gauge, which he referred to as the “modern Turing test,” is based on entrepreneurship. The test asks A.I. to turn $100,000 in seed money into $1 million by devising an original product idea, creating an e-commerce business plan, finding manufacturers, and listing the item. This test would allow evaluators to measure A.I.’s ability to set goals, plan, and execute complex tasks. 

While the original Turing test lets chatbots skate by with high-level imitation, Suleyman’s model would require machines to exhibit the advanced strategy and reasoning skills that make human intelligence unique. The Turing test’s goal is to see whether a machine is at least as intelligent as a human, but to determine this, a machine must be tested outside just its conversational abilities.

“We don’t just care about what a machine can say; we also care about what it can do,” Suleyman writes in The Coming Wave.

It took a machine 64 years to pass the Turing test, but Suleyman thinks A.I. will pass his proposed update to the Turing test within the next two years.

If that happens, “the consequences for the world economy are seismic,” he told Bloomberg.

Suleyman and Crown Publishing, the publisher of his book, were not immediately available for comment.

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 Rachel Shin
LinkedIn iconTwitter icon
See full bioRight Arrow Button Icon

Latest in Tech

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
  • World's Most Admired Companies
  • See All Rankings
  • Lists Calendar
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
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • About Us
  • Press Center
  • Work At Fortune
  • Terms And Conditions
  • Site Map
  • Facebook icon
  • Twitter icon
  • LinkedIn icon
  • Instagram icon
  • Pinterest icon

Latest in Tech

dario
CommentaryAnthropic
Anthropic’s most powerful AI model just exposed a crisis in corporate governance. Here’s the framework every CEO needs.
By Jeffrey Sonnenfeld, Stephen Henriques, Dan Kent and Holden LeeMay 2, 2026
1 hour ago
Photo of vegan cheese products
AITech
A Mark Cuban–backed vegan cheese company trained AI to scrutinize cardboard boxes. It’s saved $400,000
By Jake AngeloMay 1, 2026
20 hours ago
Young trade worker learning on job
SuccessHiring
Forget Big Tech: Small businesses will hire nearly 1 million grads in 2026—and some of the hottest roles are gloriously AI-proof
By Emma BurleighMay 1, 2026
21 hours ago
Andrew McAfee
SuccessCareers
MIT AI expert warns automating Gen Z entry-level jobs could backfire—and cost companies their future workforce
By Preston ForeMay 1, 2026
21 hours ago
duke
Big TechAmazon
Amazon Prime Video reaches deal with Duke Blue Devils to air 3 games per season
By The Associated PressMay 1, 2026
24 hours ago
valerie
CommentaryLayoffs
Tesla’s former HR chief: the AI layoff panic Is built on a false premise—here’s what most workers need to know
By Valerie Capers WorkmanMay 1, 2026
24 hours ago

Most Popular

Scott Bessent on financial literacy: 'it drives me crazy' to see young men in blue-collar construction jobs playing the lottery
Personal Finance
Scott Bessent on financial literacy: 'it drives me crazy' to see young men in blue-collar construction jobs playing the lottery
By Fatima Hussein and The Associated PressMay 1, 2026
24 hours ago
China dominates the world's lithium supply. The U.S. just found 328 years' worth in its own backyard
North America
China dominates the world's lithium supply. The U.S. just found 328 years' worth in its own backyard
By Jake AngeloApril 30, 2026
2 days ago
The U.S. economy is booming — just not where 50 million Americans live
Commentary
The U.S. economy is booming — just not where 50 million Americans live
By Derek KilmerMay 1, 2026
1 day ago
Current price of oil as of May 1, 2026
Personal Finance
Current price of oil as of May 1, 2026
By Joseph HostetlerMay 1, 2026
1 day ago
A Chick-fil-A worker got fired and then showed up behind the register to allegedly refund himself over $80,000 in mac and cheese
Law
A Chick-fil-A worker got fired and then showed up behind the register to allegedly refund himself over $80,000 in mac and cheese
By Catherina GioinoMay 1, 2026
20 hours ago
Apple cofounder Ronald Wayne—whose stake would be worth up to $400 billion had he not sold it in 1976—says that at 91, he has no regrets
Success
Apple cofounder Ronald Wayne—whose stake would be worth up to $400 billion had he not sold it in 1976—says that at 91, he has no regrets
By Preston ForeApril 27, 2026
5 days 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.