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

Trendingnow

1

Meet the 23-year-old college dropout already making six figures as Walmart’s youngest U.S. store manager

2

Ex-Navy SEAL MrBallen’s first viral video hit while he was at a water park with his kids. Now he has 11.4 million subscribers and a SiriusXM deal

3

Brick houses are disappearing from America’s new construction: 'Nobody got paid for how long a house would last'

1

Meet the 23-year-old college dropout already making six figures as Walmart’s youngest U.S. store manager

2

Ex-Navy SEAL MrBallen’s first viral video hit while he was at a water park with his kids. Now he has 11.4 million subscribers and a SiriusXM deal

3

Brick houses are disappearing from America’s new construction: 'Nobody got paid for how long a house would last'
InnovationLetter from London
Europe

Catching rogue agents and preventing cyberattacks—quantum computing is about to have its ‘ChatGPT moment’

Kamal Ahmed
By
Kamal Ahmed
Kamal Ahmed
Executive Editorial Director of Europe and the Middle East
Down Arrow Button Icon
Kamal Ahmed
By
Kamal Ahmed
Kamal Ahmed
Executive Editorial Director of Europe and the Middle East
Down Arrow Button Icon
November 12, 2026, 6:14 AM ET
Gerald Mullally, CEO of Oxford Quantum Circuits
Oxford Quantum Circuits closed the biggest Series C fund raise for a quantum computing company in Europe. Its CEO Gerald Mullally says the technology is finally moving to the commercialization phase.Oxford Quantum Circuits
Google source logo
Add Fortune on Google for similar content.

A boardroom’s job is to see around corners. Ten years ago, large language models were the approaching challenge, a fledgling technology with a wide range of plausible applications. Today it is quantum computing.

Recommended Video

Quantum will change the way we consider computing power. At present, classical computing encodes everything using “bits”. Bits only have two states, 0 or 1. Quantum uses quantum bits, or qubits, which are more adventurous. They can be 0 or 1 or a mixture of both, called “superposition.” This flexibility allows them to perform many more tasks than classical computing at a speed high enough to revolutionize how we work. 

This has advantages as well as risks. Most of life is more complicated than a series of ones and zeros. Understanding the delicacy of a human protein and its relationship to disease, how the climate works or the interaction of sub-atomic particles in fluids requires significant amounts of computing power. In the battle to keep business and personal data safe from bad actors, the more powerful the technical smarts at our fingertips, the better. Financial services firms already have quant capabilities to help them trade and would like more. 

But qubits can be erratic and prone to error. Small fluctuations in temperature and atmospheric pressure can cause malfunctions. Expensive isolation chambers are the norm. We might all like to drive a supercar, but sometimes a basic family runaround—classic computing—is more reliable. 

Many companies are working hard to make quantum computing the next ubiquitous technology. IBM, Google, and Microsoft have significant quantum divisions. Pure play operators such as D-Wave Quantum, Rigetti Computing, and IonQ are seeing valuations in the multiple billions of dollars. 

Europe is getting in on the scene. In June, Oxford Quantum Circuits (OQC) executed the biggest C-series raise for a quantum computing company in Europe at £260 million ($345 million). The next stage is commercial applications with a clear return on investment. 

“Some of the earliest use cases of quantum are the ability to conduct vulnerability analysis on your network, and also to be able to detect threats,” OQC’s CEO Gerald Mullally told me. “And that’s really where the possibility of strengthening our cyber security defenses through the earliest use of quantum compute becomes possible.” 

“Quantum can have a profound impact on being able to identify the anomalous behavior of rogue agents.”

oxford quantum circuits CEO Gerald Mullally

The good guys need to get there first. A scenario where quantum computing becomes so powerful it can eat through all classical computer encryption defenses is not outside the realms of possibility. By then—and it could be as little as five years away—every company and individual will need powerful quant on their side. 

“The first area where we generate advantage is anomaly detection—the ability to be able to spot something different in a pattern of data,” Mullally said. “Fraud detection and anti-money laundering are two of the very first use cases in financial services. 

“Classical compute can really struggle to identify patterns or the relationships between data. Quantum moves that data to a higher dimensional plane, like a sphere, rather than two points. If it’s a sphere, you can then see more easily that there’s a relationship between data that you wouldn’t be able to spot if it was classical compute.” 

When it comes to encryption, quantum will give businesses an “offensive capability” sufficient to head off the threat.

Fortunately, quantum computing’s capabilities are becoming stronger by the day. Average quant algorithms can regularly execute a thousand steps before being overwhelmed by errors. Soon that number will grow to a million steps. 

“We will hit millions of steps before an error takes over in the years 2028 to 2031,” Mullally said. “That’s the point where we move past the capabilities of classical compute in those narrow areas like anomaly detection. That will be our version of the ChatGPT moment, and that will be the point where the confidence will grow. We’re going to hit billions, and we’re going to hit trillions of quantum operations, and we’ll start to then have this real commercial advantage for a corporate.” 

Many executives are tired of tech bros bearing gifts and have spent considerable amounts of money experimenting with artificial intelligence. Bottom lines have remained resolutely flat.

Quantum is different, a mechanism for problem solving which comes closer to understanding the complexities of the world. OQC already has applications helping data centers operate more efficiently. As AI goes rogue with greater regularity, executives will be glad of a new, well-armed hunter to defeat the errant agent. 

“I think quantum can have a profound impact on being able to identify the anomalous behavior of certain agents, and that’s the rogue agent type,” Mullally said. Nervous CEOs won’t be the only ones heaving a sigh of relief.

Fortune Daily breaks the traditional barrier between audience and newsroom. The show transforms Fortune’s trusted reporting into actionable, conversational, and entertaining insights for an emerging class of business leaders. Watch here.
About the Author
Kamal Ahmed
By Kamal AhmedExecutive Editorial Director of Europe and the Middle East

Kamal Ahmed is the executive editorial director of Europe and the Middle East. Kamal is the author of Letter from London, Fortune Europe's weekly take on global business as seen from London. Previously, he was director of audio at The Telegraph and presenter of The Daily T podcast.

See full bioRight Arrow Button Icon
Google source logo
Add Fortune on Google for similar content.

Latest in Innovation


Most Popular

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
  • TikTok icon
  • YouTube icon

    Recommended For You

    © 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.