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

How Formula 1’s McLaren team is using A.I. to fuel performance

By
Stephanie Cain
Stephanie Cain
Down Arrow Button Icon
By
Stephanie Cain
Stephanie Cain
Down Arrow Button Icon
June 28, 2022, 10:00 PM ET

If you have seen even one episode of Netflix’s docuseries Drive to Survive, about Formula 1 racing, you quickly realize that the sport is truly a team effort. It’s so much more than the drivers and their speedy cars.

Drivers go into each competition with a well-laid strategy, determined by their experience, past performance, car capabilities, and challengers. The drivers stay in constant communication with their team managers and engineers during any given race. These team members, sitting at a control station, monitor everything from the condition of the tires to upcoming weather as well as provide drivers with a bird’s eye view of their race positioning. They also strategize when the car is in a takeover position to move up on the pole.

Those same teammates sit down for a postmortem after every race to go over what was done well and what could be improved, and, yes, to pore through an immense amount of data collected during the competition.

“There is a lot of technology around Formula 1, more than in any other category of racing or any other type of car,” explains Lando Norris, a Formula 1 driver who competes for McLaren. “The speed and the adrenaline is something which you basically never feel in anything else but a Formula 1 car, and there are key things which I need to see—so much vital information—to perform at this level.”

Norris is referring to the feedback loop among driver, car, and the team’s mission control that makes, or breaks, every race. Norris explains that his team captures data on his vehicle, but also that of his teammate, Daniel Ricciardo, and those of the other racers from competing teams such as Ferrari or Red Bull. While Norris is relying on intuition and the “feel” of his vehicle, he is also listening to these stats and recommendations to make the most informed decision at any second during a race.

For Norris “every bit of data is changing the outcome of the race,” he says, constantly adapting while behind the wheel.

Racing at speeds of more than 200 miles per hour requires extremely quick decision-making, which is why McLaren uses Splunk, a software platform designed to analyze big data. James Hodge, Splunk’s chief strategy adviser, explains that Splunk streams data in real time from each race car’s 300 sensors, which monitor details including fuel levels, tire pressure, speed, and battery health. Those sensors generate more than a terabyte and a half of data each race weekend.

Over the course of a Formula 1 season, it tops out at 11.8 billion telemetry data points, derived from more than 440 car configurations and approximately 6,300 track laps.

That data travels in real time to live dashboards at two important sites: McLaren’s trackside “IT rig” used by on-site team members at tracks such as Melbourne, Abu Dhabi, and Monza, Italy; and to 32 engineers at McLaren’s Technology Centre in the U.K. Hodge notes that it’s “safety-critical to receive real-time telemetry.”

“No human could hope to make sense of 1.5 terabytes of data across 300 sensors each week,” Hodge says. “McLaren’s relationship with Splunk is essential to ensuring that data gets to the right people at the right time, ready for analysis.”

Splunk uses artificial intelligence and machine learning to capture, index, and correlate data, then present it on a searchable dashboard with graphs, reports, alerts, and visualizations. It also records historical information to establish data baselines and detect future deviations. All this equips drivers, engineers, and team leads with valuable information to optimize decisions for car design, driver performance enhancement exercises, and upcoming race strategy.

Norris says that learning to understand the “squiggly lines” on a screen at a young age has positioned him to be particularly data-driven when it comes to, well, driving.

The data shows Norris acceleration patterns, velocities, tire temperatures, and other relevant metrics like whether he is braking too early or too late. It presents calculations computed from 10,000 different raw parameters, distilled in a way that Norris can utilize for future races and practices. In fact, between races, Norris spends time with e-sports simulations, also plugged into Splunk, to prepare for the rigors of different tracks and improve his techniques throughout the season. 

“These bits of data shape a driver and can make him either a very good driver, a good driver, or a bad driver—it’s just how you use it,” Norris says. “The more we can advance in every area, the better and more competitive we’re going to be.”

Hodge explains that Formula 1 has always been about maximizing every millisecond, and now quick analysis of data is making that even more of a reality for the sport. It’s supporting drivers by giving them more confidence in their game-time decision-making, increasing safety by rapidly detecting and resolving problems, and preserving the engineering integrity of the cars.

“As a driver, our job is to just go out and go quicker,” Norris says. “Looking at data can sometimes be the most simple thing, and it’s those kinds of things that make a big difference to us.”

Never miss a story: Follow your favorite topics and authors to get a personalized email with the journalism that matters most to you.

About the Author
By Stephanie Cain
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
  • 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 Tech

H&R Block CEO shares the deeply human fear that separates middle managers from those destined for the C-suite
C-SuiteNext to Lead
H&R Block CEO shares the deeply human fear that separates middle managers from those destined for the C-suite
By Ruth UmohApril 6, 2026
2 hours ago
Young man working on a laptop drinks coffee in a restaurant
EconomyJobs
AI is cutting 16,000 U.S. jobs a month—and Gen Z is taking the brunt, Goldman Sachs says
By Nick LichtenbergApril 6, 2026
4 hours ago
omar
Commentarydisruption
Pearson CEO: the AI job apocalypse is a Silicon Valley story. The data tells a different one
By Omar AbboshApril 6, 2026
4 hours ago
JPMorgan CEO Jamie Dimon
SuccessJobs
JPMorgan CEO Jamie Dimon predicts AI will cut the workweek down to 3.5 days—and tells Gen Z developing EQ is more important than ever
By Emma BurleighApril 6, 2026
6 hours ago
Robinhood Ventures has rebounded 30% since its lackluster debut. Can the new private markets fund now withstand the mega IPOs?
NewslettersTerm Sheet
Robinhood Ventures has rebounded 30% since its lackluster debut. Can the new private markets fund now withstand the mega IPOs?
By Ben WeissApril 6, 2026
9 hours ago
Things are getting weird on OpenAI’s leadership team
NewslettersFortune Tech
Things are getting weird on OpenAI’s leadership team
By Andrew NuscaApril 6, 2026
10 hours ago

Most Popular

The U.S. military set up an improvised airfield deep inside Iran to rescue the F-15 airman. Marines just practiced building one in the desert
Politics
The U.S. military set up an improvised airfield deep inside Iran to rescue the F-15 airman. Marines just practiced building one in the desert
By Fortune EditorsApril 5, 2026
1 day ago
A CIA deception campaign in Iran helped the spy agency uncover the location of the downed F-15 airman, who was hiding in a mountain crevice
Politics
A CIA deception campaign in Iran helped the spy agency uncover the location of the downed F-15 airman, who was hiding in a mountain crevice
By Fortune EditorsApril 5, 2026
23 hours ago
During the rescue of the F-15 airman in Iran, the U.S. military blew up two of its own transport planes that had to be left behind
Politics
During the rescue of the F-15 airman in Iran, the U.S. military blew up two of its own transport planes that had to be left behind
By Fortune EditorsApril 5, 2026
1 day ago
Meet a 74-year-old New Yorker who unretired to become an Uber driver: 'I'm amazed at what people will tell me'
Personal Finance
Meet a 74-year-old New Yorker who unretired to become an Uber driver: 'I'm amazed at what people will tell me'
By Fortune EditorsApril 4, 2026
2 days ago
Netflix cofounder says he stopped work at 5 p.m. every Tuesday for 30 years to stay 'sane,' no matter the crisis: 'Nothing got in the way of that'
Success
Netflix cofounder says he stopped work at 5 p.m. every Tuesday for 30 years to stay 'sane,' no matter the crisis: 'Nothing got in the way of that'
By Fortune EditorsApril 5, 2026
1 day ago
'It’s shocking how poorly prepared the administration is': DOGE gutted major energy personnel who warn the U.S. has lost key insights amid Iran war
Energy
'It’s shocking how poorly prepared the administration is': DOGE gutted major energy personnel who warn the U.S. has lost key insights amid Iran war
By Fortune EditorsApril 5, 2026
2 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.