Sony AI Unveils Gran Turismo Sophy™,
a Breakthrough in AI

Demonstrates the power of AI to deliver new gaming and entertainment experiences
Research published today in Nature

Press Release

February 9, 2022

February 9, 2022 – Sony AI, together with Polyphony Digital Inc. (PDI) and Sony Interactive Entertainment (SIE), today announced a breakthrough in artificial intelligence (AI) called Gran Turismo SophyTM (“GT Sophy”) - the first superhuman AI agent to outrace the world’s best drivers of the highly realistic PlayStation®4 racing simulation game, Gran TurismoTM (GT) Sport. GT Sophy aims to deliver new AI-powered gaming experiences to players around the world.

What is GT Sophy?
GT Sophy is an autonomous AI agent trained utilizing a novel deep reinforcement learning platform developed in collaboration between Sony AI, PDI and SIE. Each group contributed to the success of the project by bringing together expertise in fundamental AI research and development, a hyper-realistic real world racing simulator, and infrastructure for massive scale AI training.

GT Sophy was trained to master the following driving skills needed to compete with the world’s best championship-level drivers.

  1. 1. Race Car Control: Deep understanding of car dynamics, racing lines, and precision maneuvers to conquer challenging tracks.
  2. 2. Racing Tactics: Split-second decision-making skills in response to rapidly evolving racing situations. GT Sophy showed mastery of tactics including slipstream passing, crossover passes and even some defensive maneuvers such as blocking.
  3. 3. Racing Etiquette: Essential for fair play, GT Sophy had to conform to highly refined, but imprecisely specified, sportsmanship rules including avoiding at-fault collisions and respecting opponent driving lines.

Sony AI and its partners built a novel deep reinforcement learning approach and platform since no existing combination of algorithms and infrastructure could solve this challenge. Mastering the complex sport of race car driving in the highly realistic driving simulator Gran Turismo Sport represents a new breakthrough in AI and as such it is published today in Nature in an article titled Outracing Champion Gran Turismo Drivers with Deep Reinforcement Learning.

AI for Gaming and Entertainment
In addition to the technical breakthrough, the deep collaboration between PDI, a PlayStation Studios game development studio and Sony AI, an AI development team, demonstrates how AI can deliver new gaming experiences to players. Sony AI and PDI will explore how to integrate GT Sophy into future releases of the Gran Turismo series.

“Sony’s Purpose is to ‘fill the world with emotion, through the power of creativity and technology,’ and Gran Turismo Sophy is a perfect embodiment of this,“ said Kenichiro Yoshida, Chairman, President and CEO, Sony Group Corporation. “This group collaboration in which we have built a game AI for gamers is truly unique to Sony as a creative entertainment company. It signals a significant leap in the advancement of AI while also offering enhanced experiences to GT fans around the world.”

“Gran Turismo Sophy is a significant development in AI whose purpose is not simply to be better than human players, but to offer players a stimulating opponent that can accelerate and elevate the players’ techniques and creativity to the next level,” said Hiroaki Kitano, CEO of Sony AI. “In addition to making contributions to the gaming community, we believe this breakthrough presents new opportunities in areas such as autonomous racing, autonomous driving, high-speed robotics and control.”

“AI research is a good opportunity to really think about what it means to be human and how technology and society can better co-exist,” said Kazunori Yamauchi, President of Polyphony Digital. “Since its first release in 1997, the Gran Turismo franchise has continued to push the boundaries of gaming and innovation through a curiosity for technology. Gran Turismo Sophy is a further demonstration of this philosophy, and I believe that this AI concept will contribute to both the future of games and automobiles.”

Racing Results: A Win for AI and Gamers
Sony AI tested the capabilities of GT Sophy by racing against four of the world’s best Gran Turismo drivers in two Race Together 2021 Challenge events, which took place on July 2, 2021 and October 21, 2021. By making improvements to the agent based on the results of the first race, GT Sophy outperformed the best human GT drivers in both time trial races and an FIA-Certified Gran Turismo Championships format race for the second event in October.

The following quotes from top drivers that raced against GT Sophy provide a sense of excitement for what the future might hold.

“I completely forgot that I was playing against AI. It was really fun. I want to race with the agent more in the future.”
Takuma Miyazono, FIA Gran Turismo Championships 2020 Champion

“I think AI agents will be great companions for drivers.”
Shotaro Ryu, Globally ranked Gran Turismo Driver

“GT Sophy showed us new possibilities that we hadn't imagined before.”
Igor Fraga, FIA Gran Turismo Championships 2018 Champion

“It was really exciting to see GT Sophy's racing technique. I got a lot of inspiration from her.”
Emily Jones, FIA Gran Turismo Championships 2020 World Finalist

Details on the Gran Turismo Sophy project, technology and the Race Together 2021 challenge races can be found at the Gran Turismo Sophy site.

About Sony AI
Sony AI Inc. was founded on April 1, 2020, with the mission to "unleash human imagination and creativity with AI." Sony AI aims to combine cutting edge research and development of artificial intelligence with Sony Group's imaging and sensing technology, robotics technology, and entertainment assets such as movies, music, and games to accelerate Sony’s transformation into an AI powered company and to create new business opportunities. To achieve this, Sony AI has launched four flagship projects to date aimed at the evolution and application of AI technology in the areas of Gaming, Imaging & Sensing, Gastronomy, and AI Ethics. For more information visit

About Polyphony Digital and Gran Turismo
Gran Turismo™ is a video game developed by Polyphony Digital Inc., a subsidiary of Sony Interactive Entertainment Inc. Having launched in Japan first in 1997, the multi-award-winning franchise is regarded as the best and most authentic driving simulator due to true-to-life graphics, authentic physics technology and careful attention to detail. Polyphony and its famed creator Kazunori Yamauchi have revolutionized the racing game genre.

About Sony Interactive Entertainment
Recognized as a global leader in interactive and digital entertainment, Sony Interactive Entertainment (SIE) is responsible for the PlayStation® brand and family of products and services. PlayStation has delivered innovation to the market since the launch of the original PlayStation in Japan in 1994. The PlayStation family of products and services include PlayStation®5, PlayStation®4, PlayStation®VR, PlayStation™Store, PlayStation®Plus, PlayStation™Now, and acclaimed PlayStation software titles from PlayStation Studios. Headquartered in San Mateo, California, SIE is a wholly owned subsidiary of Sony Group Corporation and has global functions in California, London and Tokyo.

Media contact:
Corporate Communications

Lisa Gephardt

Sony Group Corporation

Shinichi Tobe

Sony Interactive Entertainment

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