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Games Like Race Max Pro

60+ similar titles based on shared tags and player behavior. Themes include Racing, Sports, Singleplayer, Driving.

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  1. #1 Drag Racing Kaos - "One More Run"
    97% matchNo user reviews
    Dev: Eric Boyungs
    Windows

    Competitive drag racing the way it was at the turn of the century.

    Why similar: Racing 29.6%, Sports 20.6%, Driving 17.1%, Competitive 16.4%, Automobile Sim 13.6%

  2. #2 F1 Simulator
    96% matchNo user reviews
    Dev: Hard Shark Games
    Windows

    F1 Simulator puts you in the cockpit, where every turn, every boost, and every second counts. Feel the adrenaline, chase insane speeds, and carve your name into the record books as the ultimate racing legend!

    Why similar: Racing 28.3%, Sports 23.2%, Driving 14.3%, Automobile Sim 10.6%, Competitive 9%

  3. #3 Embale - Wooden Kart Race
    96% matchNo user reviews
    Dev: Yakuza Pixel
    Windows · Mac · Linux

    Physics-based, first-person downhill racing. Drift a wooden cart through Quito’s steep, narrow streets, squeeze past rivals, and survive the run.

    Why similar: Racing 27.3%, Sports 22.5%, Driving 16.1%, Automobile Sim 11.4%, PvP 7.2%

  4. #4 Real Drift Multiplayer 2
    95% matchPositive80% of 10 reviews2023
    Dev: Rokito Games
    Windows · Mac

    Real Drift Multiplayer 2 offers a unique experience waiting for drift enthusiasts! Experience a real racing simulator with customizable vehicles, competitive online modes, and realistic drift dynamics.

    Why similar: Racing 22%, Driving 17.8%, Sports 16.5%, Automobile Sim 16.2%, Competitive 10.8%

  5. #5 PISTA Motorsport
    94% matchVery Positive80% of 165 reviews2024
    Dev: REG SimulationsPub: Studio 56
    Windows

    Get behind the wheel! With realistic graphics and physics, a wide selection of Argentine racing cars, and various game modes, it provides an authentic and thrilling racing experience for enthusiasts.

    Why similar: Racing 33.5%, Sports 26.5%, Automobile Sim 15.7%, Driving 11.3%, PvP 5.3%

  6. #6 NASCAR 25
    94% matchMostly Positive72% of 1,479 reviews2025
    Dev: iRacing.com Motorsport Simulations, LLC
    Windows

    iRacing is proud to present NASCAR 25, the official game of NASCAR featuring ALL FOUR National Series, the ARCA Menards Series, NASCAR Xfinity Series, NASCAR Craftsman Truck Series, and NASCAR Cup Series.

    Why similar: Racing 31%, Sports 25%, Driving 17.7%, Automobile Sim 14.8%, Arcade 3.5%

  7. #7 Asphalt Legends
    93% matchVery Positive82% of 17,214 reviews2022
    Dev: Gameloft
    Windows
    Median: 1.1 hrsMean: 30.4 hrs≥1hr: 54%

    Spark your competitive soul with Asphalt Legends and feel the collective heartbeat of the road! Join forces with other players to speed through intense arcade races, perform jaw-dropping stunts, and charge towards victory while driving the finest hypercars!

    Why similar: Racing 34.5%, Driving 20.1%, Sports 6.9%, Automobile Sim 6.4%, PvP 5.2%

  8. #8 Redline JDM Drift
    92% matchNo user reviews2026
    Dev: Antique Box Studio
    Windows

    Experience stylish JDM drifting with online multiplayer, smooth handling, and striking visuals. Drive legendary-inspired cars, score massive drift combos, explore the roads solo or with friends, and rise as the next Drift King.

    Why similar: Racing 34.5%, Automobile Sim 18%, Driving 14.1%, Sports 11.8%, Arcade 5.9%

  9. #9 Bounty: Drag Racing
    91% matchVery Positive84% of 401 reviews2024
    Dev: KODGAMES LLC
    Windows

    Bounty: Drag Racing is the most complete online drag racing experience on the market. Race the fastest and most varied types of dragsters in the world. Customize and fine tune your cars to achieve maximum performance and hop online for the closest type of racing!

    Why similar: Racing 19.4%, Competitive 17.8%, Automobile Sim 16.7%, Driving 16.7%, Sports 11.6%

  10. #10 Go-Kart Racing 3
    91% match3 user reviews100% of 3 reviews2025
    Dev: FlagmanJeremy
    Windows

    Test your karting skills in a Career Mode where you'll manage your racing career through several different types of racing events. Battle to win races, handle media interviews, and customize your go-kart paint livery to your desired style as you try to become the best go kart driver in the world.

    Why similar: Racing 33%, Sports 26.8%, Automobile Sim 11.4%, Driving 11.3%, Competitive 10.8%

  11. #11 Wheels of Drift
    90% matchNo user reviews
    Dev: Richard von Rüden
    Windows · Mac · Linux

    Drift your way to the top! This racing game combines thrilling drifts, diverse tracks, and a massive selection of cars. Master the challenges solo or against opponents. Perfect your technique and become the ultimate drift champion!

    Why similar: Racing 31.6%, Sports 26.9%, Automobile Sim 16.3%, Driving 11.5%, PvP 4%

  12. #12 Drifting Kings
    89% matchMostly Positive75% of 20 reviews2022
    Dev: Xtreme
    Windows

    Drifting Kings is Stylized Arcade offline/online Drifting/Touge/Gymkhana racing game with a colorful and stylized environments. fun to play ,hard to master.

    Why similar: Racing 26.6%, Sports 21.3%, Driving 19.5%, Automobile Sim 12.4%, PvP 7.4%

  13. #13 Night Winter Drift
    89% match3 user reviews100% of 3 reviews2024
    Dev: Roar of Engines Games
    Windows

    Night Winter Drift is an arcade racing game set in the snowy mountains during winter. Enjoy the unique atmosphere as you drift along icy roads.

    Why similar: Racing 39.7%, Sports 21.4%, Automobile Sim 17.7%, Driving 11.8%, Arcade 4.9%

  14. #14 Gridmaster
    88% match3 user reviews67% of 3 reviews2023
    Dev: GeamGames
    Windows

    Step into the world of Gridmaster, a high-speed single-player racer. Take on time trials, master the art of drifting, and compete on the leaderboards. As you dominate the road, unlock new cars and tracks to fuel your journey to victory!

    Why similar: Racing 25.8%, Driving 22.6%, Automobile Sim 18.9%, Sports 18%, Arcade 6.2%

  15. #15 F1® 25
    86% matchVery Positive87% of 22,956 reviews2025
    Dev: CodemastersPub: Electronic Arts
    Windows
    Median: 17.8 hrsMean: 42.3 hrs≥1hr: 96%

    Leave your mark on the world of racing in F1® 25, the official video game of the 2025 FIA Formula One World Championship™, featuring a revamped My Team mode, the thrilling third chapter of Braking Point, and more!

    Why similar: Racing 35.7%, Sports 22.1%, Driving 14.8%, Automobile Sim 11.9%, PvP 6.2%

  16. #16 Real Drift Multiplayer
    87% matchMixed63% of 38 reviews2023
    Dev: Rokito Games
    Windows · Mac

    Real Drift Multiplayer is a drifting game with realistic graphics and extensive customization options. Aim for the highest scores by competing with your opponents in single and online modes.

    Why similar: Racing 23.1%, Sports 19.8%, Automobile Sim 16.3%, Driving 14.8%, Competitive 7.4%

  17. #17 NOSBALL
    86% matchNo user reviews
    Dev: Saviour Developments
    Windows

    Nosball is a fast-paced car drifting soccer game with demolition derby chaos. Smash rivals, master physics-based control, and score goals on dangerous pinball-style arenas set in global locations with dynamic weather.

    Why similar: Racing 31.2%, Sports 26.6%, Competitive 12%, PvP 9.1%, Driving 9%

  18. #18 F1® 24
    84% matchMostly Positive73% of 18,873 reviews2024
    Dev: CodemastersPub: Electronic Arts
    Windows
    Median: 16.7 hrsMean: 49.2 hrs≥1hr: 91%

    Join the grid and Be One of the 20. Drive like the greatest in EA SPORTS™ F1® 24, the official video game of the 2024 FIA Formula One World Championship™.

    Why similar: Racing 23%, Driving 18.3%, Sports 17.2%, Automobile Sim 16%, Competitive 13.5%

  19. #19 Gear.Club Unlimited 3
    85% matchNo user reviews
    Dev: Eden GamesPub: Nacon
    Windows

    The Gear.Club series is back! Customize and set up your favourite cars to race at top speed along the roads of the French Mediterranean coast and Japan. Don't just win – show off your style!

    Why similar: Racing 34.7%, Sports 27.6%, Competitive 18.1%, Automobile Sim 15.3%, 3D 2%

  20. #20 Jampa Buggys
    84% match7 user reviews100% of 7 reviews2025
    Dev: Arca Game Studio
    Windows

    Jampa Buggys is a fast-paced local multiplayer racing game set on the breathtaking beaches of Paraíba, Brazil. Race through thrilling tracks, face exciting challenges, and immerse yourself in the vibrant local culture! Perfect for friends and family, with simple controls and endless fun!

    Why similar: Racing 37.8%, Competitive 19.6%, PvP 10.4%, Sports 10.3%, PvE 9.8%

  21. #21 My Car My Life
    83% matchVery Positive96% of 50 reviews2025
    Dev: Noguiin
    Windows · Linux

    Build the car of your dreams to compete in intense drag races, featuring detailed mechanics, advanced customization, and realistic physics. Tune every part of the engine, control the revs with precision, and win through reaction and skill.

    Why similar: Racing 29.2%, Automobile Sim 20.1%, Sports 17.2%, Driving 13.2%, Competitive 12%

  22. #22 NHR Nitro Hyper Racing
    82% match5 user reviews20% of 5 reviews2025
    Dev: Nitx Games
    Windows

    experience the ultimate thrill of competitive racing in Nitro Hyper Racing! Become a most fearless racer will reach the finish line first Seems Easy to learn but hard to master.

    Why similar: Racing 32%, Sports 23.7%, Driving 17.7%, Automobile Sim 17.6%, Arcade 4.3%

  23. #23 iRacing Arcade
    81% matchMostly Positive73% of 846 reviews2026
    Dev: Original Fire GamesPub: iRacing
    Windows

    Race across global licensed series and build your own racing team to secure your motorsport legacy in this third person arcade racer.

    Why similar: Racing 37.1%, Driving 20.5%, Automobile Sim 16.9%, Sports 8.3%, Arcade 6.1%

  24. #24 Karting Superstars
    82% matchVery Positive83% of 340 reviews2023
    Dev: Original Fire Games
    Windows

    A kart racing game without weapons! This is a pure motorsport arcade racer. Compete vs very challenging AI, get on the global leaderboards and play with others online.

    Why similar: Racing 21.6%, Driving 17%, Competitive 14.4%, Automobile Sim 14.1%, PvP 7.3%

  25. #25 Oval Racer Series - Sandbox
    81% match2 user reviews50% of 2 reviews2021
    Dev: Oval Games
    Windows

    The game will simulate oval circuit racing in the UK, focusing on stock cars, bangers, and hot rods. It will blend realism and fun with accessible gameplay. Players will race across iconic UK tracks, upgrade their cars, and compete in various racing disciplines.

    Why similar: Racing 27.6%, Sports 23.1%, Automobile Sim 19.6%, Driving 18.8%, Arcade 6.4%

  26. #26 Drift Experience Japan
    80% matchMixed53% of 745 reviews2023
    Dev: Game Development Alexander Lamers
    Windows

    Go FULL SEND Drifting in the streets of japan in 2 different sprint circuits and customize your car!

    Why similar: Racing 28.2%, Sports 21.1%, Automobile Sim 17.5%, Driving 13.2%, Arcade 5.3%

  27. #27 Formula 2.5
    79% matchNo user reviews2026
    Dev: T&T game
    Windows

    A retro-style 2.5D arcade racing game inspired by the golden era of Open wheel racing. Drive through four decades of racing history, master cockpit-view controls, and battle changing weather conditions across iconic circuits like Monaco.

    Why similar: Racing 34.9%, Sports 25.8%, Driving 20.5%, Automobile Sim 10.8%, Arcade 5.4%

  28. #28 GRID Legends
    78% matchMostly Positive75% of 3,701 reviews2022
    Dev: CodemastersPub: Electronic Arts
    Windows
    Median: 7.1 hrsMean: 21.4 hrs≥1hr: 91%

    GRID Legends delivers thrilling wheel-to-wheel motorsport action. Create dream race events, hop into live races, experience a dramatic virtual production story, and embrace the sensation of spectacular racing.

    Why similar: Racing 23.6%, Driving 18.6%, Sports 17.6%, Automobile Sim 15.5%, PvP 8.3%

  29. #29 Legend Of The Valley
    78% matchNo user reviews
    Dev: Genetics Guild
    Windows

    Race against the clock, Conquer eight challenging levels, Customize your ride, and master the art of finding the fastest routes, every twist and turn will keep you on the edge of your seat. Are you ready to prove you're the LEGEND?

    Why similar: Racing 35%, Automobile Sim 22.3%, Driving 18.5%, Sports 12.9%, Arcade 7.9%

  30. #30 Retrowave Barro Crazy Drift
    77% match1 user reviews100% of 1 reviews2026
    Dev: thinfat
    Windows

    Retrowave Barro Crazy Drift is a racing game with small cars and challenging tracks.

    Why similar: Racing 26%, Driving 19.9%, Sports 19.8%, Automobile Sim 14%, PvP 6.9%

  31. #31 Drift Gang
    75% matchMixed61% of 36 reviews2025
    Dev: Beaked Games
    Windows

    Drift with up to 8 friends in a fun and physics-based cart game! Drift, bump, and overtake on competitive tracks or just relax and drive on chill maps. Whether you're here to win or to have fun, Crazy Cart offers a smooth and exciting driving experience!

    Why similar: Racing 30.4%, Driving 23%, Sports 20.8%, Automobile Sim 6.5%, PvP 5.5%

  32. #32 WRC 10 FIA World Rally Championship
    76% matchMostly Positive72% of 3,424 reviews2021
    Dev: KT RacingPub: Nacon
    Windows
    Median: 3.0 hrsMean: 18.6 hrs≥1hr: 69%

    Hailed by reviewers and professional drivers, the standard-setting off-road racing simulation has been reinvented! Reach the 2021 season podium, and to celebrate the 50th anniversary of the competition, relive the highlights at the wheel of legendary cars.

    Why similar: Racing 22.4%, Driving 17.6%, Sports 16.4%, Automobile Sim 16%, Competitive 13.2%

  33. #33 Karting Grand Prix Minigame
    76% matchPositive95% of 22 reviews2020
    Dev: Scorpiniti Bruno
    Windows

    Karting Grand Prix of Minigame is a 3D kart racing game where you can have fun and you will have to overcome mini-games

    Why similar: Racing 39.8%, Sports 21.2%, Driving 20.7%, Automobile Sim 7.7%, Third Person 6%

  34. #34 Traffic Chase
    75% match7 user reviews86% of 7 reviews2021
    Dev: Digital Mind
    Windows

    Road racing game. Beep at any traffic driver to start the race! Connect more drivers at any time! Earn money on road races, tune or buy a new car, participate in more racing events. Keep on racing!

    Why similar: Racing 38.2%, Driving 22.2%, Sports 21.7%, Automobile Sim 8%, 3D 3.7%

  35. #35 World of Outlaws: Dirt Racing 24 Gold Edition
    72% matchVery Positive89% of 220 reviews2025
    Dev: Monster GamesPub: iRacing.com Motorsport Simulations
    Windows

    iRacing presents the Official Game of The World of Outlaws, featuring the World of Outlaws Sprint Car, Late Models and Super DIRTcar Big Block Modifieds, as well as 8 additional series including the all-new Micro Sprints, and many others.

    Why similar: Racing 24.9%, Sports 21.4%, Driving 19.5%, Automobile Sim 15.5%, PvP 9.5%

  36. #36 Go-Kart Racing 2
    73% match3 user reviews100% of 3 reviews2025
    Dev: FlagmanJeremy
    Windows

    Test your skills out in Career Mode and race for the championship against your rivals. Race on seven different go-kart tracks and earn your spot at the top of the leaderboards.

    Why similar: Racing 34%, Sports 27.3%, Driving 18.2%, Automobile Sim 15.6%, Third Person 3%

  37. #37 KnockedDown
    74% matchNo user reviews
    Dev: KarbonCloud
    Windows

    Finally! An arcade physics-based racing game. Get right into the high-speed heists, super intense police chases and satisfying drifting. Engage in multiple fun modes, such as Heist and Drift plus more coming closer to release.

    Why similar: Racing 38.5%, Sports 20.3%, Driving 19.7%, Arcade 6%, Third Person 4.6%

  38. #38 Mini Car Coin Collector
    72% match1 user reviews100% of 1 reviews2026
    Dev: Blood Stain Games
    Windows

    A fast-paced top-down 2D arcade racing game with endless single-player action and competitive 1v1 multiplayer. Collect coins, upgrade 10 unique cars, chase high scores, and outdrive your opponent in quick skill-based races.

    Why similar: Racing 28.8%, Sports 24.4%, Driving 17.7%, Competitive 14.4%, PvP 8.1%

  39. #39 Monster Truck Championship
    73% matchMostly Positive70% of 267 reviews2020
    Dev: TeyonPub: Nacon
    Windows
    Median: 4.5 hrsMean: 9.2 hrs≥1hr: 90%

    A true Monster Truck simulation! A unique and challenging motor racing experience where local or online victory depends solely on your driving skills. 16 customizable trucks, 25 arenas and 3 leagues to win to become champion!

    Why similar: Racing 22.3%, Sports 17.7%, Driving 17.7%, Automobile Sim 14.5%, Competitive 11.1%

  40. #40 Drift Horizon Online
    74% matchMixed54% of 902 reviews2017
    Dev: JDM4iK GamesPub: SA Industry
    Windows
    Median: 3.8 hrsMean: 5.3 hrs≥1hr: 90%

    Drift Horizon Online - immersive drifting simulator featuring smooth optimized visuals, realistic physics, and authentic car sounds including blow-off, exhaust, backfires and tire skids.

    Why similar: Racing 25%, Sports 19.7%, Driving 17.9%, Automobile Sim 13.6%, Competitive 7%

  41. #41 Tokyo Line Drive
    71% matchNo user reviews
    Dev: Jons
    Windows

    A thrilling driving experience through the streets of Tokyo. Dodge and weave through the traffic while experiencing several of the city's iconic locales, from the waterfront to the downtown skyscrapers. Experience this exciting journey from the first or third person view of a customizable car.

    Why similar: Racing 33.4%, Sports 25.3%, Driving 23.9%, Automobile Sim 12.1%, Realistic 3.3%

  42. #42 DriftX
    70% matchNo user reviews
    Dev: Creative LabzPub: RIVERSIDE SPORTS
    Windows

    Master the art of drifting in DriftX, an adrenaline-packed racing game blending realistic physics with arcade-style fun. Drift solo or compete in online lobbies of up to 12 players.

    Why similar: Racing 35.7%, Sports 27.8%, Automobile Sim 17.4%, Driving 10.3%, Third Person 3.4%

  43. #43 Top Speed 2: Racing Legends
    71% matchMixed60% of 176 reviews2019
    Dev: T-Bull
    Windows · Mac

    REACH IMPOSSIBLE SPEEDS BY EXPERTLY TIMING GEAR CHANGES AND BURSTS OF NITROUS!

    Why similar: Racing 37.8%, Sports 27.2%, Automobile Sim 22.4%, Driving 11.8%, Multiplayer 0.8%

  44. #44 Hypercar Racing
    68% match3 user reviews33% of 3 reviews2025
    Dev: Super PowerUp Games
    Windows

    In Hypercar Racing you'll enjoy the dirtiest, fastest, and most spectacular races at speeds over 200 Mp/h, avoiding multiple collisions against 20 adversaries. The game has different modes, such as Championship, Arcade, and 4-player multiplayer.

    Why similar: Racing 37.5%, Sports 30.6%, Driving 12.5%, PvP 5.8%, Arcade 5.4%

  45. #45 Drift King
    69% matchMostly Positive78% of 328 reviews2022
    Dev: Giorgi AbelashviliPub: SA Industry
    Windows
    Median: 3.3 hrsMean: 6.2 hrs≥1hr: 81%

    Grab your favorite car, tune it, challenge players in Online Drift battles and become a DRIFT KING!

    Why similar: Racing 26.9%, Driving 23.9%, Automobile Sim 20.9%, Sports 12.5%, PvP 4.1%

  46. #46 Exo Racing
    71% match1 user reviews0% of 1 reviews2019
    Dev: Angry Angel GamesPub: IceTorch Interactive
    Windows

    Exo Racing is for everyone who wanted to take part in illegal racing but been scared of legal consequences and risk of getting hurt.

    Why similar: Racing 24.5%, Sports 21.8%, Automobile Sim 20.5%, Driving 17.7%, Fast-Paced 5.3%

  47. #47 Extreme Car Drift Simulator
    69% matchMostly Positive77% of 31 reviews2023
    Dev: Yusuf Islam SeyhanPub: Inspector Studios
    Windows

    If you want to drift wildly, this game is for you. With the drift game, you can have a great car driving simulation experience.

    Why similar: Racing 34.5%, Sports 27.9%, Automobile Sim 16.2%, Driving 12.8%, Action 3.8%

  48. #48 Xtreme Club Racing
    68% match5 user reviews80% of 5 reviews2024
    Dev: furiousDevPhoenix
    Windows

    Get behind the wheel in one of the most frenetic extreme driving games. Various interactive elements such as hurricanes, lava balls, giant spinning tops, which will cross in the middle of the competition track and will put your reflexes and extreme driving to the limit.

    Why similar: Racing 35%, Sports 28.2%, Driving 26.3%, Arcade 8%, 3D 1.9%

  49. #49 Short Oval Extreme
    66% matchPositive96% of 25 reviews2025
    Dev: Dangerous Derk Interactive
    Windows

    Short Oval Extreme is the definitive video game experience for fans of UK short oval racing, bringing the fast-paced, full-contact excitement of the real sport to life like never before.

    Why similar: Racing 34.1%, Sports 27.9%, Automobile Sim 16.6%, Driving 8.7%, Arcade 4%

  50. #50 FURIDASHI: Drift Cyber Sport
    69% matchVery Positive82% of 1,183 reviews2017
    Dev: Drift Physics Crew
    Windows
    Median: 4.2 hrsMean: 11.3 hrs≥1hr: 76%

    FURIDASHI: Drift Cyber Sport is a motorsport simulator for PCs running on Windows platform. Competitions in drifting as Players vs Players cyber sport challenge. This is a real-time online multiplayer simulator with unique next gen realistic car physics. VR (Virtual Reality) full support!

    Why similar: Racing 39%, Automobile Sim 25.4%, Sports 21.2%, Driving 12.5%, Multiplayer 1.9%

  51. #51 Torque Drift
    67% matchMostly Positive76% of 12,588 reviews2021
    Dev: Grease Monkey Games
    Windows
    Median: 36 minMean: 7.3 hrs≥1hr: 39%

    Build your car, earn sponsors, and compete in online multiplayer drift battles!

    Why similar: Racing 27.9%, Driving 18.5%, Automobile Sim 14%, Sports 11.8%, Competitive 11.5%

  52. #52 WRC 9 FIA World Rally Championship
    67% matchMostly Positive77% of 3,445 reviews2021
    Dev: KT RacingPub: Nacon
    Windows
    Median: 1.6 hrsMean: 18.9 hrs≥1hr: 58%

    WRC is the leading off-road simulation franchise. It returns with even more realistic gameplay and more content than ever: 3 new rallies, 35 new special stages, creation of your own custom championships and completely redesigned engine sounds.

    Why similar: Racing 22%, Driving 17.6%, Sports 15.9%, Automobile Sim 15.8%, Competitive 13.3%

  53. #53 Ala Mobile
    66% matchMostly Positive77% of 48 reviews2024
    Dev: CVi Games
    Windows · Mac · Linux

    The great indie success Ala Mobile is a Formula Racing game brought to you by a single developer. Race across different tracks from all over the world, tailor your gaming experience to your tastes with a huge degree of customization, but most of all, have fun!

    Why similar: Racing 35%, Sports 29%, Automobile Sim 17.6%, Driving 12.3%, Realistic 2.4%

  54. #54 Big BEAUTIFUL Van Derby Racing
    65% match1 user reviews100% of 1 reviews2025
    Dev: FlagmanJeremy
    Windows

    Take your old van to the derby track and battle against other drivers in exciting and thrilling races. Battle for the win and customize your Big, BEAUTIFUL, Van to your preference with your own custom paint scheme.

    Why similar: Racing 44.1%, Driving 24.8%, Sports 21.8%, Realistic 3.9%, Casual 2.9%

Based on tag similarity + player behavior
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