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AI Learns To Drive

18 Games like AI Learns To Drive on Xbox that you should try

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Ranking compiled by Lluis Enric Mayans, Founder & Head of ContentHow this is calculatedOrdered by an attribute-similarity model, not editorial opinion.

We filtered the 50 games similar to AI Learns To Drive down to the 18 that fit the “Xbox” category. Car Mechanic Simulator 2021, Car Mechanic Simulator 2018 and Thrillville: Off the Rails top the list, ranked by affinity and similarity score to AI Learns To Drive.

iRank97/ 100

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GenreSimulationSubgenreVehicle SimSub-subgenreSim Racing
Tags
Solo
Year 2025Dev ActivationFunction
Stores

Quick answer

Within the “Xbox” category, the closest game to AI Learns To Drive is Car Mechanic Simulator 2021 — scoring 73/100 on our similarity scale. Car Mechanic Simulator 2018 and Thrillville: Off the Rails follow close behind.

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The best games like AI Learns To Drive on Xbox

18 similar games foundUpdated May 2026

Handpicked by our similarity algorithm, these are the titles with the highest gameplay match to AI Learns To Drive. Each one has been evaluated across 9 real attributes — from combat style and progression mechanics to world structure and visual perspective — so every recommendation is based on how the game actually plays, not just its genre label.

#1Car Mechanic Simulator 2021
Car Mechanic Simulator 2021
SimulationVehicle SimSim Racing
SoloSandbox WorldNarrativeOpen WorldExploration
Steam👍 96%· 36KRAWG👍 71%· 58
Year 2021Dev Red Dot Games · PlayWayPlaytime ~11hOn PC · Xbox

✓ Same family of racing sims: deep simulation, racing gameplay and sandbox freedom

≠ Its own twist: puzzle design, adventure storytelling and strong narrative focus, while skipping resource management

Check out more gameshttps://store.steampowered.com/app/1078760/Motorcycle_Mechanic_Simulator_2021/ https://store.steampowered.com/app/1088770/Car_Mechanic_Simulator_VR/ https://store.steampowered.com/app/407130/Tank_Mechanic_Simulator/ More VR simulatorshttps://store.steampowered.

Where it drifts furthest from AI Learns To Drive: progression and visuals.

Genre100Game mode100World85Progression0Visuals0
Car Mechanic Simulator 2018
SimulationVehicle SimSim Racing
SoloSandbox WorldManagementMultiplayerOpen World
Steam👍 91%· 53KRAWG👍 76%· 100IGDB67· 2
Year 2017Dev Red Dot Games · PlayWayPlaytime ~6hOn PC · PS · Xbox

✓ Same family of racing sims: deep simulation, racing gameplay and sandbox freedom

≠ Its own twist: open world exploration, multiplayer gameplay and crafting mechanics, while skipping visual 2d

A methodical repair sim: diagnose a fault, strip the car to the part that causes it, rebuild, then test-drive it — with barn-find and junkyard modes for hunting classics to restore. The detail is real enough that actual mechanics recognise it. The tutorial is the near-universal complaint: it explains almost nothing, and the opening hours are spent unscrewing wheel bolts to work out the loop yourself.

Where it drifts furthest from AI Learns To Drive: visuals.

It predates AI Learns To Drive by 8 years, with what that implies technically.

Genre100World88Game mode68Progression67Visuals0
Thrillville: Off the Rails
SimulationVehicle SimSim Racing
SoloSandbox WorldManagementOfflineMultiplayer
Steam👍 93%· 922MC70IGDB55· 2
Year 2007Dev Frontier Developments · Disney InteractivePlaytime ~2hOn PC · PS · Xbox

✓ Both are racing sims — sharing deep simulation, racing gameplay and sandbox freedom

≠ Where it differs: brings adventure storytelling, vibe casual and melee combat, while skipping visual 2d

Thrillville™: Off the Rails lives up to its name with 20 death-defying rides so outrageous, they inspire the same word from every park visitor who sees them: “WHOA!

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

It predates AI Learns To Drive by 18 years, with what that implies technically.

Genre100World100Progression100Game mode20Visuals0
Dirt 5
SimulationVehicle SimSim Racing
SoloSandbox WorldOfflineMultiplayerCo-op
Steam👍 54%· 6.9KIGDB81· 12OC81· 128
Year 2020Dev Codemasters Cheshire · CodemastersOn Xbox · PS4 · PC

✓ Fits the racing sims cluster, with deep simulation, racing gameplay and sandbox freedom

≠ Stands apart with sports simulation, adventure storytelling and vibe casual, while skipping resource management

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

On reception: its Steam reviews are mixed, against very positive for AI Learns To Drive.

Genre100World100Game mode16Visuals0
SnowRunner
SimulationVehicle SimSim Racing
SoloSandbox WorldMultiplayerCo-opNarrative
Steam👍 90%· 54KIGDB81· 3OC80· 66
Year 2020Dev Saber Interactive · Focus EntertainmentOn Xbox · PS4 · PC

✓ Same family of racing sims: deep simulation, racing gameplay and sandbox freedom

≠ Where it differs: brings adventure storytelling, strong narrative focus and open world exploration, while skipping resource management

Where it drifts furthest from AI Learns To Drive: progression and visuals.

Genre100World75Game mode28Progression0Visuals0
MudRunner
SimulationVehicle SimSim Racing
SoloSandbox WorldMultiplayerCo-opOnline
Steam👍 92%· 43KIGDB70· 4
Year 2017Dev Saber Interactive · Focus EntertainmentOn PS4 · Android · PC

✓ Fits the racing sims cluster, with deep simulation, racing gameplay and sandbox freedom

≠ Where it differs: brings adventure storytelling, strong narrative focus and open world exploration, while skipping resource management

Where it drifts furthest from AI Learns To Drive: progression and visuals.

It predates AI Learns To Drive by 8 years, with what that implies technically.

Genre100World81Game mode25Progression0Visuals0
CarX Drift Racing Online
SimulationVehicle SimSim Racing
SoloSandbox WorldMultiplayerCo-opOnline
Steam👍 95%· 88KRAWG👍 80%· 48
Year 2017Dev CarX TechnologiesPlaytime ~6hOn PC · PS · Xbox

✓ Both are racing sims — sharing deep simulation, racing gameplay and sandbox freedom

≠ Where it differs: brings sports simulation, vibe relaxing and vibe casual, while skipping resource management

CarX Drift Racing is a racing game dedicated to the motorsport of drifting. Legendary cars, detailed tuning settings and a real-time multiplayer mode in full HD at 60 fps. All this awaits you in the PC version of this popular mobile game!

Where it drifts furthest from AI Learns To Drive: progression and visuals.

It predates AI Learns To Drive by 8 years, with what that implies technically.

Genre100World74Game mode15Progression0Visuals0
Wreckfest
SimulationVehicle SimSim Racing
Solo2DMultiplayerMeleeFirst Person
Steam👍 88%· 40KRAWG👍 70%· 382MC79IGDB78· 13OC80· 83
Year 2018Dev Handy Games · THQ NordicPlaytime ~3hOn PC · PS · Xbox

✓ Both are racing sims — sharing deep simulation, racing gameplay and single-player focus

≠ Its own twist: sports simulation, melee combat and multiplayer gameplay, while skipping sandbox freedom

Wreckfest is a demolition derby themed racing game with soft-body damage modeling and in-depth vehicle upgrading, featuring both demolition derbies and more traditional track races. It’s all about fun, breakneck racing and over-the-top crashes.

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

Genre100Game mode49Visuals29
Assetto Corsa
SimulationVehicle SimSim Racing
Solo2DMultiplayerFirst PersonIsometric
Steam👍 93%· 169KRAWG👍 78%· 228MC85IGDB64· 10OC69· 37
Year 2014Dev 505 GamesPlaytime ~2hOn PC · PS · Xbox

✓ Same family of racing sims: deep simulation, racing gameplay and single-player focus

≠ Its own twist: sports simulation, multiplayer gameplay and visual first person, while skipping sandbox freedom

NEXT GENERATION RACING SIMULATOR Assetto Corsa features an advanced DirectX 11 graphics engine that recreates an immersive environment, dynamic lighthing and realistic materials and surfaces.

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

It predates AI Learns To Drive by 11 years, with what that implies technically.

Genre100Game mode48Visuals29
Forza Motorsport 6
SimulationVehicle SimSim Racing
SoloMultiplayerFirst PersonThird Person
IGDB84· 14OC89· 86
Year 2015Dev Turn 10 Studios · Microsoft StudiosOn Xbox

✓ Both are racing sims — sharing deep simulation, racing gameplay and single-player focus

≠ Its own twist: sports simulation, multiplayer gameplay and visual first person, while skipping sandbox freedom

Where it drifts furthest from AI Learns To Drive: visuals.

It predates AI Learns To Drive by 10 years, with what that implies technically.

Genre100Game mode50Visuals0
DiRT Rally
SimulationVehicle SimSim Racing
SoloMultiplayerHardcoreFirst PersonThird Person
Steam👍 88%· 40KRAWG👍 71%· 674MC86IGDB85· 13OC85· 59
Year 2015Dev Feral InteractivePlaytime ~4hOn PC · PS · Xbox

✓ Fits the racing sims cluster, with deep simulation, racing gameplay and single-player focus

≠ Stands apart with sports simulation, punishing difficulty and multiplayer gameplay, while skipping sandbox freedom

Full Oculus VR SupportDiRT Rally now fully supports Oculus Rift giving you the ultimate experience in racing immersion.

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

It predates AI Learns To Drive by 10 years, with what that implies technically.

Genre100Game mode49Visuals0
DiRT Rally 2.0
SimulationVehicle SimSim Racing
SoloMultiplayerHardcoreFirst PersonThird Person
Steam👍 89%· 48KRAWG👍 65%· 334MC83IGDB81· 10OC83· 84
Year 2019Dev CodemastersPlaytime ~2hOn PC · PS · Xbox

✓ Same family of racing sims: deep simulation, racing gameplay and single-player focus

≠ Its own twist: sports simulation, punishing difficulty and multiplayer gameplay, while skipping sandbox freedom

DiRT Rally 2.0 dares you to carve your way through a selection of iconic rally locations from across the globe, in the most powerful off-road vehicles ever made, knowing that the smallest mistake could end your stage.

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

Genre100Game mode49Visuals0
DiRT 4
SimulationVehicle SimSim Racing
SoloMultiplayerFirst PersonThird Person
Steam👍 81%· 16KRAWG👍 66%· 262MC78IGDB83· 12OC84· 85
Year 2017Dev Feral InteractivePlaytime ~4hOn PC · PS · Xbox

✓ Both are racing sims — sharing deep simulation, racing gameplay and single-player focus

≠ Its own twist: sports simulation, multiplayer gameplay and visual first person, while skipping sandbox freedom

Motorsport by its very nature is dangerous. DiRT 4 is all about embracing that danger. It’s about the thrill, exhilaration and adrenaline that is absolutely vital to off-road racing. And more than that, it’s about loving that feeling. It’s about pushing flat out next to a sheer cliff drop.

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

It predates AI Learns To Drive by 8 years, with what that implies technically.

Genre100Game mode49Visuals0
Project CARS
SimulationVehicle SimSim Racing
SoloMultiplayerNarrativeFirst PersonThird Person
Steam👍 79%· 14KRAWG👍 66%· 270MC83IGDB82· 14OC80· 73
Year 2015Dev Slightly Mad Studios · Bandai Namco EntertainmentPlaytime ~4hOn PC · PS · Xbox

✓ Fits the racing sims cluster, with deep simulation, racing gameplay and single-player focus

≠ Stands apart with sports simulation, strong narrative focus and multiplayer gameplay, while skipping sandbox freedom

With the help of original technical solutions, the game manages to offer a fully dynamic SETA model of tires, as well as a system of dynamic day and weather change. The player feels how the car adjusts the behavior depending on the work of braking assistance or stability control.

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

On reception: its Steam reviews are mostly positive, against very positive for AI Learns To Drive.

It predates AI Learns To Drive by 10 years, with what that implies technically.

Genre100Game mode49Visuals0
Grid
SimulationVehicle SimSim Racing
SoloMultiplayerMeleeCasualFirst Person
Steam👍 70%· 6.6KIGDB73· 8OC75· 73
Year 2019Dev CodemastersOn PS4 · PC · Xbox

✓ Fits the racing sims cluster, with deep simulation, racing gameplay and single-player focus

≠ Stands apart with sports simulation, vibe casual and melee combat, while skipping sandbox freedom

Where it drifts furthest from AI Learns To Drive: visuals and game mode.

On reception: its Steam reviews are mixed, against very positive for AI Learns To Drive.

Genre100Game mode48Visuals0

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