AI Simulator: 2048 4+

Train AI to play the game

AI Simulator

    • 4.9 • 8 Ratings
    • Free
    • Offers In-App Purchases



Same 2048, different algorithms

No more swiping. Let the AI play the game for you. Progress through the 2048 game by unlocking more advanced algorithms and machine learning models. Choose from Basic Heuristics, Monte Carlo Simulation, Pure Monte Carlo game search, Deep Q Learning (DQN), and many more to be added.

Training Your Own Model

Pick from one of the pre-trained deep learning models, or train your own machine learning models from scratch. Experience what it is like to be a skillful machine learning / AI engineer. You can also save your model and load it later without losing the progress.

Fine tuning parameters

Many parameters to be adjusted and tuned to your liking in order to get the most out of each algorithm. Customize the scoring function, number of simulations, etc for more than 1000 different combinations to grid-search through.

Upgrade your AI capabilities

Earn chips by playing the game and purchase upgrades to unlock many quality-of-life (QOL) capabilities. Upgrades include faster solve speed, auto-restart, training statistics and many more. Have fun playing as an AFK game.

Get the highest high score

Record your high scores together with the algorithms you used at the end of each game. Use your past performance to tune the AI and achieve new scores. 2048 is not the end, it is just the beginning.

Compete on global leaderboard

Submit your high score to the global leaderboard, compete against other AIs to achieve the ultimate global high score.


- Original AI simulation game concept
- Choose pre-trained models, such as Deep Q Learning
- Train your own AI models via Deep Q Learning
- Save and load training progress
- Super fast AI solving speed for satisfying solving experience
- Customizable and upgrable AI algorithms and parameters
- Gameplay powered by tf.js (Tensorflow) engine to give an authentic AI experience
- Upgrade AI speed and capabilities for faster and more enjoyable gameplay
- New game from the creator of Black Hole by thACk, Winner of the Best Gameplay Award of NUS GDC 2012

What’s New

Version 1.10.92

Minor Update 1.10.92
- Fixed a bug where auto-restart token is not working for Pro users.

Ratings and Reviews

4.9 out of 5
8 Ratings

8 Ratings

rljoshy ,

Amazing game

AI Simulator: 2048 is my personal favorite game in the AI Simulator series. I find this game really enjoyable to play and upgrade my AI. I would highly recommend this game to anyone interested in AI and or 2048. I have only one problem with this game but that’s only that it gets a bit grindy once you get to the MOCA AI. That’s my only complaint but it’s not a massive problem; it’s still very fun to play. In conclusion, this is one of my favorite games to play currently and I would recommend it to everyone!

jduqvkdhdbksnw ,

No iPad support

This game is nice to learn about AI and neural networks but there is no iPad support. It would also be nice if there was a help section to learn about everything.

Developer Response ,

Update: iPad support issue has been fixed, you should now be able to play the game on iPad!
Update2: We released a new version and added detailed explanation for all parameters, should help to learn everything!

noahougle ,

I hope the player base grows

The leader boards are fun but a little easy to get onto

Developer Response ,

Thank you for your feedback. We are growing our player base rapidly now. Spread the word and help us!

App Privacy

The developer, AI Simulator, indicated that the app’s privacy practices may include handling of data as described below. For more information, see the developer’s privacy policy.

Data Used to Track You

The following data may be used to track you across apps and websites owned by other companies:

  • Identifiers
  • Usage Data

Data Linked to You

The following data may be collected and linked to your identity:

  • Identifiers
  • Usage Data

Data Not Linked to You

The following data may be collected but it is not linked to your identity:

  • Diagnostics

Privacy practices may vary, for example, based on the features you use or your age. Learn More

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