
A co-op party game where you draw things humans can understand, but an image recognition AI can't! 2-6 players can join with just one copy of the game, using your mobile browser as your controller.
Modeled estimate, not a reported figure. How we estimate →
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About
Deviation Game is a co-op party game for 2-6 players that pits human creativity against AI perception. Your goal: draw secret prompts like "Flamingo" in a way humans can understand, but an image recognition AI can't!
If just one person owns the Steam game, everyone can join by watching that player’s screen. Up to 6 players can join for free using their smartphones’ web browsers via a QR code.

1. Join using your own device
Using your mobile device, scan the QR or enter the room code at outdraw.ai to transform your device into the game’s controller!
2. The drawer picks a prompt
The drawer first picks a secret prompt from categories such as objects, actions or even concepts.
3. Time to deviate!
Then they just gotta draw it! But remember, the aim is to trick the AI while making sure your friends still get the picture!
4. Everyone (plus the AI) guesses
Once the drawer is done, all the guessers will submit their best guess, including the AI! Choose carefully, you only get one chance!
5. The answer is revealed!
If you fail to fool and the AI guesses right, then humans lose! If the AI fails and humans guess right, then humans win!
By embracing the medium of games, Deviation Game aims to use AI as a collaborative tool that seeks not to replace human creativity but to enhance it. Through the game, players learn to express themselves in new ways to deviate from what the AI has already learned, making for a fun and brain-teasing party experience, where you’ll create things no one has ever seen before! Flipping Alan Turing’s revolutionary 1950 Imitation Game on its head, Deviation Game encourages players to fool the AI instead of the AI trying to fool them.
At the end of each game, players can consent to their drawing being used to potentially train the AI... or not! Allowing you to decide how the game may evolve. Collection is opt-out by default, and all data without consent will be deleted. By working together, players from around the world can collectively uncover the biases in large AI models by exposing their blind spots in interpreting diverse, culturally specific drawings.
Deviation Game was initially showcased as an art installation at Civic Creative Base Tokyo in 2023. The work has since been shown in globally renowned exhibitions, such as Ars Electronica, Taipei Digital Art Festival, and Now Play This, engaging audiences of all ages and sparking critical discussions around AI and creativity.

Deviation Game was developed and self-published by a group of good friends consisting mainly of game designer Tomo Kihara and art-design duo Playfool (Daniel Coppen & Saki Maruyama). With a focus on play, their practice centres around designing tools that foster creativity and making artistic interventions that engage with urban space and society. Their previous work How (not) to get hit by a self-driving car received an Honorary Mention in the S+T+ARTS Prize 2024 at Ars Electronica.
Deviation Game is their first experience to self-publish an indie game.

Q. How exactly does the AI guess?
A: In each round, the AI will return numerous guesses, depending on the number of players in the game. If one of those answers are correct, AI wins!
Q: Doesn’t the AI just have access to all the prompt words? Surely it’s cheating!
A: Not at all! While some examples are provided to the AI to give it more context, it is freely guessing each answer it submits, which is why sometimes they’re a little off-base.
Q: What AI model are you using?
A: Throughout Early Access, we are experimenting with various AI models via the service OpenRouter. In the future, we plan to introduce a feature that allows players to choose which AI model to go up against.
Q: Does the game’s AI get smarter after each game?
A: No, the AI is not learning in real-time. However, custom improvements to the AI can be made with a future update after enough data has been collected to retrain the model.
Q: How is our drawing data being collected?
A: We only collect drawing data that has been given explicit consent. Collection is opt-out by default, and all data without consent will be deleted.
Project: Tomo Kihara, Playfool (Daniel Coppen, Saki Maruyama)
Engineering: Kye Shimizu, Daiki Hashimoto, Jasper Stephenson
Music: Plot Generica
Logo: Yu Miyama
Genres
Stats
All-time low is the lowest price we've recorded for this game since we started tracking it.
Languages: English, Japanese
Engagement
Hours played at review time, across 40 reviews with recorded playtime.
Reviews
Themes across 40 recent reviews and how positive each mention is. A keyword signal, not full sentiment analysis.
positive critical· bar length = how often the theme comes up
Reviews
I really like this game. Can recommend for most ages. I will change this review back into positive when issues are fixed. In it's current state the game has become unplayable for me. When starting a game, the game uses so much RAM that it freezes within the first round of drawing. I have 16GB, game used up to 8, while min. requirements state 4?
横とか逆さまに書くなというルールはどこにもない 完全勝利
One of the best party games I've ever played: Easy to learn, very accessible even for non-gamers, just difficult enough to not get boring and every game feels different and fresh. It also gets around the "Mario Party Issue" of pitting friends against each other and spreading bad vibes at the party, because everyone is working together against a common enemy we can all agree on: AI. TLDR: This is peak party game design in my book.
Really incredible concept and is very fun. Only 2 major complaints: 1. Categories and Items should be more numerous and not need to be unlocked. Me and my friends have played around a dozen games and are seeing repeats which is CRAZY! 2. Game performance should be improved. After the second game in a row trying to go directly into a third almost always bugs out and requires a full restart. If more topics are not added within the next 6 months or so I will update my review to negative to reflect the lack of content, thank you!
友人家族とやりましたが楽しかった AIを騙すスキルが不思議と上がっていきます。 抽象的な絵や、周辺の絵を描くようになって、そして何も分からなくなります
おもしろい マルチプレイでも誰かが本体を持っていれば遊べるのが良い
핝긇잃춝갋됋읆멵 좋겏엍욡
AIという言葉が、具体的に何を指しているかは置いておいて。。。 AIを活用するゲームとしてはしっかり遊べて面白いゲームになっている。 早期アクセスなため、細かいバグはあるが、問題なく遊べる非常に良いゲーム。 こういう形で技術を使ってくれるともっとゲームにおけるAI文化が豊かになるので、是非にぎわってほしい。
スマホ一台で出来ると思っていたのですが端末が二台なきゃいけませんでした
AIを欺いて人間だけで理解するように戦うという、まさしく人間vsAIのゲームとして楽しめました。 ホストとなる1名が持っていれば、ホストが画面共有、残りのプレイヤーはスマホで参加できるというのが斬新。 アニメや漫画のネタ知識、駄洒落、迷信のような、お題と関係のないものを表現されたときにAIには理解できないようで、仲間たちと欺けた歓喜に浸ることができる。 しかし、それもきっと時間の問題なのだろう、、、我々人類の敗北は近い。
Related
Related
Trends
Concurrent players on Steam, sampled daily since tracking started.
Audience
Estimated from the language of this game's reviews — a proxy for where players are, not official Steam demographics.
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