About
Gamelab teaches models how to REALLY think
We are a dedicated division within Arkadium, built by a multidisciplinary team of game developers, designers, software engineers, data scientists, and AI/ML researchers focused on advancing how models learn and improve. With decades of combined experience across interactive entertainment, large-scale data systems, machine learning, and RL, the team brings a unique perspective: using games as structured environments to study reasoning, strategy, and behavior in ways that are both measurable and scalable.
Operating within Arkadium's long-standing, profitable, and stable business provides GameLab with a rare advantage: continuous access to real-world human gameplay data, production-grade infrastructure, and a live ecosystem of millions of players. This foundation allows the team to move beyond theory and into practical, real-world experimentation, building systems for training, evaluation, and benchmarking that reflect how decisions are actually made under uncertainty, over time, and at scale.
Our Games Measure a Variety of Cognitive Demands








Gamelab Has Scale
1.7BSpatial temporal data points
150BHuman decisions per year
100+Owned games across 20+ genres
200BGameplay images per year
22MMonthly players
50+Skill archetypes (experts, casual, new players, etc.)
The Largest Wholly Owned Active Games Portfolio
Perfect Information

13.5M Monthly Game Plays
Imperfect Information

10.5M Monthly Game Plays
Stochastic

26.5M Monthly Game Plays
Single Agent

50M Monthly Game Plays
Physics & World Models

20M Monthly Game Plays
Deterministic

35.5M Monthly Game Plays
Visual Dominant

12.5M Monthly Game Plays
Long Horizon Planning

16.5M Monthly Game Plays
Constraint Based

11.5M Monthly Game Plays
The Most Structured Dynamic Gameplay Data
Static Data
A single moment in time, no progression
No explicit actions; just pixels or words
No consequences or rewards
Surface-level patterns
Overabundant, easy to scrape, low uniqueness
Our Data Differentiator
Sequences
Actions
Outcomes
Strategy
Exclusive
Dynamic Gameplay Data
Multi-step sequences of decisions
Every move is an action chosen by a human
Actions lead to wins/losses, score changes, success/failure
Human planning, foresight, decision making with imperfect information
Rare, structured, exclusive human decision data
Frontier Model Partners
Special Thanks
CONTACT US
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