Ooak Data is an applied AI research lab that builds data infrastructure, domain-specific datasets, and reinforcement learning (RL) training and evaluation environments for AI agents using real, anonymized company operational data. The company turns real-world business workflows and data into RL environments where AI agents can learn to operate in messy, realistic settings, helping frontier AI labs and companies train and evaluate agent models beyond synthetic benchmarks. Ooak Data acquires operational data from partner companies, anonymizes it, and transforms it into high-quality, domain-specific datasets and evaluation environments that can be used to develop and test production-ready AI agents.