Applied AI research lab that turns real company data into reinforcement learning environments for training and evaluating AI agents on enterprise workflows.
Ooak Data sources multimodal enterprise data (documents, communications, project management tools, org charts) from real companies, anonymizes it into digital twins preserving structure and context, and generates RL environments with expert-level multi-step, multi-tool tasks. Environments are calibrated against the latest frontier models to remain at the edge of capability as models improve. Digital twins let AI teams evaluate agent performance against realistic company environments before production deployment. The approach tests what models do in practice rather than what they can do in theory. Ooak Data is a product of Ooak Data.