Fair Data Company

Fair Data Company provides real-world data for training frontier AI models, sourcing datasets, traces, and executable environments from established operating companies. Its data is captured from production work rather than scraped, synthesized, or authored, with provenance and usage rights documented for every source. The company works with businesses across 12 industries, including manufacturing, healthcare, finance, legal, construction, software, and games.

Its offerings include large-scale raw datasets with schemas, source metadata, and data cards; multi-step traces that preserve long-horizon context from initial action through final outcome; and executable environments based on real company systems. Environments include tasks calibrated to target models and programmatic verifiers. Fair Data Company anonymizes, deduplicates, and validates deliveries, providing quality assurance reports covering privacy, duplication, integrity, and environment verification. Its practices include human-audited, multilayer anonymization, handling that meets applicable requirements such as HIPAA and GDPR, checks against public benchmarks, and leakage-aware splits. The company also verifies environments for solvability, reproducibility, and resistance to reward hacking, and reports calibrated difficulty on delivery.