AI & ML interests
WITNESS DATA FACTORY™ is a sovereign Generative AI Enterprise Synthetic Data Platform that publishes structured, PHI-free synthetic medical text datasets for clinical AI training and evaluation. Each dataset is generated through a deterministic Generative AI pipeline and validated by two independent models that must agree under strict confidence and clinical guardrail thresholds. We report a 0.97+ per batch and ship every release with a qacertificate.json and comprehensive audit documentation (compliance certificate and technical proof addendum) so you can inspect agreement, confidence, class distribution, rejection counts, and regulatory alignment before you commit the data to training. WITNESS DATA FACTORY™ is named for its role in the workflow: the platform serves as a documented witness to the generation, quality assurance, and compliance process, helping teams reduce their burden of proof around data quality, structure, and PHI-free synthetic generation. Domains: Oncology (currently available) (Coming soon: Cardiology · Radiology · Neurology · Endocrinology · Pathology · Pharmacology · Surgical · Rare Disease)