WITNESS DATA FACTORY™

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 our Trinity Ensemble — three independent models that must agree under strict confidence and clinical guardrail thresholds. We report a Trinity Agreement Score (TAS) ≥ 0.97 per batch and ship every release with a qacertificate.json and comprehensive audit documentation (60+ page compliance certificate, 40+ page 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 · Cardiology · Radiology · Neurology · Endocrinology · Pathology · Pharmacology · Surgical · Rare Disease

Recent Activity

Witness-Data-Factory  updated a dataset 6 days ago

WitnessDataFactory/rare_disease-1k

Witness-Data-Factory  updated a dataset 6 days ago

WitnessDataFactory/surgical-1k

Witness-Data-Factory  updated a dataset 6 days ago

WitnessDataFactory/pharmacology-1k

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