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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

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Witness-Data-Factory  updated a dataset 5 days ago
WitnessDataFactory/rare_disease-1k
Witness-Data-Factory  updated a dataset 5 days ago
WitnessDataFactory/surgical-1k
Witness-Data-Factory  updated a dataset 5 days ago
WitnessDataFactory/pharmacology-1k
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WITNESS DATA FACTORY™

Zero-PHI synthetic clinical text datasets for medical AI training and evaluation.

Trinity-certified · TAS ≥ 0.97 · 9 clinical domains · Instant delivery

⬇ Download a free 1,000-record sample below — or order production packs instantly.

🧬 Free 1,000-Record Evaluation Datasets

Domain Free Sample Starter 10K Production 50K Enterprise 250K Factory 1M
Oncology ⬇ Download $1,999 $7,999 $29,999 $99,999
Cardiology ⬇ Download $1,999 $7,999 $29,999 $99,999
Neurology ⬇ Download $1,999 $7,999 $29,999 $99,999
Radiology ⬇ Download $1,999 $7,999 $29,999 $99,999
Endocrinology ⬇ Download $1,999 $7,999 $29,999 $99,999
Pathology ⬇ Download $1,999 $7,999 $29,999 $99,999
Pharmacology ⬇ Download $1,999 $7,999 $29,999 $99,999
Surgical ⬇ Download $1,999 $7,999 $29,999 $99,999
Rare Disease ⬇ Download $1,999 $7,999 $29,999 $99,999

⚙️ The Trinity QA Gate

Every record passes a 3-model blind consensus pipeline before delivery:

  • Llama 3.3 + Mistral + Qwen 2.5 score each record independently
  • Records below 97% agreement are permanently rejected
  • Every batch ships with qa_certificate.json + 60-page compliance audit

🔒 Zero-PHI Guarantee

  • No real patient EHRs used in generation or training
  • Differential-privacy sentinel screens every record
  • HIPAA Safe Harbor · GDPR · EU AI Act Article 10 aligned

🛒 Order Production Packs

→ Order instantly at witness-data-factory.onrender.com

Enterprise licensing, custom domains, and volume pricing available.

📄 Documentation & Compliance

Full schema, methodology, and compliance docs:
→ github.com/Hectorlo7/witness-data-public

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