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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 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)

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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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