Oncology
Production-Ready • 9 Domains
Trinity-Validated
Train Medical AI
—on Day One
Without a Single Real Patient Record
Zero PHI. Zero IRB delays. Zero hospital approvals. Certified synthetic clinical datasets, delivered today — built for AI teams that ship models, not governance paperwork.
WITNESS DATA FACTORY™ generates fully synthetic clinical text across nine medical domains, validates every batch through a Trinity ML consensus workflow (TAS ≥ 0.97), and packages each release in audit-ready JSONL with compliance-grade documentation — ready for labeling pipelines, model fine-tuning, and regulatory review on day one.
We don't claim synthetic purity.
We witness it — so your models,
your auditors, and your clients
never have to take it on faith.
9 Clinical Domains
100% Synthetic • Zero PHI
TAS ≥ 0.97
1K to 1M Records
JSONL Consistent Schema
Secure Dataset Delivery
Zero PHI architecture
Trinity TAS ≥ 0.97
Audit-ready JSONL delivery
9
Clinical Domains
97%+
Quality Gate
1K–1M
Records Per Dataset
0
PHI / Patient Records
JSONL
Consistent Schema
Start Here
Try before you buy. Inspect a real sample first.
Start with a free 1K evaluation sample in any domain to inspect schema quality, benchmark ingestion, and validate fit before purchasing larger production datasets.
Cardiology
Neurology
Endocrinology
Radiology
Pathology
Rare Disease
Pharmacology
Surgical / Emergency
Ideal Buyers
Built for teams who can’t wait on hospitals.
If your medical AI roadmap is blocked by access controls, compliance delays, or missing labeled data, these datasets are built to help your team move faster without waiting on hospital approvals.
AI / ML Health Tech Startups
Train, benchmark, and prototype clinical NLP systems without waiting through a six-month IRB queue or negotiating hospital access from scratch.
Clinical NLP Researchers
Run evaluations, ontology experiments, extraction tests, and reproducible benchmarking on structured synthetic corpora with stable schemas.
Compliance-Sensitive Enterprises
Procure synthetic data with clear documentation, stable schemas, and a delivery package built for technical, compliance, and procurement review.
Commercial Tiers
Production datasets.
Ready for evaluation or scale.
Browse production-ready dataset tiers by domain, from 10K evaluation-scale packages to 1M-record enterprise volumes.
Oncology
9 DomainsCardiology
HIPAA-AlignedNeurology
Zero PHIEndocrinology
TAS ≥ 0.97Radiology
JSONL SchemaPathology
Audit-ReadyRare Disease
Trinity QAPharmacology
Instant DeliverySurgical
Acute CareWhy Trust The Factory
Built on verifiable guarantees.
Zero PHI by architecture
Every dataset is built from fully synthetic generation, not transformed patient records, which keeps the product aligned to a zero-PHI data strategy.
Trinity quality gate
Each batch is framed around a Trinity-based quality workflow built to support serious medical AI evaluation and procurement review.
Audit-grade documentation
Documentation is surfaced clearly so technical, compliance, and procurement stakeholders can evaluate the dataset package with confidence.
Compliance Documentation
Every dataset ships with audit-grade proof.
Every dataset includes documentation that helps technical, procurement, and compliance stakeholders evaluate it quickly and confidently.
Compliance
View compliance certificate
View compliance certificate
Provenance and compliance certificate establishing synthetic origin, zero-PHI architecture, and audit-grade documentation posture for procurement review.
Technical Proof
Review technical addendum
Review technical addendum
Technical addendum covering methodology, validation framing, and implementation-level proof for technical buyer review.
License
License + compliance framing
Clarifies licensing, usage expectations, and compliance framing so buyers can assess procurement fit without ambiguity.