Oncology
Production-Ready • 9 Domains
Witness Gate-Validated
Train Medical AI
—on Day One
Without a Single Real Patient Record
Zero PHI. Zero IRB delays. Zero hospital approvals. QA-certified synthetic clinical datasets, delivered today — built for AI teams that ship models, not governance paperwork.
WITNESS DATA FACTORY™ generates fully synthetic clinical datasets across nine medical domains, evaluates every record through a deterministic rule engine, and packages each batch in audit-ready JSONL with compliance-grade documentation — ready for labeling pipelines, model fine-tuning, and regulatory review on day one.
We don't just claim synthetic purity.
We document it — so your models,
your auditors, and your clients
never have to take it on faith.
9 Clinical Domains
100% Synthetic • Zero PHI
Witness Gate consensus score ≥ 0.97 (Witness Gate mode)
1K to 1M Records
JSONL Consistent Schema
Secure Dataset Delivery
Zero PHI Architecture
Witness Gate Quality Workflow
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 (oncology currently available) to inspect schema quality, benchmark ingestion, and validate fit before purchasing larger production datasets.
Cardiology
Neurology
Endocrinology
Radiology
Pathology
Rare Disease
Pharmacology
Surgical
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
Witness Gate QAPharmacology
Instant DeliverySurgical
Acute CareWhy Buyers Trust WITNESS DATA FACTORY™
Built on Verifiable Guarantees
Zero PHI By Architecture
Every dataset is built from fully synthetic generation, not transformed patient records or real patient data, which keeps the product aligned to a zero-PHI data strategy.
Witness Gate Quality Workflow
Each batch operates under a deterministic rule engine and a mode-aware Witness Gate path, with per-batch QA metrics recorded in a machine-readable QA certificate.
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 Documentation
View Compliance Documentation
Provenance and compliance documentation 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, data generation approach, 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.