№ 02 · RCA Document Generator
Realistic synthetic documents for AI training, with zero privacy risk.
The Generator produces realistic synthetic Australian documents and records for AI training and evaluation. Every document ships with complete ground truth, so you always know the right answer when you test.
What it generates
Current holdings- 45 medical document types: discharge summaries, ED assessments, pathology and imaging reports, care plans, hospital packs and more.
- 81 internally consistent clinical case archetypes. The medications match the diagnosis and the dates line up across every document in a case.
- Commercial insurance packs: broker submissions, policy schedules, loss runs, FNOL forms.
- Red-flag packs: submission packs seeded with deliberate cross-document inconsistencies, recorded in the ground truth, for testing whether your QA process catches them.
From the current libraries
Generator output, reduced in size
Every specimen above was produced by the RCA engine. No person shown exists. Every page carries a verifiable synthetic disclaimer.
Built for evaluation
The engineering- Deterministic by design. Same seed produces byte-identical PDFs and ground truth. Anyone can verify a pack.
- Anti-memorisation variety: 8 style profiles, 3 template families, 4 disclaimer placements, density variation, so a model sees varied layouts of each document type.
- Fully offline and fast. No LLM calls. About 50 documents in 5 seconds, 5,000 in around 5 minutes.
- Australian formats: valid Medicare and provider number formats, NSW addresses, local health districts.
- Every page carries a verifiable synthetic disclaimer. Nothing can be mistaken for a real record.
What it costs
Consumption based| Stage | What you get | Price |
|---|---|---|
| Free sample | A sample set with ground truth: 2 insurance submission packs, or 25 to 35 medical documents. Review the schema, the Australian conventions and the disclaimer in real output. | Free |
| Generation | Charged per document generated. Covers the PDF, its ground truth record and the synthetic disclaimer, for medical documents and insurance packs alike. | USD $0.10 per document |
| Licence and subscription | None. The Generator runs on your own hardware and you pay only for the documents you generate. | $0 |
Custom libraries are also available: your document types, your field schema, built deterministically and shipped with full ground truth. Prices are in US dollars, with no subscription and no upfront fee.
Start with a free sample set.
Request a preview pack with ground truth included, so your team can evaluate hands-on.