Generation Products
RadMah exposes distinct products for distinct data problems. A route, SDK call, or approved ADS plan selects the product explicitly; no hidden model is allowed to impersonate another product.
Product map
| Product | Input authority | Customer output | Use it for |
|---|---|---|---|
| Fabricate | A natural-language data requirement | Reviewed schema and generated customer data | New data when no source dataset exists |
| Synthesis | An owned CSV or Parquet dataset with 1,000+ rows | Learned synthetic data with quality and privacy evidence | Statistically faithful data derived from an existing dataset |
| FHIR R4 Synthesis | An explicit healthcare standards workflow | FHIR R4 bundle artifacts with terminology governance | Healthcare interoperability and standards-conformant bundles |
| Virtual SCADA | A plant/process simulation specification | Physics-governed OT telemetry and protocol artifacts | Industrial digital twins, training, and control-system testing |
| ICS Security | An authorized attack or cyber-range scenario | Ground-truth security telemetry and detection artifacts | SOC, IDS, incident-response, and cyber-range validation |
ℹADS plans; it does not replace the products
Fabricate
Fabricate begins with a human requirement rather than a source dataset. The customer reviews and refines the generated contract before approving final generation. Fabricate is not the learned Synthesis runtime and it must not be used as an invisible repair or vocabulary layer inside Synthesis.
Open the Fabricate and Mock Data guide →Synthesis
Synthesis learns a generic mixed-type representation from an owned source dataset and generates new rows from that fitted state. Its production path has one learned engine. Unsupported geometry fails explicitly instead of falling back to a different statistical model.
Public operating modes
| Mode | Purpose | Training controls |
|---|---|---|
| Quality | Highest supported learned quality | Customer-authorized ceiling and advanced controls; held-out early stopping |
| Automatic | Governed defaults | Server-owned controls and held-out convergence |
| Fast | Bounded lower latency | Server-owned bounded ceiling with the same evidence authority |
⚠These modes are not model selectors
FHIR R4 Synthesis
FHIR R4 is a separately governed standards package. Its structural and terminology rules are explicit at the FHIR boundary and are not loaded by generic Synthesis. It is not a fallback model or an industry template inside the learned engine.
Virtual SCADA and ICS Security
Virtual SCADA produces physics-governed industrial process telemetry and protocol artifacts. ICS Security adds authorized attack scenarios, ground-truth security labels, and detection outputs. They are simulation products, not alternate paths for tabular Synthesis.