demo

DataForge Demo

DataForge generates seeded, relationship-aware test data, with suspicious patterns and hard negatives planted on purpose and recorded in a ledger. Here it runs inside SENTRIX, our financial-crime detection and case-management showcase: Generate & Run Scenario asks DataForge for data, pushes it through the real pipeline, and checks what SENTRIX found against what was planted. Everything is synthetic and illustrative; nothing is submitted anywhere.

01 / A scenario run in SENTRIX

Pick a scenario, a customer count and an optional seed (the same seed gives the same data), and start the run. The screenshot is a finished Structuring run from the demo session, where starting new runs is disabled.

SENTRIX Scenarios page: a passed Structuring run with the DataForge generation step, ingestion, detection and the checks against planted outcomes — SENTRIX Scenarios: a finished run, DataForge step included (demo mode).

02 / How SENTRIX calls DataForge

The SENTRIX scenarios service runs the DataForge CLI as a child process: a fixed command, no shell, a time limit.

// per run

Template the schema with a unique id prefix and recent dates
Generate linked customers, accounts and transactions with the planted patterns and hard negatives
Validate the data with DataForge's quality report
Export transactions and expected outcomes, merged into one ordered file

dataforge generate schema.yaml --out run --seed 1086513209 dataforge export run --projection projection.yaml

// then the normal path

Upload the file through ingestion, like any other batch
Detect: rules raise explainable alerts, which become cases
Compare the result with the planted outcomes; each check passes, fails or is skipped
Upload again to prove the same file creates no duplicates

The generator never creates alerts or cases itself. The planted labels are assertions to compare against, not instructions.

See SENTRIX

The SENTRIX console has a read-only demo session: browse the cases this data produces, the rule explanation behind each alert and the audit trail. Nothing in it can be changed or run.

Open the Console