Solutions
One model. Every use case that tests the numbers.
VynFi generates the same provenanced reference data for four disciplines. Pick where you work — each page goes deep on the data, the formats, and the proof.
Audit & assurance
Reference data with a known audit trail — for analytics testing, group audits, and methodology validation.
- Audit analytics dataJournal entries with known anomalies for Big 4 audit-analytics testing.
- Audit simulationFull audit trails with embedded deficiencies and six export formats.
- Group audit (ISA 600)Component-auditor data: entity trees, scoping, consolidated opinion.
- Audit firmsEngagement workflows and methodology coverage for assurance practices.
- Audit blueprintsFour codified Big 4 methodologies, 728–757 steps each.
Fraud & AML
Ground-truth-labelled fraud and money-laundering data for detection models and red-team evaluation.
Data science & ML
Statistically rigorous synthetic datasets for training, benchmarking, and causal work.
- Synthetic financial dataThe category: provenanced, calibrated financial reference data.
- Neural generationDistributional fidelity and joint-distribution modelling for ML.
- Causal modelingGenerate data forward from a causal DAG — known structure by construction.
- Counterfactual simulationWhat-if scenarios: baseline vs. intervened outcomes, side by side.
Process mining
Event logs with a known process model — no extraction guesswork.
Not sure which fits?
Compare VynFi to the alternatives.
A single feature matrix — synthetic-data tools, scramblers, and hand-rolled scripts — so you can place us quickly.