Is the data real, and what should I check about privacy and licensing?

**Question: Are these real documents, and can I treat them as free of privacy concerns?**

The commercial output is generated, synthetic material. It is not a set of real business records and MirrorFirm does not deliver any. The generation is informed by direct observation of how real businesses operate, covering workflows, decisions, handovers and exceptions.

That does not mean you can skip diligence. Generated data can still resemble real material in ways that matter, so inspect the following in a sample.

- **Grounding.** Ask how the policies, document types and defect patterns were derived, and what is documented about that process. - **Disclosure risk.** Check that no document reads as a copy of an identifiable record, and that names, identifiers and amounts are generated. - **Plausibility.** Confirm with a domain reviewer that the material is realistic enough for your purpose, without being traceable to a real file.

Your own legal and privacy teams should review the sample and the licence. Neither regulatory approval nor compliance is implied by the data being generated.

On licensing, ask MirrorFirm what use is permitted: training, fine-tuning, evaluation, redistribution of derived models, and sharing with contractors. Terms are agreed directly and are not assumed here. Bring your intended use to the first conversation so it can be written down clearly.