What should I ask about licensing and permitted use before starting?

**What can I do with the material?**

Ask specifically about training, evaluation, internal testing and any publication of results. Terms are agreed per engagement, so confirm in writing which uses are covered.

**Can I share it or build it into a product?**

Ask whether redistribution, sublicensing or inclusion in a downstream environment is permitted, and under what conditions.

**Does generated mean I have no obligations?**

No. The material is generated and is not real business records, but MirrorFirm does not claim it guarantees anonymity, privacy compliance or regulatory approval. Your own legal and risk teams should decide what review your use case needs, and you should inspect grounding and disclosure risk in the sample.

**What happens if I find defects?**

Ask how defects are reported, whether corrected versions are issued, and how versions are labelled, so your runs can be tied to a specific release.

**Can I extend a sample later?**

Ask how additional domains, roles or exception types are scoped, and whether the schema stays stable across additions.

Do not rely on assumptions about price, timing or service levels. Request them in the engagement discussion and confirm them in the agreement.