How is generated mismatch material licensed, and what limits apply?

**How is the material licensed?** Licence terms are agreed per engagement. Ask what use the licence covers: internal training, evaluation, publishing results, or sharing with your customers. Get the answer in writing before you build a product on it.

**Can I use it to train a model, or only to evaluate?** That is a scoping question. Training and evaluation need different handling of labels, so say which you intend. If you want a clean evaluation set, ask for a held-out portion that is kept away from training.

**Does it contain real business records?** No. MirrorFirm's commercial output is generated. It is informed by direct observation of how businesses work, but the records are synthetic. Even so, inspect a sample for grounding and disclosure risk, since generation alone does not settle either question.

**Does it make my product compliant?** No. Generated data does not provide privacy compliance or regulatory approval, and using it does not replace your own review.

**What limits should I expect?** Coverage is bounded by what is agreed in scope: the domains, causes, policies and tools. It will not mirror your internal systems field for field unless you specify the shape you need.

**What is a good first step?** Request a small sample for one process and review it against your own cases.