What limits apply, and how does licensing work for generated booking material?

**Is any of this real business data?**

No. MirrorFirm provides generated, synthetic material. It is informed by direct observation of how real businesses operate, but it is not a copy of any organisation's records.

**Does generated mean anonymous or compliant?**

No such conclusion should be drawn. Generated output can still resemble real patterns too closely, so inspect a sample for grounding and disclosure risk, and run your own review against your obligations.

**Does it cover every lender or product?**

No. A release reflects the scope agreed, such as one product type and a set of task families. Systems, policies and field names in your organisation will differ, and the data should be treated as a starting point for your environment.

**How is licensing handled?**

Licence terms, permitted uses such as training, evaluation or internal tooling, and delivery arrangements are agreed with MirrorFirm during scoping. Ask for them in writing before you build on a release.

**Can the data be used to train a model?**

That depends on the licence you agree, so state your intended use at the start.

**What is a sensible first step?**

A small sample with agreed checks.