What limits apply, and what is a sensible first step with MirrorFirm?

**Does MirrorFirm deliver real business records?**

No. The commercial product is always generated, synthetic material. It is informed by direct observation of how real businesses operate, such as their workflows, decisions, handovers and exceptions, but the records you receive are generated.

**Does generated mean safe to share freely?**

Not automatically. Generated output does not carry a promise of anonymity, privacy compliance or regulatory approval. Inspect samples for grounding and disclosure risk, and apply your own review before wider sharing.

**Can I ask for a specific organisation's process?**

Ask for the structure you need, such as three approval levels, linked-facility aggregation or conditional approvals. The material is not a reproduction of a named organisation, and requests framed that way should be reworded as structural requirements.

**Can I use the output to train a model and publish benchmark results?**

That depends on the licence. State both intentions when you scope so the licence reflects them.

**Are there limits on coverage?**

Yes. A release covers the domains, roles, policies and case types agreed in scope. Anything outside that, such as a procedure specific to one regulator that you did not specify, may be absent or approximated, so name it in your request.

**What is a useful first step?**

A small sample or pilot in one domain, with your acceptance checks written down before delivery. Terms, pricing and timing are discussed directly with MirrorFirm and are not set here.