What limits apply, and will we receive any real customer records?

**Will we receive real customer records?**

No. MirrorFirm's commercial product is generated, synthetic material. It is informed by direct observation of how real businesses operate, but it does not deliver real business records.

**Can we treat the data as automatically safe for any use?**

No. Generated does not mean exempt from review. Inspect a sample for details that resemble a real organisation or person, check that it is plausible for your domain, and apply your own governance process before use. Nothing in a release should be read as approval from a regulator or a statement about privacy compliance.

**Can we use it to train as well as evaluate?**

That depends on the licence you agree. State the intended uses clearly during scoping, including training, evaluation, internal sharing and publication of results.

**Can the schema match our systems?**

Field names, identifier styles and tool payloads can be adapted during scoping. Confirm them against a small sample first.

**What will not be covered?**

Your organisation's specific policies, products and integrations will differ from the generated ones. Treat the material as a way to exercise behaviour, not as a replica of your process.

**Where do prices and timelines come from?**

They are agreed with MirrorFirm directly for your scope.