Can I use a generated sample without review, and how is licensing handled?

**Can I use a generated sample without further review?**

No. Run your own checks first. The material is generated, and the design is informed by observation of how businesses operate, but generation does not by itself settle questions of privacy, disclosure or regulatory suitability. Your team should look at what a sample contains before relying on it.

**What should I look for when reviewing a sample?**

Check names, identifiers, addresses and free text for anything that might resemble a real person or business. Check that policy wording does not copy a specific organisation's documents. Ask how grounding was handled.

**Does a sample contain real business records?**

No. The commercial product is always generated, synthetic material.

**Can I license the output for training and for evaluation?**

Permitted uses are set out in the licence agreed with MirrorFirm. State up front whether you need training, evaluation or both, and whether you need to redistribute any part. Do not assume terms that have not been written down.

**What limits might apply to a pilot?**

Limits on request types, volume, interface formats and permitted use are set during scoping. Ask for them in writing.

**What is a sensible first request?**

A small task set for one request type, with schema, snapshots, a reference solution and the grading logic, so your team can test every layer.