How should a team scope and license a generated booking pack?

Start by naming the decision the material has to support. Training a booking agent, evaluating one before release and regression testing a prompt change need different volumes, key detail and reset behaviour.

**Scope choices:** one product line, the systems and tool actions in play, the exception categories, the share of blocked cases, document noise, output formats and the depth of the answer key. A narrow first scope is easier to inspect than a broad one.

**Licence questions:** which uses are permitted, such as internal training, internal evaluation or publishing results; whether derived models or reports can be shared; how many people or environments may use the material; and how updates to a release are handled. Licence terms are agreed with MirrorFirm during scoping, and this page does not set them.

**Limits to keep in mind:** the output is generated and not a copy of any business's records. It reflects patterns informed by direct observation of how businesses operate, so your own policies, systems and edge cases will differ. Grounding and disclosure risk should be inspected in any sample.

**Useful first step:** agree a small pilot with a defined set of tasks, review the sample with your operations and engineering staff, then decide whether to widen the scope.