What licensing and usage limits should I ask about for generated approval data?

**Are terms fixed in advance?** Not in this description. Licence terms, quantities, pricing and delivery timing are agreed with MirrorFirm during scoping, so raise your requirements before the sample stage.

**Questions worth asking**

- **Permitted use.** Is the licence for evaluation only, or also for training and fine-tuning? - **Derived works.** Can you publish benchmark results, or release a derived task set? - **Redistribution.** May you share the data with contractors, partners or auditors? - **Internal copies.** Can you hold copies across teams and environments? - **Updates.** What happens when you request a revised or extended release? - **Retention.** What are the obligations if the arrangement ends?

**What not to assume**

- The data is generated, not a set of real business records. - Generated does not mean guaranteed anonymous, privacy compliant or approved by any regulator. Your own review is still needed, including a check for disclosure risk. - A pack that suits one domain will not automatically cover another. - Strong results on a pack do not prove performance in your production environment.

**Practical step.** Write your intended use, including any publication plans, into the scoping request. That lets licence terms be matched to what you actually plan to do.