Preparation guide

AI data license scope: an editable worksheet

Map proposed training, retrieval, evaluation, users, duration, and downstream handling before legal review. Includes a worked example and worksheet.

A useful scope worksheet describes the proposed transaction in plain language. It is a preparation document, not a license or a determination that you can grant the requested rights.

Start with a bounded collection

Name the release, cutoff date, included tables or assets, and explicit exclusions. Use a reference such as manuals-v1, not “all our content.” Separate original writing from supplied diagrams or licensed inserts. The scope follows the inventory: a later export or newly acquired source needs a fresh review before it joins the proposed collection.

Describe activities one at a time

Ask the recipient to describe evaluation, retrieval, model training, fine-tuning, and benchmarking separately. Record the system and business purpose for each requested activity. For retrieval, ask what passages may be displayed to users; for training, ask which models and teams are involved. These are review questions, not a statement that any activity is automatically permitted or prohibited.

Make unresolved boundaries visible

List recipient entities, affiliates, contractors, access locations, duration, redistribution, exclusivity, and outputs or derived artifacts. For each, record a proposal, a decision owner, and an unresolved question. Do not mark a row approved because someone has technical access. A reviewer needs the actual source agreements and proposed use to assess the request.

Treat evaluation and later use as separate decisions

A sample can answer a feasibility question without defining a full commercial arrangement. Record how evaluation access ends, how retained copies or results will be handled, and what additional review would precede a broader delivery. Whether a model or other artifact can be retained is a question for agreement review, not something this worksheet decides.

Freeze the discussion version

Store the worksheet with the source inventory and an export manifest. Give every change a date and owner. If the recipient requests a different use, a new geography, or additional material, record the difference rather than replacing the earlier proposal. This creates a useful handoff to qualified legal and privacy reviewers; it is not a ready-to-sign contract.

Illustrative scope rows — proposals, not agreed terms
ItemDraft proposalOpen question
Collectionmanuals-v1; current English text onlyAre externally supplied diagrams excluded?
EvaluationNamed team checks retrieval on a limited sampleWho approves access and the end-of-test process?
Later useTraining requested separatelyWhich models, entities, and downstream handling need review?

Licensing scope worksheet

Edit this outline, then copy or download it. It stays in this page and is not submitted or saved by this tool. Keep confidential records and personal information out. Save your work before leaving or reloading.

You can select and copy the text manually. This is a preparation worksheet, not a legal agreement.

Sources and scope of this guidance

Source checked October 19, 2026. This research examines dataset licensing and attribution. The proposed-use worksheet here is an original discussion aid, not a contract template or a legal interpretation of that research.

Data Provenance Initiative: original dataset licensing research