Data ReserveAI data licensing research
Section 02 / Do-it-yourself game plans

Stage 7 — Negotiate scope and approve the actual economics

Data Reserve research deskSection 02Page 8 of 15Last updated 4 November 2026

Suggested internal effort: 4–10 person-days plus external negotiation and counsel time; assumption only. Translate the successful pilot into a production scope. Separate pre-training, fine-tuning, retrieval, evaluation and further-derived uses; the technical distinction between external retrieval and model parameters is described in the RAG research. Lewis et al. — Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks

For each permission, decide the corpus, version, recipient, territory, term, output treatment, updates, sublicensing and post-termination position. Add exclusions and existing customer carve-outs. Define who bears costs when a source item must be withdrawn or an update fails. Ensure liability promises match the evidence the owner actually holds.

A worked cash model — entirely hypothetical

Assume $120,000 is actually collected, a 15% commission is payable on those receipts, preparation costs $24,000, legal work $8,000 and ongoing delivery $10,000. Contribution before tax and unallocated overheads is $60,000. No amount is a market rate.

Scenario Collected receipts Commission Other specified costs Contribution
No sale; preparation and legal sunk $0 $0 $32,000 −$32,000
Lower receipts; delivery still required $60,000 $9,000 $42,000 $9,000
Illustrative central case $120,000 $18,000 $42,000 $60,000
Higher receipts; same assumed costs $180,000 $27,000 $42,000 $111,000

Under the same simplified costs and commission, break-even collected receipts are $42,000 / 0.85 = $49,411.76. This ignores timing, tax, financing, internal labour, contributor shares, refunds and other omitted costs; add them before using the model for approval. The no-sale row assumes delivery never starts, which is why its costs differ.

Evaluate payment timing separately. For example, under an assumed $30,000 pre-delivery receipt and an immediate 15% commission, only $25,500 is available against $32,000 of preparation and legal costs: a $6,500 funding gap before other costs. Booked contract value does not fund that gap.

Completion condition: finance approves the cost and cash assumptions, product approves potential overlap, counsel approves the agreement, and the authorised executive accepts remaining risks. Do not sign against an old financial model after changing the rights or delivery obligations.

Sources cited on this page

  1. Lewis et al. — Retrieval-Augmented Generation for Knowledge-Intensive NLP Tasks ↗arxiv.org