Data ReserveAI data licensing research
Section 09 / Scorecard

Which service are we actually comparing?

Data Reserve research deskSection 09Page 1 of 11Last updated 4 November 2026

Before assigning a point, write a one-sentence outcome: “We need a partner to originate and negotiate non-exclusive retrieval licences for this specified archive,” or “We need secure delivery for customers we already have.” Those are different procurement problems.

Service Outcome to test Evidence that would answer the question Claim that is insufficient on its own
Agency or broker Relevant introductions and negotiated business Comparable mandates, permissioned references, transaction and remittance records “We know the major labs”
Marketplace/distributor Suitable discovery, contracting and delivery Matching buyer enquiries, onboarding terms, delivery demonstration and reports Number of listings
Access/metering platform Controlled access and reproducible usage billing Test logs, configuration, charge definitions and reconciliation Total bot traffic
Preparation provider Agreed transformations at acceptable quality and cost Pilot output, acceptance tests, task-level scope and change control Generic annotation capacity
Legal adviser Specific rights and contract advice Relevant scope, responsible qualified advisers and defined work product An industry article or conference appearance

AWS documents that providers determine the legal terms and usage rights of their data offers in the DSA. Cloudflare documents Pay Per Crawl as a mechanism for charging crawler access. These examples support asking exactly which layer a service supplies; they do not rank either provider.

Use the same baseline weights for partners offering the same outcome. For a pure preparation or legal procurement, create a separate specialist rubric before opening proposals; do not reward a supplier for originating demand it was never engaged to originate. If a multidisciplinary plan is assessed here, assign the relevant responsibility to a named firm or internal owner.

Sources cited on this page

  1. DSA ↗docs.aws.amazon.com
  2. Pay Per Crawl ↗developers.cloudflare.com