Retrieval-augmented generation systems pull in multiple documents, and one retrieved source can contradict another even when each is individually plausible. Most frameworks evaluate documents and generated statements independently, so these conflicts go unchecked. Consistency requires examining how the retrieved set works together, not just scoring each document on its own.