Transforms existing content by expanding or rewriting it to suit different tones, lengths, or audiences.
Reworks content that already exists — shortening, expanding, changing register, adapting for a different audience. Lower risk than generation from nothing, because the source constrains the output.
One piece of source material needing several audience variants, and summarising long material for readers who will not read it.
Where precision of the original wording matters. Rewriting a regulatory disclosure or a contractual term changes what it says.
Where the source is authoritative, the rewrite must be marked as derived and the original remain accessible.
Expansion inventing detail. Asked to make something longer, the model adds specifics that were not in the source and are not true.
A technical policy rewritten as a one-page summary for a general audience, published alongside rather than instead of the original.
Two different absences share this shape. Foundational solutions get built whatever the domain, so no domain links them; the rest are solutions this domain genuinely does not reach for. v_ai_solutions_unlinked separates the two.