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Content briefs

Query → outline + entities + citations.

The brief generator turns a target query into an opinionated outline: search intent classification, AI-answer intent, FAQ stems mined from people-also-ask and answer-engine continuations, an outline with H2/H3 hierarchy, candidate titles, and a JSON-LD schema pack. The output is the input to a writer or to a content-ops workflow — the brief itself is not the post.

Briefs are deterministic by default. When the workspace has BYOK + live providers enabled, the LLM-backed variant adds a discovery pass that surfaces named entities and citation candidates from real answer-engine outputs for the query.