Research conventional keywords, search intent, audience questions, demand provenance, query clusters, coverage gaps, cannibalization and competitor evidence. Map each need to one canonical page and its exact Markdown answer destination; preserve source dates, uncertainty and both opportunity tracks. Route formal multi-engine AI evidence to ai-search-research.