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Get cited by AI — built from the demand you found. GEO (“get cited by AI”) is a compounding distribution stream, not a separate pillar. Reddit is the #1 AI-cited domain and most AI citations are Q&A threads, so the fastest path to being the cited answer is to participate in the threads your audience is already asking in and to publish answer-first content for the questions they ask. One call off a finished demand report turns it into a grounded GEO plan.
/demand-report an affordable, jitter-free focus tool for indie developers
/distribution-geo

What you get back

A GeoPlan with three grounded streams:
  • participation_targets — the real threads/communities to engage. Each ParticipationTarget carries a community, a real permalink (a verbatim source_url from a verified quote — never invented), the why (what that audience is asking, from a cluster claim), and a value-first suggested_angle.
  • citability_probes — the conversational queries to test whether you’re cited. Each CitabilityProbe’s prompt is a real question phrased the way someone would ask an answer engine, derived from a cluster claim (target_phrase). Run them against ChatGPT / Perplexity / Google AI and check for your citation.
  • answer_briefs — the answer-first content to publish. Each AnswerBrief leads with the question, then a grounded answer, and carries stat_anchors (the cluster’s real distinct-author / mention counts) plus evidence_refs that resolve against the report’s evidence.

The honesty contract

Participation targets and citability probes are deterministic — pulled straight from the report’s permalinks and cluster claims, never the model’s imagination. The answer briefs’ prose is LLM-authored, but the answer is a factual claim, so cite-or-die is correct here: every brief’s evidence_refs resolve against report.evidence, and a brief whose evidence doesn’t resolve is dropped before it ships. The stat_anchors are the report’s real counts. GEO is a compounding stream — first citations take roughly three months. Treat this as a patient play: show up value-first in the real threads, disclose your affiliation, never drop a bare link. metalworks plans and drafts; a human runs it — nothing here posts.