Citation Outreach

What it does

Aggregates the citations LLMs made during the audit, identifies the authoritative domains of the industry and, for each one, proposes a concrete outreach move (digital PR, guest post, partnership) to raise the chance that the LLM cites the brand too.

When to use it

• When the audit shows the brand is mentioned less than competitors on key domains.
• To plan link building/PR aimed at sources that LLMs actually consult.
• When you want to understand who the "implicit authorities" of the industry are, according to LLMs.

Required inputs

• audit_id (required): the audit to pull the authority snapshot from.

Example output

{
  "slug": "citation-strategy",
  "artifact_ids": ["art-snap-1", "art-strategy-1"],
  "payload": {
    "top_domains": [{"domain": "wired.com", "mention_count": 3, "audit_count": 2}],
    "items": [{"domain": "wired.com", "suggested_action": "guest_post", "rationale": "..."}]
  }
}