{
  "version": "2026-10-03-v1",
  "article_slug": "query-fan-out-cho-geo",
  "checked_date": "2026-10-03",
  "kind": "public_source_claim_ledger",
  "method": "Official platform and vendor pages were opened and read with web retrieval. Source claim paraphrases are separated from LUMESEO's proposed workflows and fabricated instructional examples.",
  "measurement_status": "No customer outcomes, ChatGPT recommendations, search demand, or tool-account benchmark measured.",
  "rows": [
    {
      "source_id": "googleAI",
      "url": "https://developers.google.com/search/docs/appearance/ai-features",
      "publisher": "Google Search Central",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "AI Overviews/AI Mode may use query fan-out; no special AI files/schema required; conditions do not guarantee serving.",
      "limits": "Applies to Google Search AI features, not a measurement of ChatGPT internal queries."
    },
    {
      "source_id": "fanInspiration",
      "url": "https://rankzup.ai/tools/query-fanout",
      "publisher": "rankzupAI",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "Vendor page presents query expansion as an estimate and content-planning input.",
      "limits": "Topic inspiration only; tool not executed, exact fan-outs not independently established."
    },
    {
      "source_id": "search",
      "url": "https://learn.chatgpt.com/docs/web-search",
      "publisher": "OpenAI",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "Web search can show search results and citations; search availability can depend on settings.",
      "limits": "Does not establish exact internal queries, video access, permanent knowledge edits, or guaranteed citation."
    }
  ],
  "examples": {
    "status": "constructed_instructional_examples_not_customer_results",
    "numerical_inputs": "No measured volume, price or energy outcome"
  },
  "verification_prompts_status": "proposed_not_run",
  "maintenance": "Reopen claims when official documentation, source URL, or product/version/ownership changes; public platform outcomes remain unverified until actual tests are logged."
}