{
  "version": "2026-10-03-v1",
  "article_slug": "quy-trinh-bien-tap-noi-dung-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": "workflowInspiration",
      "url": "https://nextop.agency/cach-viet-content-chuan-geo/",
      "publisher": "NEXTOP",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "Vendor describes answer-first content, heading structure and a publishing checklist.",
      "limits": "Topic inspiration only; its fixed heading ratios and AI-mechanism assertions are not adopted."
    },
    {
      "source_id": "workflowContext",
      "url": "https://fastmarketing.com.vn/blog/phuong-phap-geo-fast-marketing",
      "publisher": "Fast Marketing",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "Vendor describes source strategy and separate content/measurement workstreams.",
      "limits": "Topic inspiration only; vendor quantitative results and platform-weight claims are not used."
    },
    {
      "source_id": "helpful",
      "url": "https://developers.google.com/search/docs/fundamentals/creating-helpful-content",
      "publisher": "Google Search Central",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "People-first usefulness and real responsibility are content self-assessment considerations.",
      "limits": "Does not prescribe this article's editorial workflow or a guaranteed citation score."
    },
    {
      "source_id": "spam",
      "url": "https://developers.google.com/search/docs/essentials/spam-policies",
      "publisher": "Google Search Central",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "Scaled content abuse concerns large-scale content created mainly to manipulate rankings without helping users, regardless of creation method.",
      "limits": "This is a Search policy; it does not measure AI-content citation likelihood."
    },
    {
      "source_id": "schema",
      "url": "https://developers.google.com/search/docs/appearance/structured-data/sd-policies",
      "publisher": "Google Search Central",
      "checked_date": "2026-10-03",
      "reading_status": "opened_body",
      "supports": "Structured data should represent visible content and not misleading claims.",
      "limits": "No special GEO schema or guaranteed AI citation is established."
    },
    {
      "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."
    }
  ],
  "examples": {
    "status": "constructed_instructional_examples_not_customer_results",
    "numerical_inputs": "200000 VND/store/month prepaid 12 months, three stores; 3*200000*12=7200000 VND illustrative subscription only"
  },
  "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."
}