{
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  "record_kind": "claim_review",
  "format": "retained example with source-scoped editorial decisions",
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    "prepared_date": "2026-10-06",
    "article_path": "/ai-generated-content-seo/",
    "instructions_file": "download-instructions.md",
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    "source_date_policy": "Blank source_date means no exact publication/update date was displayed in the checked source body; review_date is separate.",
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  "limits": [
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    "The initial prompt requested no tools or memory; hidden account settings and backend model identity were not independently verified.",
    "Supported claims were retained. One aggregation clarification uses an additional official source D, added only during review.",
    "Image alt text remains proposed because its keyword-metrics diagram is unmade.",
    "Headline and description strings are not complete, validated or published structured data.",
    "Owner/human final approval remains pending."
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  "sources": {
    "A": {
      "publisher": "Google Ads Help",
      "title": "About Keyword Planner forecasts",
      "url": "https://support.google.com/google-ads/answer/3022575?hl=en",
      "checked_date": "2026-10-06",
      "source_date": "",
      "input_to_model": true
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      "publisher": "Google Search Console Help",
      "title": "Performance report (Search results): Overview and basic setup",
      "url": "https://support.google.com/webmasters/answer/7576553?hl=en",
      "checked_date": "2026-10-06",
      "source_date": "",
      "input_to_model": true
    },
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      "publisher": "Google Search Console Help",
      "title": "Performance report (Search results): Dimensions and data groupings",
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      "checked_date": "2026-10-06",
      "source_date": "",
      "input_to_model": true
    },
    "D": {
      "publisher": "Google Search Console Help",
      "title": "What are impressions, position, and clicks?",
      "url": "https://support.google.com/webmasters/answer/7042828?hl=en",
      "checked_date": "2026-10-06",
      "source_date": "",
      "input_to_model": false,
      "review_note": "Additional source consulted after the retained model response; frozen input was not changed."
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  "summary": {
    "review_rows": 22,
    "actions": {
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      "qualify": 1,
      "investigate": 1
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    },
    "factual_corrections_identified": 0,
    "removed_claims": 0,
    "owner_review_complete": false,
    "meaning": "Row counts describe this editorial inventory only, not a model accuracy rate."
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    {
      "record_type": "EXAMPLE",
      "row_id": "C01",
      "statement": "How to Read Keyword Research Metrics",
      "location": "title",
      "evidence_reference": "Raw response and supplied facts 1-8; https://support.google.com/google-ads/answer/3022575?hl=en; https://support.google.com/webmasters/answer/7576553?hl=en; https://support.google.com/webmasters/answer/17011259?hl=en&ref_topic=17010766",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Describes the short explanatory scope; does not promise results or tool testing.",
      "editorial_action": "keep",
      "revised_wording": "How to Read Keyword Research Metrics",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C02",
      "statement": "Learn how historical keyword metrics, ad forecasts and observed site performance differ, including key caveats for reading Search Console data.",
      "location": "description",
      "evidence_reference": "Raw response and supplied facts 1-8; https://support.google.com/google-ads/answer/3022575?hl=en; https://support.google.com/webmasters/answer/7576553?hl=en; https://support.google.com/webmasters/answer/17011259?hl=en&ref_topic=17010766",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "The body covers these categories and reporting caveats. This is a scope description, not a performance claim.",
      "editorial_action": "keep",
      "revised_wording": "Learn how historical keyword metrics, ad forecasts and observed site performance differ, including key caveats for reading Search Console data.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C03",
      "statement": "Keep three categories separate: historical keyword metrics, advertising forecasts and observed site performance.",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (historical metrics and forecasts); https://support.google.com/webmasters/answer/7576553?hl=en (Performance report)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "An editorial organization of the supplied definitions, not a numerical or causal finding.",
      "editorial_action": "keep",
      "revised_wording": "Keep three categories separate: historical keyword metrics, advertising forecasts and observed site performance.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C04",
      "statement": "Keyword Planner’s **average monthly searches** averages searches for a keyword and close variants over the selected period, location and Search Network settings.",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (What your historical metrics mean)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Preserves close variants, period, location and network. No observed keyword values supplied.",
      "editorial_action": "keep",
      "revised_wording": "Keyword Planner’s **average monthly searches** averages searches for a keyword and close variants over the selected period, location and Search Network settings.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C05",
      "statement": "The default period is 12 months",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (Average monthly searches)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Default averaging period, not a required period for every export. The selected period can differ.",
      "editorial_action": "keep",
      "revised_wording": "The default period is 12 months",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C06",
      "statement": "values are rounded.",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (Things to keep in mind about your historical metrics)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Refers to average monthly search values in the preceding sentence; not every metric in every tool.",
      "editorial_action": "keep",
      "revised_wording": "values are rounded.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C07",
      "statement": "**Competition** describes advertiser competition for a keyword under the selected targeting, not organic ranking difficulty.",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (Competition)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Describes the Google Ads field, not an organic difficulty metric from another provider.",
      "editorial_action": "keep",
      "revised_wording": "**Competition** describes advertiser competition for a keyword under the selected targeting, not organic ranking difficulty.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C08",
      "statement": "The **low and high top-of-page bid ranges** approximate the 20th and 80th percentiles, respectively, of historical top-of-page advertising bids for the selected location and network.",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (Top of page bid low and high ranges)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Historical advertising bid ranges; not guaranteed costs, organic value or ranking forecasts.",
      "editorial_action": "keep",
      "revised_wording": "The **low and high top-of-page bid ranges** approximate the 20th and 80th percentiles, respectively, of historical top-of-page advertising bids for the selected location and network.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C09",
      "statement": "**Forecasts** concern possible advertising performance, not historical search volume.",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (Forecasts; Saved keywords)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Distinguishes forecast outputs from historical search-volume metrics; does not deny the use of historical data in forecasting.",
      "editorial_action": "keep",
      "revised_wording": "**Forecasts** concern possible advertising performance, not historical search volume.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C10",
      "statement": "Forecasted impressions account for bid, budget, seasonality and historical ad quality.",
      "location": "body",
      "evidence_reference": "https://support.google.com/google-ads/answer/3022575?hl=en (Forecasts)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Specific to forecasted advertising impressions; no forecast was generated for this exercise.",
      "editorial_action": "keep",
      "revised_wording": "Forecasted impressions account for bid, budget, seasonality and historical ad quality.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C11",
      "statement": "Search Console’s **Search results Performance report** describes a site’s Google Search performance, including clicks and impressions.",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/7576553?hl=en (Overview; Choosing metrics)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Property performance, not all market searches or a general keyword-volume database.",
      "editorial_action": "keep",
      "revised_wording": "Search Console’s **Search results Performance report** describes a site’s Google Search performance, including clicks and impressions.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C12",
      "statement": "**CTR** is clicks divided by impressions.",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/7576553?hl=en (Choosing metrics)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Definition within the selected Search Console report scope; no empirical CTR supplied.",
      "editorial_action": "keep",
      "revised_wording": "**CTR** is clicks divided by impressions.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C13",
      "statement": "**Average position** uses the topmost result for the relevant site or grouping.",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/7576553?hl=en (Choosing metrics); https://support.google.com/webmasters/answer/7042828?hl=en (What is position?; Average position)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "needs_qualification",
      "qualification": "Original wording is supported by supplied fact 6. The additional average-across-impressions phrase makes aggregation explicit. This is a clarity qualification, not a contradiction.",
      "editorial_action": "qualify",
      "revised_wording": "**Average position** uses the topmost result for the relevant site or grouping, averaged across impressions.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Added averaged across impressions and source D during review. D was not supplied to the model and is not retroactively added to the frozen input."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C14",
      "statement": "A fresh manual search can show a different position because results depend on time, location, device and search history.",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/7576553?hl=en (Choosing dimensions)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Explains contextual variation; does not claim a live rank or that these are the only influences.",
      "editorial_action": "keep",
      "revised_wording": "A fresh manual search can show a different position because results depend on time, location, device and search history.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C15",
      "statement": "Treat the visible query table as incomplete:",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/17011259?hl=en&ref_topic=17010766 (Query details and limitations)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "A justified interpretation of the documented omissions; not a statement that every query row is wrong.",
      "editorial_action": "keep",
      "revised_wording": "Treat the visible query table as incomplete:",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C16",
      "statement": "some queries are omitted for privacy",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/17011259?hl=en&ref_topic=17010766 (Anonymized queries)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Privacy omissions apply to visible query rows; chart totals and query-filter behavior have additional rules not described in this short draft.",
      "editorial_action": "keep",
      "revised_wording": "some queries are omitted for privacy",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C17",
      "statement": "additional rows may be omitted because of internal limits.",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/17011259?hl=en&ref_topic=17010766 (Data truncation)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Query-table completeness limitation, separate from privacy omissions.",
      "editorial_action": "keep",
      "revised_wording": "additional rows may be omitted because of internal limits.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C18",
      "statement": "**exported zeros need context**.",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/7576553?hl=en (Exporting report data)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Refers to the documented unavailable-value conversion in the following sentence; does not say all exported zeros are missing data.",
      "editorial_action": "keep",
      "revised_wording": "**exported zeros need context**.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C19",
      "statement": "Search Console converts report values shown as `~` or `-`, meaning unavailable or not a number, into zeros during export.",
      "location": "body",
      "evidence_reference": "https://support.google.com/webmasters/answer/7576553?hl=en (Exporting report data)",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "Preserves exactly which displayed states become zero; ordinary measured zeros must not be relabelled without evidence.",
      "editorial_action": "keep",
      "revised_wording": "Search Console converts report values shown as `~` or `-`, meaning unavailable or not a number, into zeros during export.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending before publication.",
      "evidence_confirmation": "confirmed",
      "revision_note": "Retained; no factual correction identified within the reviewed scope."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C20",
      "statement": "Teaching diagram comparing historical Keyword Planner metrics—search volume, advertiser competition and bid ranges—with advertising forecasts and observed Search Console performance: clicks, impressions, CTR and average position.",
      "location": "alt",
      "evidence_reference": "Prompt requests proposed alt text for an unmade diagram; https://support.google.com/google-ads/answer/3022575?hl=en; https://support.google.com/webmasters/answer/7576553?hl=en",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "unresolved",
      "qualification": "The underlying categories are sourced, but correspondence with an actual image cannot be checked. This proposed keyword-metrics diagram is not the article’s separate claim-review workflow illustration.",
      "editorial_action": "investigate",
      "revised_wording": "Teaching diagram comparing historical Keyword Planner metrics (search volume, advertiser competition and bid ranges) with advertising forecasts and observed Search Console performance: clicks, impressions, CTR and average position.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Create the matching keyword-metrics diagram and check the proposed alt against it, or omit this alt from deployment. Owner review pending.",
      "evidence_confirmation": "unconfirmed",
      "revision_note": "Changed em-dash punctuation to parentheses for house style. No factual correction. Proposed wording remains unresolved until its actual image exists."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C21",
      "statement": "How to Read Keyword Research Metrics",
      "location": "structured_data",
      "evidence_reference": "Raw JSON headline; retained title; https://support.google.com/google-ads/answer/3022575?hl=en; https://support.google.com/webmasters/answer/7576553?hl=en; https://support.google.com/webmasters/answer/17011259?hl=en&ref_topic=17010766",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "The headline value matches the title. The two-value JSON fragment was all the prompt requested; it is not complete or validated BlogPosting markup.",
      "editorial_action": "keep",
      "revised_wording": "How to Read Keyword Research Metrics",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending. If used on a page, place values into appropriate complete markup and validate the actual page.",
      "evidence_confirmation": "confirmed",
      "revision_note": "JSON headline value retained. No claim that the fragment itself establishes schema validity or search eligibility."
    },
    {
      "record_type": "EXAMPLE",
      "row_id": "C22",
      "statement": "Learn how historical keyword metrics, ad forecasts and observed site performance differ, including key caveats for reading Search Console data.",
      "location": "structured_data",
      "evidence_reference": "Raw JSON description; retained meta description; https://support.google.com/google-ads/answer/3022575?hl=en; https://support.google.com/webmasters/answer/7576553?hl=en; https://support.google.com/webmasters/answer/17011259?hl=en&ref_topic=17010766",
      "source_date": "",
      "review_date": "2026-10-06",
      "evidence_status": "supported_in_scope",
      "qualification": "The description value matches the description and scope. Full structured-data validity is outside this fragment.",
      "editorial_action": "keep",
      "revised_wording": "Learn how historical keyword metrics, ad forecasts and observed site performance differ, including key caveats for reading Search Console data.",
      "reviewer": "Codex-assisted; owner review pending",
      "next_action": "Owner review pending. If used on a page, place values into appropriate complete markup and validate the actual page.",
      "evidence_confirmation": "confirmed",
      "revision_note": "JSON description value retained. No claim that the fragment itself establishes schema validity or search eligibility."
    }
  ]
}