{
  "title": "NarraLoom editorial review: October 6, 2026",
  "publisher": "NarraLoom",
  "scope": "NarraLoom-owned educational content; editorial and technical changes only",
  "work_date": "2026-10-06",
  "record_type": "Dated first-party editorial change record",
  "starting_observation": "Some older articles used overly broad AI-search statements, and nine other articles lacked contextual body links even though Related Resources existed.",
  "method": [
    "Compare saved article versions before and after the work",
    "Check primary-source links in the revised article prose",
    "Compare original publication dates with article BlogPosting dates after the edits",
    "Count inserted contextual anchors and verify their destinations",
    "Compare Related Resources before and after the edits",
    "Compare public sitemap revision dates with the recorded modifications"
  ],
  "summary": {
    "articles_revised_for_accuracy": 6,
    "other_articles_receiving_contextual_links": 9,
    "contextual_links_added": 18,
    "original_publication_dates_and_urls_preserved": true,
    "original_related_resources_preserved": true
  },
  "accuracy_revisions": [
    {
      "title": "Why Competitors Appear in AI Search Answers",
      "page_url": "https://narraloom.com/blog/why-ai-search-recommends-competitors",
      "publication_date_preserved": "2026-04-26T09:00:00.000Z",
      "modification_date": "2026-10-06T00:00:00.000Z",
      "changes": [
        "AI-search explanations revised to distinguish documented guidance from observations and unknowns",
        "Primary-source links added in article prose"
      ],
      "primary_source_links": [
        "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide",
        "https://developers.google.com/search/docs/fundamentals/creating-helpful-content"
      ],
      "verified_at_utc": "2026-10-06T20:57:08.080553+00:00"
    },
    {
      "title": "How AI Search Finds and Cites Business Content",
      "page_url": "https://narraloom.com/blog/ai-search-deciding-who-gets-the-call",
      "publication_date_preserved": "2026-04-04T09:00:00.000Z",
      "modification_date": "2026-10-06T00:00:00.000Z",
      "changes": [
        "AI-search explanations revised to distinguish documented guidance from observations and unknowns",
        "Primary-source links added in article prose"
      ],
      "primary_source_links": [
        "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide",
        "https://developers.google.com/search/docs/fundamentals/creating-helpful-content"
      ],
      "verified_at_utc": "2026-10-06T20:57:08.080553+00:00"
    },
    {
      "title": "Find Buyer Questions Your Competitors Answer",
      "page_url": "https://narraloom.com/blog/competitors-answering-your-customers-questions",
      "publication_date_preserved": "2026-04-04T09:00:00.000Z",
      "modification_date": "2026-10-06T00:00:00.000Z",
      "changes": [
        "AI-search explanations revised to distinguish documented guidance from observations and unknowns",
        "Primary-source links added in article prose"
      ],
      "primary_source_links": [
        "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide",
        "https://developers.google.com/search/docs/fundamentals/creating-helpful-content"
      ],
      "verified_at_utc": "2026-10-06T20:57:08.080553+00:00"
    },
    {
      "title": "Local Business Visibility in AI Search: What to Check",
      "page_url": "https://narraloom.com/blog/local-businesses-invisible-ai-search",
      "publication_date_preserved": "2026-04-04T09:00:00.000Z",
      "modification_date": "2026-10-06T00:00:00.000Z",
      "changes": [
        "AI-search explanations revised to distinguish documented guidance from observations and unknowns",
        "Primary-source links added in article prose"
      ],
      "primary_source_links": [
        "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide"
      ],
      "verified_at_utc": "2026-10-06T20:57:08.080553+00:00"
    },
    {
      "title": "Content Gap Analysis for SEO and AI Search",
      "page_url": "https://narraloom.com/blog/content-gap-analysis",
      "publication_date_preserved": "2026-03-03T09:00:00.000Z",
      "modification_date": "2026-10-06T00:00:00.000Z",
      "changes": [
        "AI-search explanations revised to distinguish documented guidance from observations and unknowns",
        "Primary-source links added in article prose"
      ],
      "primary_source_links": [
        "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide",
        "https://developers.google.com/search/docs/fundamentals/creating-helpful-content"
      ],
      "verified_at_utc": "2026-10-06T20:57:08.080553+00:00"
    },
    {
      "title": "How to Refresh Content for SEO and AI Search",
      "page_url": "https://narraloom.com/blog/content-refresh-ai-overviews",
      "publication_date_preserved": "2026-03-03T09:00:00.000Z",
      "modification_date": "2026-10-06T00:00:00.000Z",
      "changes": [
        "AI-search explanations revised to distinguish documented guidance from observations and unknowns",
        "Primary-source links added in article prose"
      ],
      "primary_source_links": [
        "https://developers.google.com/search/docs/fundamentals/ai-optimization-guide",
        "https://developers.google.com/search/docs/fundamentals/creating-helpful-content"
      ],
      "verified_at_utc": "2026-10-06T20:57:08.080553+00:00"
    }
  ],
  "contextual_link_revisions": [
    {
      "title": "Buyer-Question Strategy Without Snippet-Chasing: How to Cover Search Intent with Governed, Recurring Content",
      "page_url": "https://narraloom.com/blog/buyer-question-strategy-without-snippet-chasing-how-to-cover-search-intent-with-governed-recurring-content",
      "publication_date_preserved": "2026-06-29T05:09:00.322Z",
      "modification_date": "2026-10-06T21:16:03.448Z",
      "contextual_links_added": [
        {
          "anchor": "buyer-question gap analysis",
          "destination": "https://narraloom.com/blog/how-to-tell-which-buyer-questions-a-client-s-website-already-answers-before-you-commission-more-content",
          "paragraph_index": 23
        },
        {
          "anchor": "AI Visibility Audit",
          "destination": "https://narraloom.com/blog/how-agencies-can-prove-a-client-has-an-ai-visibility-gap-before-recommending-more-content",
          "paragraph_index": 41
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:16:57Z"
    },
    {
      "title": "How Agencies Can Evaluate Content Performance Without Overclaiming Search Outcomes",
      "page_url": "https://narraloom.com/blog/how-agencies-can-evaluate-content-performance-without-overclaiming-search-outcomes",
      "publication_date_preserved": "2026-08-05T14:25:28.880Z",
      "modification_date": "2026-10-06T21:08:50.696Z",
      "contextual_links_added": [
        {
          "anchor": "buyer-question coverage and AI visibility",
          "destination": "https://narraloom.com/blog/ai-visibility-audit-vs-brand-mention-tracking",
          "paragraph_index": 33
        },
        {
          "anchor": "AI Visibility Audit",
          "destination": "https://narraloom.com/blog/ai-search-visibility-scoring-methodology",
          "paragraph_index": 44
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:09:57Z"
    },
    {
      "title": "How Agencies Should Compare Content Fulfillment Pricing Beyond the Monthly Invoice",
      "page_url": "https://narraloom.com/blog/how-agencies-should-compare-content-fulfillment-pricing-beyond-the-monthly-invoice",
      "publication_date_preserved": "2026-07-10T04:34:57.752Z",
      "modification_date": "2026-10-06T21:08:50.696Z",
      "contextual_links_added": [
        {
          "anchor": "white-label AI Search Visibility fulfillment",
          "destination": "https://narraloom.com/blog/what-a-white-label-ai-search-visibility-service-for-agencies-actually-includes",
          "paragraph_index": 19
        },
        {
          "anchor": "pricing, packaging",
          "destination": "https://narraloom.com/blog/how-to-package-geo-and-aeo-as-a-recurring-retainer-instead-of-a-one-time-audit",
          "paragraph_index": 30
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:09:57Z"
    },
    {
      "title": "How NarraLoom Keeps AI-Assisted Content from Feeling Generic",
      "page_url": "https://narraloom.com/blog/how-narraloom-keeps-ai-assisted-content-from-feeling-generic",
      "publication_date_preserved": "2026-06-24T02:35:07.832Z",
      "modification_date": "2026-10-06T21:08:50.696Z",
      "contextual_links_added": [
        {
          "anchor": "voice and brand-rule onboarding",
          "destination": "https://narraloom.com/blog/how-narraloom-matches-content-to-a-client-s-voice-and-brand-rules",
          "paragraph_index": 16
        },
        {
          "anchor": "originality checks",
          "destination": "https://narraloom.com/blog/ensure-content-originality-avoid-plagiarism",
          "paragraph_index": 26
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:09:57Z"
    },
    {
      "title": "How NarraLoom Matches Content to a Client's Voice and Brand Rules",
      "page_url": "https://narraloom.com/blog/how-narraloom-matches-content-to-a-client-s-voice-and-brand-rules",
      "publication_date_preserved": "2026-07-26T15:11:10.815Z",
      "modification_date": "2026-10-06T21:16:03.448Z",
      "contextual_links_added": [
        {
          "anchor": "voice rules",
          "destination": "https://narraloom.com/blog/how-narraloom-keeps-ai-assisted-content-from-feeling-generic",
          "paragraph_index": 15
        },
        {
          "anchor": "review-first delivery",
          "destination": "https://narraloom.com/blog/approval-friendly-draft-packaging-content-teams",
          "paragraph_index": 38
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:16:57Z"
    },
    {
      "title": "How NarraLoom Supports SaaS and Tech Companies With Governed Buyer-Question Content",
      "page_url": "https://narraloom.com/blog/how-narraloom-supports-saas-and-tech-companies-with-governed-buyer-question-content",
      "publication_date_preserved": "2026-07-22T08:29:05.212Z",
      "modification_date": "2026-10-06T21:16:03.448Z",
      "contextual_links_added": [
        {
          "anchor": "AI Visibility Audit",
          "destination": "https://narraloom.com/blog/how-agencies-compare-a-client-s-ai-visibility-with-competitors-across-buyer-questions",
          "paragraph_index": 9
        },
        {
          "anchor": "search-demand data",
          "destination": "https://narraloom.com/blog/how-agencies-can-prove-a-buyer-question-is-worth-answering-before-writing-a-word-of-content",
          "paragraph_index": 12
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:16:57Z"
    },
    {
      "title": "How SaaS Agencies Should Evaluate Content Operations Systems for AI Visibility",
      "page_url": "https://narraloom.com/blog/how-saas-agencies-should-evaluate-content-operations-systems-for-ai-visibility",
      "publication_date_preserved": "2026-06-23T02:13:55.033Z",
      "modification_date": "2026-10-06T21:08:50.696Z",
      "contextual_links_added": [
        {
          "anchor": "Search-demand-backed topic selection",
          "destination": "https://narraloom.com/blog/how-agencies-can-prove-a-buyer-question-is-worth-answering-before-writing-a-word-of-content",
          "paragraph_index": 17
        },
        {
          "anchor": "Governed production and delivery",
          "destination": "https://narraloom.com/blog/how-narraloom-supports-saas-and-tech-companies-with-governed-buyer-question-content",
          "paragraph_index": 52
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:10:03Z"
    },
    {
      "title": "How to Explain AI-Assisted Content with Human Review to Your Agency's Clients",
      "page_url": "https://narraloom.com/blog/how-to-explain-ai-assisted-content-with-human-review-to-your-agency-s-clients",
      "publication_date_preserved": "2026-06-24T02:34:59.084Z",
      "modification_date": "2026-10-06T21:16:03.448Z",
      "contextual_links_added": [
        {
          "anchor": "originality checks",
          "destination": "https://narraloom.com/blog/ensure-content-originality-avoid-plagiarism",
          "paragraph_index": 6
        },
        {
          "anchor": "approval workflow",
          "destination": "https://narraloom.com/blog/how-narraloom-matches-content-to-a-client-s-voice-and-brand-rules",
          "paragraph_index": 32
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:16:57Z"
    },
    {
      "title": "Why Buyer-Question Content Decays — and What Actually Keeps It Useful as Search and AI Discovery Evolve",
      "page_url": "https://narraloom.com/blog/why-buyer-question-content-decays-and-what-actually-keeps-it-useful-as-search-and-ai-discovery-evolve",
      "publication_date_preserved": "2026-06-29T05:04:38.429Z",
      "modification_date": "2026-10-06T21:08:50.696Z",
      "contextual_links_added": [
        {
          "anchor": "fresh updates",
          "destination": "https://narraloom.com/blog/content-refresh-ai-overviews",
          "paragraph_index": 19
        },
        {
          "anchor": "self-contained sections",
          "destination": "https://narraloom.com/blog/what-ai-search-engines-look-for",
          "paragraph_index": 30
        }
      ],
      "original_related_resources_preserved": true,
      "http_status_as_checked": 200,
      "verified_at_utc": "2026-10-06T21:10:08Z"
    }
  ],
  "sitemap_verification": {
    "page_url": "https://narraloom.com/sitemap-blog.xml",
    "checked_at_utc": "2026-10-07T00:21:12.103735+00:00",
    "all_nine_linked_article_lastmod_dates": "2026-10-06",
    "snapshot_sha256": "35e7b607ee6d0bfe1021f6e826645a3ca432d7a741ecf786c6a3e76b43e918ce",
    "observations": {
      "public_blog_sitemap_matches_saved_file": true,
      "57_unique_urls": true,
      "all_nine_dates_are_october_6": true,
      "index_matches_saved_file": true,
      "index_blog_child_date_october_6": true
    }
  },
  "measurement_limits": {
    "ai_engines_tested_for_this_case": [],
    "ai_mentions_or_citation_changes": "Not measured in this editorial review",
    "index_coverage": "Not measured in this editorial review",
    "rankings_traffic_leads_revenue": "Not measured in this editorial review",
    "attribution": "This record does not establish that edits changed any search or AI-system output",
    "provenance": "This is NarraLoom's own record, not an independent evaluation or a client results claim"
  },
  "worksheet_notes": {
    "purpose": "Record on-site coverage and separate AI-response observations without treating one as proof of the other.",
    "instructions": [
      "Start with a real buyer question and retain its demand-source evidence; do not invent a demand-backed question",
      "Record the exact page URL and whether it answers the question",
      "For an AI test, record the exact prompt, engine or product, locale and UTC observation timestamp",
      "Record a named brand mention and a clickable source citation separately; retain response evidence and the cited URL",
      "Use Not measured or Unknown when evidence is absent; compare matched question, engine and locale conditions before describing a change"
    ],
    "definitions": {
      "on_site_answer_coverage": "A page was checked for an answer to the recorded question; this does not prove the engine retrieved or cited it",
      "brand_mention": "The captured response names the brand; this alone is not a linked citation",
      "linked_citation": "The captured response includes a clickable link to the source; record its exact URL",
      "observation": "A dated captured response or page check; it is not a causal explanation",
      "worksheet": "Blank template, not measured buyer-question or AI-test data"
    }
  }
}