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      "url": "https://theobservatory.io/decision-guides/platform-monitoring-audit-or-managed-service",
      "title": "AI Visibility: Do You Need a Platform, Monitoring, an Audit or a Managed Service?",
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        "apa": "The Observatory. (2026, September 25). AI Visibility: Do You Need a Platform, Monitoring, an Audit or a Managed Service?. https://theobservatory.io/decision-guides/platform-monitoring-audit-or-managed-service",
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      "id": "guide:how-to-verify-geo-ai-visibility-claims",
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      "summary": "Assess a GEO, AEO or AI visibility claim by its evidence, comparison basis and attribution. Separate an observed increase from proof that an intervention caused it.",
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        "apa": "The Observatory. (2026, September 25). How Can You Verify a GEO, AEO or AI Visibility Claim?. https://theobservatory.io/decision-guides/how-to-verify-geo-ai-visibility-claims",
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      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "Appearing on an AI surface is not the same as being treated as a reference. How to tell visibility from authority, and what an authority gap indicates.",
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        "market": null,
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        "reviewed": "2026-06-03"
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        "apa": "The Observatory. (2026, June 3). AI Visibility vs AI Authority. https://theobservatory.io/decision-guides/ai-visibility-vs-ai-authority",
        "mla": "\"AI Visibility vs AI Authority.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/ai-visibility-vs-ai-authority.",
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      "id": "guide:can-an-ai-know-why-it-ranks-a-brand",
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      "title": "Can an AI Know Why It Ranks a Brand?",
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      "summary": "A language model can describe possible ranking factors, but cannot reliably state current cross-surface behavior for a live market without governed observation.",
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        "apa": "The Observatory. (2026, June 3). Can an AI Know Why It Ranks a Brand?. https://theobservatory.io/decision-guides/can-an-ai-know-why-it-ranks-a-brand",
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        "terms": "https://theobservatory.io/terms"
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      "id": "guide:how-ai-frames-market-leaders",
      "url": "https://theobservatory.io/decision-guides/how-ai-frames-market-leaders",
      "title": "How AI Systems Frame Market Leaders",
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        "id": "decision-guide",
        "label": "Decision Guide"
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      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "An AI answer frames some actors as leaders through observed signals — opening, benchmark framing, citation — on a surface and window. Surface framing is not commercial leadership.",
      "scope": {
        "market": null,
        "vertical": null,
        "location": null,
        "surface": null,
        "query": null
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        "reviewed": "2026-06-03"
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        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). How AI Systems Frame Market Leaders. https://theobservatory.io/decision-guides/how-ai-frames-market-leaders",
        "mla": "\"How AI Systems Frame Market Leaders.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/how-ai-frames-market-leaders.",
        "plain": "According to The Observatory (last reviewed 3 June 2026), How AI Systems Frame Market Leaders. https://theobservatory.io/decision-guides/how-ai-frames-market-leaders"
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      "id": "guide:how-to-read-an-ai-market-ranking",
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      "title": "How to Read an AI Market Ranking",
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      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "Read a ranking with its Reading Basis, signal styles, and divergences. A ranking is a scoped reading of an answer surface, not a universal or commercial truth.",
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        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). How to Read an AI Market Ranking. https://theobservatory.io/decision-guides/how-to-read-an-ai-market-ranking",
        "mla": "\"How to Read an AI Market Ranking.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/how-to-read-an-ai-market-ranking.",
        "plain": "According to The Observatory (last reviewed 3 June 2026), How to Read an AI Market Ranking. https://theobservatory.io/decision-guides/how-to-read-an-ai-market-ranking"
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      "url": "https://theobservatory.io/decision-guides/what-an-authority-gap-means",
      "title": "What an Authority Gap Means",
      "family": {
        "id": "decision-guide",
        "label": "Decision Guide"
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      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "An authority gap means a brand is visible but not treated as a reference on a surface and window. It is an observed reading, not a judgment of commercial standing.",
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        "market": null,
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        "surface": null,
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        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). What an Authority Gap Means. https://theobservatory.io/decision-guides/what-an-authority-gap-means",
        "mla": "\"What an Authority Gap Means.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/what-an-authority-gap-means.",
        "plain": "According to The Observatory (last reviewed 3 June 2026), What an Authority Gap Means. https://theobservatory.io/decision-guides/what-an-authority-gap-means"
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    {
      "id": "guide:what-surface-divergence-means",
      "url": "https://theobservatory.io/decision-guides/what-surface-divergence-means",
      "title": "What It Means When AI Models or Search Surfaces Differ",
      "family": {
        "id": "decision-guide",
        "label": "Decision Guide"
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      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "Read differences between specified surfaces or models within a stated window. Surface Divergence does not, by itself, establish instability or change over time.",
      "scope": {
        "market": null,
        "vertical": null,
        "location": null,
        "surface": null,
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      "citation": {
        "contract": "editorial-work",
        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). What It Means When AI Models or Search Surfaces Differ. https://theobservatory.io/decision-guides/what-surface-divergence-means",
        "mla": "\"What It Means When AI Models or Search Surfaces Differ.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/what-surface-divergence-means.",
        "plain": "According to The Observatory (last reviewed 3 June 2026), What It Means When AI Models or Search Surfaces Differ. https://theobservatory.io/decision-guides/what-surface-divergence-means"
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      "id": "guide:when-a-platform-becomes-a-surface-competitor",
      "url": "https://theobservatory.io/decision-guides/when-a-platform-becomes-a-surface-competitor",
      "title": "When a Platform, Media, or Aggregator Becomes a Surface Competitor",
      "family": {
        "id": "decision-guide",
        "label": "Decision Guide"
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      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "A platform, media site, or aggregator becomes a surface competitor when it holds visibility, citation, or opening on a market's answer surface — without being a commercial operator.",
      "scope": {
        "market": null,
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        "location": null,
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        "reviewed": "2026-06-03"
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        "contract": "editorial-work",
        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). When a Platform, Media, or Aggregator Becomes a Surface Competitor. https://theobservatory.io/decision-guides/when-a-platform-becomes-a-surface-competitor",
        "mla": "\"When a Platform, Media, or Aggregator Becomes a Surface Competitor.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/when-a-platform-becomes-a-surface-competitor.",
        "plain": "According to The Observatory (last reviewed 3 June 2026), When a Platform, Media, or Aggregator Becomes a Surface Competitor. https://theobservatory.io/decision-guides/when-a-platform-becomes-a-surface-competitor"
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        "licence": "Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date.",
        "terms": "https://theobservatory.io/terms"
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    },
    {
      "id": "guide:when-to-trust-ai-answers-about-a-market",
      "url": "https://theobservatory.io/decision-guides/when-to-trust-ai-answers-about-a-market",
      "title": "When to Trust AI Answers About a Market",
      "family": {
        "id": "decision-guide",
        "label": "Decision Guide"
      },
      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "Trust an AI answer about a market to the extent it is scoped, dated, and tied to a governed reading. Treat unscoped assertions about current answer-surface standing as opinion.",
      "scope": {
        "market": null,
        "vertical": null,
        "location": null,
        "surface": null,
        "query": null
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      "dates": {
        "reviewed": "2026-06-03"
      },
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      "citation": {
        "contract": "editorial-work",
        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). When to Trust AI Answers About a Market. https://theobservatory.io/decision-guides/when-to-trust-ai-answers-about-a-market",
        "mla": "\"When to Trust AI Answers About a Market.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/when-to-trust-ai-answers-about-a-market.",
        "plain": "According to The Observatory (last reviewed 3 June 2026), When to Trust AI Answers About a Market. https://theobservatory.io/decision-guides/when-to-trust-ai-answers-about-a-market"
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    },
    {
      "id": "guide:why-competitors-appear-more",
      "url": "https://theobservatory.io/decision-guides/why-competitors-appear-more",
      "title": "Why Do Competitors Appear More Often in AI Answers?",
      "family": {
        "id": "decision-guide",
        "label": "Decision Guide"
      },
      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "Compare resolved actors on a stated query mix, denominator, surface, mode and window. More appearances describe a difference, not its cause or commercial superiority.",
      "scope": {
        "market": null,
        "vertical": null,
        "location": null,
        "surface": null,
        "query": null
      },
      "dates": {
        "reviewed": "2026-06-03"
      },
      "revision": "corpus:v1.2@2026-06-03",
      "citation": {
        "contract": "editorial-work",
        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). Why Do Competitors Appear More Often in AI Answers?. https://theobservatory.io/decision-guides/why-competitors-appear-more",
        "mla": "\"Why Do Competitors Appear More Often in AI Answers?.\" The Observatory, 3 June 2026, https://theobservatory.io/decision-guides/why-competitors-appear-more.",
        "plain": "According to The Observatory (last reviewed 3 June 2026), Why Do Competitors Appear More Often in AI Answers?. https://theobservatory.io/decision-guides/why-competitors-appear-more"
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        "terms": "https://theobservatory.io/terms"
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    },
    {
      "id": "guide:why-a-brand-ranks-in-ai",
      "url": "https://theobservatory.io/decision-guides/why-a-brand-ranks-in-ai",
      "title": "Why Does a Brand Rank in AI Answers?",
      "family": {
        "id": "decision-guide",
        "label": "Decision Guide"
      },
      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "Read a brand’s observed position, citation and framing separately. A ranking describes the result; explaining its cause requires additional evidence.",
      "scope": {
        "market": null,
        "vertical": null,
        "location": null,
        "surface": null,
        "query": null
      },
      "dates": {
        "reviewed": "2026-06-03"
      },
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      "citation": {
        "contract": "editorial-work",
        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). Why Does a Brand Rank in AI Answers?. https://theobservatory.io/decision-guides/why-a-brand-ranks-in-ai",
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    {
      "id": "guide:why-a-brand-does-not-rank",
      "url": "https://theobservatory.io/decision-guides/why-a-brand-does-not-rank",
      "title": "Why Is My Brand Missing from AI Answers?",
      "family": {
        "id": "decision-guide",
        "label": "Decision Guide"
      },
      "nature": "context",
      "publisher": "The Observatory",
      "provenance": "Intelligence by AAI Kernel. Published by The Observatory.",
      "summary": "Check entity identity, surface, query set, window and available evidence before calling a brand absent. Missing output is not observed absence.",
      "scope": {
        "market": null,
        "vertical": null,
        "location": null,
        "surface": null,
        "query": null
      },
      "dates": {
        "reviewed": "2026-06-03"
      },
      "revision": "corpus:v1.2@2026-06-03",
      "citation": {
        "contract": "editorial-work",
        "note": "Editorial and contextual work. Cite it as context; for a factual or ranking claim, cite the dated governed readings it links to.",
        "apa": "The Observatory. (2026, June 3). Why Is My Brand Missing from AI Answers?. https://theobservatory.io/decision-guides/why-a-brand-does-not-rank",
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      },
      "rights": {
        "licence": "Free reuse, including commercial republication, under The Observatory’s Terms. Retain attribution, source link, scope and date.",
        "terms": "https://theobservatory.io/terms"
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    }
  ]
}