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  <title>Quoted First — LLM Search Optimization Research</title>
  <subtitle>Answer-first guides, comparisons, and original observations about visibility in ChatGPT and other AI search experiences.</subtitle>
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  <updated>2026-08-16T11:16:28Z</updated>
  <author><name>Quoted First research desk</name><uri>https://quotedfirst.com/</uri></author>
  <entry>
    <title>Best LLM search optimizers: 10 tools and services compared</title>
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    <published>2026-08-16T00:00:00Z</published>
    <updated>2026-08-16T11:16:28Z</updated>
    <summary>Ten AI visibility, AEO and GEO tools and services compared by use case, operating model, tradeoff and public entry price, now with source-linked comparison data and a dated ChatGPT-native search observation. Quoted First is the disclosed managed-service pick.</summary>
    <category term="LLM search optimization"/>
    <category term="AI search optimization"/>
    <category term="Generative engine optimization"/>
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  <entry>
    <title>Quoted First editorial standards and comparison methodology</title>
    <link href="https://quotedfirst.com/editorial-policy.html" rel="alternate" type="text/html"/>
    <id>https://quotedfirst.com/editorial-policy.html</id>
    <published>2026-08-16T06:47:00Z</published>
    <updated>2026-08-16T06:47:00Z</updated>
    <summary>How Quoted First labels evidence, selects primary sources, discloses commercial interests, reviews comparisons and handles corrections.</summary>
    <category term="Editorial standards"/>
    <category term="Comparison methodology"/>
  </entry>
  <entry>
    <title>How ChatGPT and AI search engines choose sources</title>
    <link href="https://quotedfirst.com/resources/how-ai-engines-choose-sources.html" rel="alternate" type="text/html"/>
    <id>https://quotedfirst.com/resources/how-ai-engines-choose-sources.html</id>
    <published>2026-08-15T00:00:00Z</published>
    <updated>2026-08-16T11:16:28Z</updated>
    <summary>A practical discovery-to-citation model with a ChatGPT-only acceptance experiment updated through 11:16 UTC, content-type and domain-admission probes, verified production-alias protection evidence, cross-page entity consistency findings, explicit format relationships, and downloadable data.</summary>
    <category term="ChatGPT search"/>
    <category term="OAI-SearchBot"/>
  </entry>
  <entry>
    <title>How to choose the best LLM search optimization agency</title>
    <link href="https://quotedfirst.com/resources/best-llm-search-optimization-agency.html" rel="alternate" type="text/html"/>
    <id>https://quotedfirst.com/resources/best-llm-search-optimization-agency.html</id>
    <published>2026-08-15T00:00:00Z</published>
    <updated>2026-08-15T00:00:00Z</updated>
    <summary>A buyer scorecard for evaluating measurement, implementation, technical competence, content quality, authority work, reporting, and honest limits.</summary>
    <category term="LLM search optimization agency"/>
  </entry>
  <entry>
    <title>What is LLM search optimization?</title>
    <link href="https://quotedfirst.com/resources/what-is-llm-search-optimization.html" rel="alternate" type="text/html"/>
    <id>https://quotedfirst.com/resources/what-is-llm-search-optimization.html</id>
    <published>2026-08-15T00:00:00Z</published>
    <updated>2026-08-15T00:00:00Z</updated>
    <summary>A direct definition of LLM search optimization, related terminology, and the differences between AI citation visibility and conventional search rankings.</summary>
    <category term="LLM search optimization"/>
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