{
  "kind": "answer",
  "studySlug": "page-type-performance",
  "slug": "why-do-product-pages-get-crawled-so-much-but-cited-so-little",
  "title": "Why do product pages get crawled so much but cited so little?",
  "description": "Because crawler interest and answer usefulness are different jobs. Product pages attract discovery traffic, but they often lack the comparative, explanatory, and verdict-style language that models reuse in final answers.",
  "lastUpdated": "2026-03-14",
  "lastTested": "2026-03-14",
  "sourceStudyUrl": "/trakkr-research/page-type-performance",
  "sourceStudyTitle": "AI Crawls Your Product Pages. It Cites Your Blog.",
  "claimIds": [
    "page-type-performance:product-efficiency",
    "page-type-performance:visits"
  ],
  "relatedSlugs": [
    "answer:are-help-and-faq-pages-good-for-ai-citations",
    "answer:how-big-is-the-gap-between-owned-and-third-party-citations",
    "fact:help-and-faq-pages-are-weak-citation-assets-overall",
    "tracker:page-type-citation-efficiency-tracker"
  ],
  "methodologySummary": "Built from 337,362 citations and 11,406,191 crawler visits across 882 brands, with page-type classification and crawl-to-citation matching.",
  "limitations": [
    "Efficiency is relative to share, so it is best used for prioritization, not as a standalone success metric.",
    "Underperforming page types can still be necessary for other jobs such as onboarding, conversion, or account support.",
    "Crawler behavior and citation behavior are linked but not identical, especially across bot families."
  ],
  "keywords": [
    "page type performance",
    "citation efficiency",
    "crawl to citation gap",
    "blog vs product pages",
    "product page crawl gap",
    "why product pages are undercited"
  ],
  "schemaHints": {
    "pageType": "Article",
    "includeDataset": true
  },
  "question": "Why do product pages get crawled so much but cited so little?",
  "directAnswer": "Mostly because crawler interest and answer usefulness are different jobs. Product pages attract discovery traffic, but they often lack the comparative, explanatory, and verdict-style language that models reuse in final answers.",
  "answerSummary": "The 0.49x efficiency score is the clearest signal that discovery is not the same thing as selection, meaning high crawl volume does not guarantee inclusion in AI outputs.",
  "keyFacts": [
    {
      "label": "Product page efficiency",
      "value": "0.49x",
      "detail": "Product pages are crawled heavily but cited much less.",
      "claimId": "page-type-performance:product-efficiency"
    },
    {
      "label": "Crawler visits",
      "value": "11.4M",
      "detail": "Crawler visits matched to page types.",
      "claimId": "page-type-performance:visits"
    }
  ],
  "evidenceTable": [
    {
      "label": "Product page efficiency",
      "value": "0.49x",
      "note": "Product pages are crawled heavily but cited much less."
    },
    {
      "label": "Crawler visits",
      "value": "11.4M",
      "note": "Crawler visits matched to page types."
    }
  ],
  "whyItMatters": "This metric turns a study finding into an operating rule teams can use when they decide what to publish, refresh, or measure next, shifting focus from raw crawl volume to citation efficiency.",
  "whatToDo": [
    "Prioritize page types that convert crawl attention into citations instead of focusing solely on raw crawl volume.",
    "Use product pages for coverage but build answer-heavy editorial and use-case pages for citation lift.",
    "Audit high-crawl, low-citation templates first because they represent the clearest waste in the system."
  ],
  "faqs": [
    {
      "question": "What is the citation efficiency score for product pages?",
      "answer": "Product page efficiency is 0.49x, meaning they are crawled heavily but cited much less."
    },
    {
      "question": "How many crawler visits were analyzed in this study?",
      "answer": "The study matched 11.4M crawler visits to specific page types."
    }
  ]
}