{
  "kind": "fact",
  "studySlug": "page-type-performance",
  "slug": "product-pages-are-the-clearest-crawl-to-citation-mismatch",
  "title": "Product pages are the clearest crawl-to-citation mismatch",
  "description": "Product pages are read heavily and cited relatively rarely.",
  "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"
  ],
  "relatedSlugs": [
    "answer:are-docs-better-than-most-teams-think-for-ai-visibility",
    "answer:why-do-product-pages-get-crawled-so-much-but-cited-so-little",
    "tracker:owned-vs-third-party-citation-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"
  ],
  "schemaHints": {
    "pageType": "Article",
    "includeDataset": true
  },
  "claim": "Product pages operate at a 0.49x citation efficiency, representing the most significant crawl-to-citation mismatch among analyzed page types.",
  "supportingMetrics": [
    {
      "label": "Product page efficiency",
      "value": "0.49x",
      "detail": "Product pages are crawled heavily but cited much less."
    }
  ],
  "whyItMatters": "Strategists and operators must recognize product pages as a primary operational bottleneck for AI visibility. Teams should restructure product page content to include more citable, informational context rather than relying solely on transactional copy.",
  "citationBlock": {
    "quote": "Product pages run at only 0.49x citation efficiency in the page-type study.",
    "attribution": "AI Crawls Your Product Pages. It Cites Your Blog. - Trakkr Research",
    "url": "https://trakkr.ai/trakkr-research/page-type-performance/facts/product-pages-are-the-clearest-crawl-to-citation-mismatch"
  }
}