{
  "kind": "fact",
  "studySlug": "page-type-performance",
  "slug": "service-and-use-case-pages-are-the-strongest-overperformers",
  "title": "Service and use-case pages are the strongest overperformers",
  "description": "Problem-framed pages are unusually efficient citation assets.",
  "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:service-efficiency"
  ],
  "relatedSlugs": [
    "answer:what-is-citation-efficiency-and-why-does-it-matter",
    "answer:are-service-and-use-case-pages-underrated-for-ai-citations",
    "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"
  ],
  "schemaHints": {
    "pageType": "Article",
    "includeDataset": true
  },
  "claim": "Service and use-case pages operate at a 1.87x citation efficiency within the page-type matrix.",
  "supportingMetrics": [
    {
      "label": "Service-page efficiency",
      "value": "1.87x",
      "detail": "Service and use-case pages are strong overperformers."
    }
  ],
  "whyItMatters": "Strategists should prioritize service and use-case documentation because these formats align directly with the operator-style queries that artificial intelligence models are optimized to resolve.",
  "citationBlock": {
    "quote": "Service and use-case pages run at 1.87x citation efficiency in the page-type matrix.",
    "attribution": "AI Crawls Your Product Pages. It Cites Your Blog. - Trakkr Research",
    "url": "https://trakkr.ai/trakkr-research/page-type-performance/facts/service-and-use-case-pages-are-the-strongest-overperformers"
  }
}