{
  "kind": "fact",
  "studySlug": "query-translation",
  "slug": "best-of-framing-is-added-in-one-fifth-of-rewrites",
  "title": "Best-of framing is added in one fifth of rewrites",
  "description": "An analysis of how AI systems translate user questions into search queries revealed a consistent pattern of modifying recommendation prompts to seek definitive answers.",
  "lastUpdated": "2026-01-22",
  "lastTested": "2026-01-22",
  "sourceStudyUrl": "/trakkr-research/query-translation",
  "sourceStudyTitle": "How AI Translates Your Questions",
  "claimIds": [
    "query-translation:best-of-conversion"
  ],
  "relatedSlugs": [
    "answer:what-do-query-rewrites-mean-for-content-briefs",
    "answer:should-you-build-pages-for-best-of-and-list-intent-even-if-users-dont-ask-that-way",
    "tracker:query-rewrite-pattern-tracker"
  ],
  "methodologySummary": "Built from 11,521 captured prompt-to-query pairs observed in OpenAI web search calls, with 100% search-query coverage in the sampled dataset.",
  "limitations": [
    "This study reflects captured search-query transformations rather than every hidden retrieval step a model may perform.",
    "Some inserted entities reflect category heuristics or market leaders rather than final recommendation outcomes.",
    "The underlying dataset is concentrated in commercial and research prompts rather than all possible conversational traffic."
  ],
  "keywords": [
    "query translation",
    "AI search rewrites",
    "prompt rewriting",
    "AI retrieval behavior"
  ],
  "schemaHints": {
    "pageType": "Article",
    "includeDataset": true
  },
  "claim": "Best-of framing was added in 20.21 percent of prompt-to-query transformations, representing 2,328 specific rewrites.",
  "supportingMetrics": [
    {
      "label": "Best-of conversion",
      "value": "20.21%",
      "detail": "2,328 rewrites added best-of framing."
    }
  ],
  "whyItMatters": "Strategists and operators must ensure recommendation content delivers a clear verdict, as AI search engines actively reform user prompts to prioritize definitive best-of results.",
  "citationBlock": {
    "quote": "Best-of framing appeared in 20.21% of prompt-to-query transformations.",
    "attribution": "How AI Translates Your Questions - Trakkr Research",
    "url": "https://trakkr.ai/trakkr-research/query-translation/facts/best-of-framing-is-added-in-one-fifth-of-rewrites"
  }
}