{
  "kind": "answer",
  "studySlug": "query-translation",
  "slug": "does-ai-search-your-exact-words",
  "title": "Does AI search your exact words?",
  "description": "No. AI almost never searches the exact wording a user provides. In this study, the exact match rate was only 0.17%, which means the model usually rewrites the query before retrieval.",
  "lastUpdated": "2026-01-22",
  "lastTested": "2026-01-22",
  "sourceStudyUrl": "/trakkr-research/query-translation",
  "sourceStudyTitle": "How AI Translates Your Questions",
  "claimIds": [
    "query-translation:pairs",
    "query-translation:exact-match",
    "query-translation:similarity"
  ],
  "relatedSlugs": [
    "answer:how-aggressive-are-ai-query-rewrites",
    "answer:does-ai-add-current-year-terms-to-searches",
    "fact:the-exact-match-rate-is-only-zero-point-one-seven-percent",
    "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",
    "exact match AI search",
    "AI prompt rewrite"
  ],
  "schemaHints": {
    "pageType": "Article",
    "includeDataset": true
  },
  "question": "Does AI search your exact words?",
  "directAnswer": "No. AI almost never searches the exact wording a user provides. Out of 11,521 prompt-query pairs, the exact match rate was only 0.17%, with an average Jaccard similarity of 25.24%.",
  "answerSummary": "Teams that optimize only for the literal prompt phrasing miss the actual query shapes the model uses to find evidence.",
  "keyFacts": [
    {
      "label": "Prompt-query pairs",
      "value": "11,521",
      "detail": "Captured prompt-to-query transformations.",
      "claimId": "query-translation:pairs"
    },
    {
      "label": "Exact match rate",
      "value": "0.17%",
      "detail": "Only 20 of 11,521 pairs matched exactly.",
      "claimId": "query-translation:exact-match"
    },
    {
      "label": "Average similarity",
      "value": "25.24%",
      "detail": "Average Jaccard similarity between prompt and search query.",
      "claimId": "query-translation:similarity"
    }
  ],
  "evidenceTable": [
    {
      "label": "Prompt-query pairs",
      "value": "11,521",
      "note": "Captured prompt-to-query transformations."
    },
    {
      "label": "Exact match rate",
      "value": "0.17%",
      "note": "Only 20 of 11,521 pairs matched exactly."
    },
    {
      "label": "Average similarity",
      "value": "25.24%",
      "note": "Average Jaccard similarity between prompt and search query."
    }
  ],
  "whyItMatters": "Operators must measure and optimize for the transformed search queries rather than raw user inputs to ensure their content is retrieved during the AI search process.",
  "whatToDo": [
    "Write for the query the model is likely to search, not just the wording a human might type first.",
    "Add current-year, format, and category framing where it genuinely helps the page answer the query.",
    "Make sure competitor and category language is present when the model is likely to inject it during retrieval."
  ],
  "faqs": [
    {
      "question": "How often do AI models use the exact user prompt for search?",
      "answer": "In the analyzed dataset of 11,521 pairs, only 20 matched exactly, resulting in a 0.17% exact match rate."
    },
    {
      "question": "What is the average similarity between a user prompt and the resulting AI search query?",
      "answer": "The average Jaccard similarity between the prompt and the search query is 25.24%."
    }
  ]
}