{
  "date": "2026-07-26T17:53:06.813Z",
  "type": "internal historical technical collection test; not a current end-to-end product benchmark",
  "methodology": {
    "searches": 100,
    "cities": [
      "Paris",
      "Lyon",
      "Marseille",
      "Toulouse",
      "Bordeaux",
      "Lille",
      "Nantes",
      "Rennes",
      "Strasbourg",
      "Montpellier"
    ],
    "sectors": [
      "comptabilité",
      "juridique",
      "immobilier",
      "BTP",
      "restauration",
      "santé",
      "commerces",
      "agences",
      "services locaux",
      "autres services locaux"
    ],
    "maxResultsPerSearch": 5,
    "source": "Google Places API (New) plus bounded official-website inspection"
  },
  "results": {
    "searches": 100,
    "successfulSearches": 100,
    "failedSearches": 0,
    "results": 499,
    "duplicates": 0
  },
  "manualReview": {
    "protocol": "Visual review of one representative result for every query; ambiguous businesses were additionally checked against their official website.",
    "representativeResultsReviewed": 100,
    "independentlyCrossCheckedAmbiguousResults": 8,
    "relevantRepresentativeResults": 96,
    "falsePositiveRepresentativeResults": 4,
    "representativeRelevancePercent": 96,
    "limitation": "This is a relevance review of 100 representative results, not an independent source verification of every one of the 499 returned businesses."
  },
  "limitation": "No conversion measurement, no no-website detection benchmark, no independent verification of all results. Provider and implementation may change. Historical results do not guarantee future performance."
}