{
 "study": "s19",
 "version": "1.1",
 "collected": "2026-09-26",
 "reanalyzed": "2026-09-28",
 "statistics": {
  "reanalyzed": "2026-09-28",
  "collected": "2026-09-26",
  "answers": 240,
  "questions": 80,
  "searches": 509,
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   "resamples": 2000,
   "seed": 20260926,
   "unit": "question"
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     2.8
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       62.5
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     "reviews": {
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       52.5
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     "reddit": {
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     "site_operator": {
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       17.5
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     "comparison": {
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       21.2
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     },
     "price": {
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       11.2,
       27.5
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      "searches_pct": 11.5
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     "complaints": {
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      "pct": 6.2,
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       11.2
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      "searches_pct": 5.1
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     "best_top": {
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      "pct": 66.2,
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       55.0,
       76.2
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      "searches_pct": 39.2
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     "named_source": {
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      "pct": 37.5,
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       27.5,
       47.5
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      "searches_pct": 15.9
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    },
    "function_answers_pct": {
     "discovery": 72.5,
     "freshness": 52.5,
     "authority": 43.8,
     "reputation": 46.2,
     "price": 23.8,
     "comparison": 33.8,
     "locality": 40.0,
     "negative": 6.2,
     "first_party": 23.8,
     "third_party_platform": 31.2,
     "disambiguation": 3.8,
     "attribute": 47.5
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    "function_searches_pct": {
     "discovery": 56.8,
     "freshness": 42.9,
     "authority": 31.1,
     "reputation": 29.4,
     "price": 15.2,
     "comparison": 15.9,
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     "negative": 2.0,
     "first_party": 17.9,
     "third_party_platform": 20.6,
     "disambiguation": 1.0,
     "attribute": 37.8
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    "primary_searches_pct": {
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     "first_party": 7.1,
     "third_party_platform": 8.1,
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     "attribute": 8.1
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     "current": 95,
     "range_with_current": 14,
     "past_edition": 14,
     "past_needed": 0,
     "past_unexplained": 3
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    "year_role_pct": {
     "none": 57.4,
     "current": 32.1,
     "range_with_current": 4.7,
     "past_edition": 4.7,
     "past_needed": 0.0,
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    "functions_per_search_mean": 3.18,
    "distinct_functions_per_answer_mean": 5.76
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   "Gemini": {
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    "answers_with_search": 78,
    "searches": 152,
    "answers_with_search_pct": 97.5,
    "mean_searches": 1.9,
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     2.0
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    "cited_domains_mean": 6.28,
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     6.8
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    "answers_with_citation": 78,
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      "answers": 61,
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      "pct": 76.2,
      "ci": [
       66.2,
       86.2
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      "searches_pct": 46.7
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     "reviews": {
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      "of": 80,
      "pct": 30.0,
      "ci": [
       20.0,
       40.0
      ],
      "searches": 28,
      "searches_pct": 18.4
     },
     "reddit": {
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      "of": 80,
      "pct": 6.2,
      "ci": [
       1.2,
       12.5
      ],
      "searches": 5,
      "searches_pct": 3.3
     },
     "site_operator": {
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      "of": 80,
      "pct": 0.0,
      "ci": [
       0.0,
       0.0
      ],
      "searches": 0,
      "searches_pct": 0.0
     },
     "comparison": {
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      "of": 80,
      "pct": 1.2,
      "ci": [
       0.0,
       3.8
      ],
      "searches": 1,
      "searches_pct": 0.7
     },
     "price": {
      "answers": 5,
      "of": 80,
      "pct": 6.2,
      "ci": [
       1.2,
       12.5
      ],
      "searches": 8,
      "searches_pct": 5.3
     },
     "complaints": {
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      "of": 80,
      "pct": 0.0,
      "ci": [
       0.0,
       0.0
      ],
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      "searches_pct": 0.0
     },
     "best_top": {
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      "of": 80,
      "pct": 92.5,
      "ci": [
       86.2,
       97.5
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      "searches_pct": 92.8
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     "named_source": {
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      "of": 80,
      "pct": 17.5,
      "ci": [
       10.0,
       26.2
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      "searches_pct": 9.9
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    },
    "function_answers_pct": {
     "discovery": 97.5,
     "freshness": 76.2,
     "authority": 26.2,
     "reputation": 30.0,
     "price": 6.2,
     "comparison": 0.0,
     "locality": 50.0,
     "negative": 0.0,
     "first_party": 0.0,
     "third_party_platform": 10.0,
     "disambiguation": 0.0,
     "attribute": 30.0
    },
    "function_searches_pct": {
     "discovery": 100.0,
     "freshness": 46.7,
     "authority": 14.5,
     "reputation": 19.7,
     "price": 5.9,
     "comparison": 0.0,
     "locality": 44.1,
     "negative": 0.0,
     "first_party": 0.0,
     "third_party_platform": 5.3,
     "disambiguation": 0.0,
     "attribute": 21.1
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    "primary_searches_pct": {
     "discovery": 86.8,
     "freshness": 0.0,
     "authority": 7.9,
     "reputation": 0.0,
     "price": 2.0,
     "comparison": 0.0,
     "locality": 0.0,
     "negative": 0.0,
     "first_party": 0.0,
     "third_party_platform": 3.3,
     "disambiguation": 0.0,
     "attribute": 0.0
    },
    "year_role": {
     "none": 81,
     "current": 46,
     "range_with_current": 25,
     "past_edition": 0,
     "past_needed": 0,
     "past_unexplained": 0
    },
    "year_role_pct": {
     "none": 53.3,
     "current": 30.3,
     "range_with_current": 16.4,
     "past_edition": 0.0,
     "past_needed": 0.0,
     "past_unexplained": 0.0
    },
    "functions_per_search_mean": 2.57,
    "distinct_functions_per_answer_mean": 3.35
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   "Claude": {
    "answers": 80,
    "answers_with_search": 61,
    "searches": 61,
    "answers_with_search_pct": 76.2,
    "mean_searches": 0.76,
    "mean_searches_ci": [
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     0.8
    ],
    "median_similarity": 0.9,
    "cited_domains_mean": 3.14,
    "cited_domains_mean_ci": [
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     3.6
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    "answers_with_citation": 61,
    "patterns": {
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      "answers": 35,
      "of": 80,
      "pct": 43.8,
      "ci": [
       32.5,
       55.0
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      "searches": 35,
      "searches_pct": 57.4
     },
     "reviews": {
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      "of": 80,
      "pct": 2.5,
      "ci": [
       0.0,
       6.2
      ],
      "searches": 2,
      "searches_pct": 3.3
     },
     "reddit": {
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      "of": 80,
      "pct": 0.0,
      "ci": [
       0.0,
       0.0
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      "searches": 0,
      "searches_pct": 0.0
     },
     "site_operator": {
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      "of": 80,
      "pct": 0.0,
      "ci": [
       0.0,
       0.0
      ],
      "searches": 0,
      "searches_pct": 0.0
     },
     "comparison": {
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      "of": 80,
      "pct": 0.0,
      "ci": [
       0.0,
       0.0
      ],
      "searches": 0,
      "searches_pct": 0.0
     },
     "price": {
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      "of": 80,
      "pct": 2.5,
      "ci": [
       0.0,
       6.2
      ],
      "searches": 2,
      "searches_pct": 3.3
     },
     "complaints": {
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      "of": 80,
      "pct": 0.0,
      "ci": [
       0.0,
       0.0
      ],
      "searches": 0,
      "searches_pct": 0.0
     },
     "best_top": {
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      "of": 80,
      "pct": 67.5,
      "ci": [
       57.5,
       77.5
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      "searches": 54,
      "searches_pct": 88.5
     },
     "named_source": {
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      "of": 80,
      "pct": 0.0,
      "ci": [
       0.0,
       0.0
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      "searches": 0,
      "searches_pct": 0.0
     }
    },
    "function_answers_pct": {
     "discovery": 76.2,
     "freshness": 43.8,
     "authority": 1.2,
     "reputation": 5.0,
     "price": 3.8,
     "comparison": 0.0,
     "locality": 30.0,
     "negative": 0.0,
     "first_party": 0.0,
     "third_party_platform": 0.0,
     "disambiguation": 0.0,
     "attribute": 20.0
    },
    "function_searches_pct": {
     "discovery": 100.0,
     "freshness": 57.4,
     "authority": 1.6,
     "reputation": 6.6,
     "price": 4.9,
     "comparison": 0.0,
     "locality": 39.3,
     "negative": 0.0,
     "first_party": 0.0,
     "third_party_platform": 0.0,
     "disambiguation": 0.0,
     "attribute": 26.2
    },
    "primary_searches_pct": {
     "discovery": 98.4,
     "freshness": 0.0,
     "authority": 0.0,
     "reputation": 0.0,
     "price": 1.6,
     "comparison": 0.0,
     "locality": 0.0,
     "negative": 0.0,
     "first_party": 0.0,
     "third_party_platform": 0.0,
     "disambiguation": 0.0,
     "attribute": 0.0
    },
    "year_role": {
     "none": 26,
     "current": 35,
     "range_with_current": 0,
     "past_edition": 0,
     "past_needed": 0,
     "past_unexplained": 0
    },
    "year_role_pct": {
     "none": 42.6,
     "current": 57.4,
     "range_with_current": 0.0,
     "past_edition": 0.0,
     "past_needed": 0.0,
     "past_unexplained": 0.0
    },
    "functions_per_search_mean": 2.36,
    "distinct_functions_per_answer_mean": 2.36
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  },
  "all_search_answers_have_citation": true,
  "answers_without_search": 42,
  "answers_without_search_with_citation": 0,
  "answers_with_search_without_citation": 0,
  "identical_to_question": 0,
  "similarity_model": "sentence-transformers/all-mpnet-base-v2",
  "past_year_searches": {
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   "Gemini": 0,
   "Claude": 0
  },
  "past_unexplained_searches": {
   "ChatGPT": 3,
   "Gemini": 0,
   "Claude": 0
  },
  "breadth": {
   "spearman_within_engine": {
    "ChatGPT": {
     "rho": 0.35,
     "p": 0.0069,
     "n": 59
    },
    "Gemini": {
     "rho": 0.3,
     "p": 0.0078,
     "n": 78
    }
   },
   "gee_poisson": {
    "C(engine, Treatment('ChatGPT'))[T.Gemini]": {
     "coef": 1.19,
     "ratio": 3.29,
     "ci": [
      2.41,
      4.49
     ],
     "p": 0.0
    },
    "C(engine, Treatment('ChatGPT'))[T.Claude]": {
     "coef": 1.093,
     "ratio": 2.98,
     "ci": [
      1.8,
      4.96
     ],
     "p": 0.0
    },
    "C(industry)[T.Financial services and insurance]": {
     "coef": -0.182,
     "ratio": 0.83,
     "ci": [
      0.71,
      0.97
     ],
     "p": 0.0209
    },
    "C(industry)[T.Franchises and multi-location brands]": {
     "coef": -0.103,
     "ratio": 0.9,
     "ci": [
      0.74,
      1.11
     ],
     "p": 0.3218
    },
    "C(industry)[T.Healthcare and dental]": {
     "coef": 0.0,
     "ratio": 1.0,
     "ci": [
      0.82,
      1.22
     ],
     "p": 0.9979
    },
    "C(industry)[T.Home and local services]": {
     "coef": -0.041,
     "ratio": 0.96,
     "ci": [
      0.82,
      1.12
     ],
     "p": 0.6065
    },
    "C(industry)[T.Hospitality and travel]": {
     "coef": 0.003,
     "ratio": 1.0,
     "ci": [
      0.81,
      1.24
     ],
     "p": 0.9792
    },
    "C(industry)[T.Legal and professional services]": {
     "coef": -0.021,
     "ratio": 0.98,
     "ci": [
      0.81,
      1.18
     ],
     "p": 0.8237
    },
    "C(industry)[T.Retail and ecommerce]": {
     "coef": -0.079,
     "ratio": 0.92,
     "ci": [
      0.8,
      1.07
     ],
     "p": 0.2782
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    "log_search": {
     "coef": 0.535,
     "ratio": 1.71,
     "ci": [
      1.27,
      2.3
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     "p": 0.0005
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   },
   "gee_poisson_engine_only": {
    "C(engine, Treatment('ChatGPT'))[T.Gemini]": {
     "coef": 0.696,
     "ratio": 2.01,
     "ci": [
      1.74,
      2.31
     ],
     "p": 0.0
    },
    "C(engine, Treatment('ChatGPT'))[T.Claude]": {
     "coef": 0.243,
     "ratio": 1.27,
     "ci": [
      1.12,
      1.46
     ],
     "p": 0.0003
    },
    "C(industry)[T.Financial services and insurance]": {
     "coef": -0.176,
     "ratio": 0.84,
     "ci": [
      0.72,
      0.98
     ],
     "p": 0.0281
    },
    "C(industry)[T.Franchises and multi-location brands]": {
     "coef": -0.14,
     "ratio": 0.87,
     "ci": [
      0.7,
      1.09
     ],
     "p": 0.2171
    },
    "C(industry)[T.Healthcare and dental]": {
     "coef": 0.052,
     "ratio": 1.05,
     "ci": [
      0.87,
      1.28
     ],
     "p": 0.5935
    },
    "C(industry)[T.Home and local services]": {
     "coef": -0.028,
     "ratio": 0.97,
     "ci": [
      0.83,
      1.14
     ],
     "p": 0.7254
    },
    "C(industry)[T.Hospitality and travel]": {
     "coef": -0.033,
     "ratio": 0.97,
     "ci": [
      0.78,
      1.2
     ],
     "p": 0.7665
    },
    "C(industry)[T.Legal and professional services]": {
     "coef": 0.005,
     "ratio": 1.01,
     "ci": [
      0.83,
      1.22
     ],
     "p": 0.9587
    },
    "C(industry)[T.Retail and ecommerce]": {
     "coef": -0.051,
     "ratio": 0.95,
     "ci": [
      0.83,
      1.09
     ],
     "p": 0.469
    }
   },
   "n": 198,
   "doubling_ratio": 1.45,
   "claude_searches_per_searching_answer": [
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  },
  "named_to_cited": {
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   "named_cited": 40,
   "named_cited_pct": 44.0,
   "comparison_pairs": 381,
   "comparison_cited": 31,
   "comparison_cited_pct": 8.1,
   "by_engine": {
    "ChatGPT": {
     "named": 68,
     "cited": 31,
     "cited_pct": 45.6,
     "comparison_cited_pct": 5.1
    },
    "Gemini": {
     "named": 23,
     "cited": 9,
     "cited_pct": 39.1,
     "comparison_cited_pct": 11.4
    },
    "Claude": {
     "named": 0,
     "cited": 0,
     "cited_pct": null,
     "comparison_cited_pct": null
    }
   },
   "by_domain": [
    [
     "nerdwallet.com",
     9,
     5
    ],
    [
     "jdpower.com",
     8,
     1
    ],
    [
     "consumerreports.org",
     8,
     3
    ],
    [
     "usnews.com",
     7,
     0
    ],
    [
     "bbb.org",
     6,
     3
    ],
    [
     "yelp.com",
     6,
     0
    ],
    [
     "reddit.com",
     5,
     5
    ],
    [
     "nytimes.com",
     5,
     0
    ],
    [
     "martindale.com",
     4,
     3
    ],
    [
     "superlawyers.com",
     4,
     3
    ],
    [
     "angi.com",
     4,
     3
    ],
    [
     "g2.com",
     4,
     3
    ],
    [
     "bankrate.com",
     3,
     2
    ],
    [
     "lawyers.com",
     3,
     1
    ],
    [
     "forbes.com",
     3,
     1
    ],
    [
     "avvo.com",
     3,
     2
    ],
    [
     "chambers.com",
     2,
     1
    ],
    [
     "techradar.com",
     1,
     1
    ],
    [
     "thumbtack.com",
     1,
     1
    ],
    [
     "tripadvisor.com",
     1,
     0
    ],
    [
     "capterra.com",
     1,
     0
    ],
    [
     "cnet.com",
     1,
     0
    ],
    [
     "bestlawyers.com",
     1,
     1
    ],
    [
     "trustpilot.com",
     1,
     1
    ]
   ],
   "gee_logit": {
    "C(engine, Treatment('ChatGPT'))[T.Gemini]": {
     "coef": 0.422,
     "ratio": 1.53,
     "ci": [
      0.82,
      2.82
     ],
     "p": 0.1785
    },
    "named": {
     "coef": 2.303,
     "ratio": 10.0,
     "ci": [
      5.92,
      16.91
     ],
     "p": 0.0
    }
   },
   "site_operator_uses": 12,
   "site_operator_cited": 5
  },
  "cited_domains_total": 943,
  "cited_domains_named_in_search": 40,
  "cited_domains_named_in_search_pct": 4.2,
  "reddit": {
   "ChatGPT": {
    "answers_citing": 1,
    "answers_naming": 0
   },
   "Gemini": {
    "answers_citing": 31,
    "answers_naming": 5
   },
   "Claude": {
    "answers_citing": 0,
    "answers_naming": 0
   }
  },
  "function_link": {
   "answers": 198,
   "cites_listed_when_targets_pct": 55.3,
   "targets_n": 76,
   "cites_listed_when_not_pct": 54.1,
   "not_n": 122,
   "gee_logit": {
    "C(engine, Treatment('ChatGPT'))[T.Gemini]": {
     "coef": 0.445,
     "ratio": 1.56,
     "ci": [
      0.71,
      3.44
     ],
     "p": 0.2691
    },
    "C(engine, Treatment('ChatGPT'))[T.Claude]": {
     "coef": -0.421,
     "ratio": 0.66,
     "ci": [
      0.28,
      1.56
     ],
     "p": 0.3397
    },
    "targets": {
     "coef": -0.149,
     "ratio": 0.86,
     "ci": [
      0.39,
      1.9
     ],
     "p": 0.713
    }
   },
   "listed_domains": 32
  },
  "agreement": {
   "items": 509,
   "primary_pct": 78.6,
   "primary_kappa": 0.69,
   "year_role_pct": 99.4,
   "year_role_kappa": 0.99,
   "function_kappa": {
    "discovery": 0.81,
    "freshness": 0.96,
    "authority": 0.95,
    "reputation": 0.89,
    "price": 0.91,
    "comparison": 0.98,
    "locality": 0.93,
    "negative": 0.72,
    "first_party": 0.72,
    "third_party_platform": 0.9,
    "disambiguation": 0.11,
    "attribute": 0.66
   },
   "function_kappa_median": 0.9
  },
  "regimes": {
   "ChatGPT": {
    "mean_searches": 3.7,
    "median_similarity": 0.73,
    "targets_named_source_pct": 43.8,
    "platform_pct": 31.2,
    "reputation_pct": 46.2,
    "cited_domains_mean": 2.38
   },
   "Gemini": {
    "mean_searches": 1.9,
    "median_similarity": 0.85,
    "targets_named_source_pct": 26.2,
    "platform_pct": 10.0,
    "reputation_pct": 30.0,
    "cited_domains_mean": 6.28
   },
   "Claude": {
    "mean_searches": 0.76,
    "median_similarity": 0.9,
    "targets_named_source_pct": 1.2,
    "platform_pct": 0.0,
    "reputation_pct": 5.0,
    "cited_domains_mean": 3.14
   }
  }
 },
 "version_1_0_statistics": {
  "collected": "2026-09-26",
  "answers": 240,
  "models": {
   "gpt-5.4-nano-2026-03-17": 80,
   "gemini-3.5-flash-lite": 80,
   "claude-haiku-4-5-20251001": 80
  },
  "by_engine": {
   "ChatGPT": {
    "answers": 80,
    "answers_with_fanout_pct": 73.8,
    "median_queries_per_answer": 4.0,
    "mean_queries_per_answer": 3.7,
    "total_queries": 296,
    "median_words_per_query": 8.0,
    "query_share_pct": {
     "adds a year": 42.6,
     "reviews or ratings": 26.4,
     "reddit": 0.0,
     "site: operator": 4.1,
     "comparison (vs, compare, alternatives)": 4.4,
     "price or cost": 11.5,
     "complaints or problems": 5.1,
     "best, top or ranking": 39.2,
     "a named source (Forbes, NerdWallet, Wirecutter, U.S. News, G2...)": 15.9
    },
    "answers_with_pattern_pct": {
     "adds a year": 52.5,
     "reviews or ratings": 41.2,
     "reddit": 0.0,
     "site: operator": 10.0,
     "comparison (vs, compare, alternatives)": 13.8,
     "price or cost": 18.8,
     "complaints or problems": 6.2,
     "best, top or ranking": 66.2,
     "a named source (Forbes, NerdWallet, Wirecutter, U.S. News, G2...)": 37.5
    },
    "years_used": [
     [
      "2026",
      111
     ],
     [
      "2025",
      28
     ],
     [
      "2024",
      10
     ],
     [
      "2022",
      1
     ]
    ],
    "queries_with_past_year_pct": 10.5,
    "queries_identical_to_question_pct": 0.0,
    "median_new_words_per_query": 5.0
   },
   "Gemini": {
    "answers": 80,
    "answers_with_fanout_pct": 97.5,
    "median_queries_per_answer": 2.0,
    "mean_queries_per_answer": 1.9,
    "total_queries": 152,
    "median_words_per_query": 6.0,
    "query_share_pct": {
     "adds a year": 46.7,
     "reviews or ratings": 18.4,
     "reddit": 3.3,
     "site: operator": 0.0,
     "comparison (vs, compare, alternatives)": 0.7,
     "price or cost": 5.3,
     "complaints or problems": 0.0,
     "best, top or ranking": 92.8,
     "a named source (Forbes, NerdWallet, Wirecutter, U.S. News, G2...)": 9.9
    },
    "answers_with_pattern_pct": {
     "adds a year": 76.2,
     "reviews or ratings": 30.0,
     "reddit": 6.2,
     "site: operator": 0.0,
     "comparison (vs, compare, alternatives)": 1.2,
     "price or cost": 6.2,
     "complaints or problems": 0.0,
     "best, top or ranking": 92.5,
     "a named source (Forbes, NerdWallet, Wirecutter, U.S. News, G2...)": 17.5
    },
    "years_used": [
     [
      "2026",
      71
     ],
     [
      "2025",
      25
     ]
    ],
    "queries_with_past_year_pct": 16.4,
    "queries_identical_to_question_pct": 0.0,
    "median_new_words_per_query": 2.0
   },
   "Claude": {
    "answers": 80,
    "answers_with_fanout_pct": 76.2,
    "median_queries_per_answer": 1.0,
    "mean_queries_per_answer": 0.76,
    "total_queries": 61,
    "median_words_per_query": 6,
    "query_share_pct": {
     "adds a year": 57.4,
     "reviews or ratings": 3.3,
     "reddit": 0.0,
     "site: operator": 0.0,
     "comparison (vs, compare, alternatives)": 0.0,
     "price or cost": 3.3,
     "complaints or problems": 0.0,
     "best, top or ranking": 88.5,
     "a named source (Forbes, NerdWallet, Wirecutter, U.S. News, G2...)": 0.0
    },
    "answers_with_pattern_pct": {
     "adds a year": 43.8,
     "reviews or ratings": 2.5,
     "reddit": 0.0,
     "site: operator": 0.0,
     "comparison (vs, compare, alternatives)": 0.0,
     "price or cost": 2.5,
     "complaints or problems": 0.0,
     "best, top or ranking": 67.5,
     "a named source (Forbes, NerdWallet, Wirecutter, U.S. News, G2...)": 0.0
    },
    "years_used": [
     [
      "2026",
      35
     ]
    ],
    "queries_with_past_year_pct": 0.0,
    "queries_identical_to_question_pct": 0.0,
    "median_new_words_per_query": 1
   }
  },
  "derived": {
   "total_searches": 509,
   "no_search_pct": {
    "ChatGPT": 26.2,
    "Gemini": 2.5,
    "Claude": 23.8
   }
  },
  "examples": {
   "ChatGPT": [
    [
     "What are the best employment law firms in San Francisco?",
     [
      "best employment law firm San Francisco",
      "site:lawyers.com employment law San Francisco",
      "site:avvo.com employment lawyer San Francisco review",
      "California employment law firm San Francisco wrongful termination discrimination"
     ]
    ],
    [
     "What is the best small business loan lender?",
     [
      "best small business loan lenders 2026 U.S. term loan SBA lender ratings",
      "NerdWallet best small business loans lenders 2025 2026",
      "Fundera marketplace best lenders small business loans",
      "Kabbage alternative lenders 2026 small business loans"
     ]
    ],
    [
     "Which website builder is best for small businesses?",
     [
      "best website builders for small business 2026 Squarespace Wix Shopify Squarespace GoDaddy Reviews",
      "Wix vs Squarespace vs Shopify for small business website builder comparison 2026",
      "small business website builder US prices 2026 Squarespace Wix GoDaddy Squarespace plan",
      "2026 expert recommendations website builders for small business"
     ]
    ],
    [
     "What is the best online legal service for forming an LLC?",
     [
      "best online service form an LLC LegalZoom Rocket Lawyer Incfile 2026 comparison",
      "Incfile LLC formation pricing registered agent included 2026",
      "Rocket Lawyer LLC formation cost 2026 registered agent",
      "LegalZoom LLC formation plan pricing 2026"
     ]
    ]
   ],
   "Gemini": [
    [
     "Who are the best roofing contractors in Dallas?",
     [
      "top rated roofers Dallas TX",
      "best roofing contractors Dallas texas reviews"
     ]
    ],
    [
     "Who are the top-rated pediatric dentists in Charlotte?",
     [
      "top rated pediatric dentists in charlotte nc",
      "best pediatric dentists charlotte north carolina"
     ]
    ],
    [
     "What are the best all-inclusive resorts in Cancun?",
     [
      "best all inclusive resorts Cancun 2026 2025",
      "top all inclusive resorts Cancun luxury adults only family"
     ]
    ],
    [
     "Which car rental company is the most reliable?",
     [
      "most reliable car rental company J D Power study 2025 2026"
     ]
    ]
   ],
   "Claude": [
    [
     "Which mattress is best for back pain?",
     [
      "best mattress for back pain"
     ]
    ],
    [
     "What are the best franchises to buy under $100,000?",
     [
      "best franchises to buy under $100,000 2026"
     ]
    ],
    [
     "What is the best online estate planning service?",
     [
      "best online estate planning services 2026"
     ]
    ],
    [
     "Who are the best mortgage lenders for first-time buyers?",
     [
      "best mortgage lenders first-time buyers 2026"
     ]
    ]
   ]
  }
 }
}