{
  "generated_at": "2026-07-25T06:50:59.943Z",
  "scope": "Industry-level aggregate export",
  "license": "Free to cite with attribution and a link to https://authorityspecialist.com/research/ai-seo-statistics",
  "important_notes": [
    "equal_model_mean_pct gives each available model equal weight.",
    "all_model_agreement_pct is question-level binary agreement, not mean prevalence.",
    "question_level_model_disagreement_pct is average pairwise binary disagreement across questions and behaviors, not the max-minus-min aggregate rate spread."
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      "edition": "2026-07",
      "collected_at": "2026-07-02T09:31:33.142Z",
      "industry_slug": "technology",
      "industry": "Technology",
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      "expected_responses": 120,
      "coverage_pct": 100,
      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "tells_to_check_reviews_or_ratings",
      "behavior_label": "Tells to check reviews",
      "model_rate_pct": 0,
      "equal_model_mean_pct": 6.7,
      "all_model_agreement_pct": 82.5,
      "question_level_model_disagreement_pct": 19
    },
    {
      "edition": "2026-07",
      "collected_at": "2026-07-02T09:31:33.142Z",
      "industry_slug": "technology",
      "industry": "Technology",
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      "expected_responses": 120,
      "coverage_pct": 100,
      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "tells_to_verify_credentials_or_certifications",
      "behavior_label": "Tells to verify credentials",
      "model_rate_pct": 2.5,
      "equal_model_mean_pct": 13.3,
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      "question_level_model_disagreement_pct": 19
    },
    {
      "edition": "2026-07",
      "collected_at": "2026-07-02T09:31:33.142Z",
      "industry_slug": "technology",
      "industry": "Technology",
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      "observed_responses": 120,
      "expected_responses": 120,
      "coverage_pct": 100,
      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "mentions_case_studies_or_portfolio",
      "behavior_label": "Mentions case studies / portfolio",
      "model_rate_pct": 2.5,
      "equal_model_mean_pct": 10,
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      "question_level_model_disagreement_pct": 19
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    {
      "edition": "2026-07",
      "collected_at": "2026-07-02T09:31:33.142Z",
      "industry_slug": "technology",
      "industry": "Technology",
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      "expected_responses": 120,
      "coverage_pct": 100,
      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "mentions_local_proximity_factor",
      "behavior_label": "Mentions local proximity",
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      "question_level_model_disagreement_pct": 19
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    {
      "edition": "2026-07",
      "collected_at": "2026-07-02T09:31:33.142Z",
      "industry_slug": "technology",
      "industry": "Technology",
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      "observed_responses": 120,
      "expected_responses": 120,
      "coverage_pct": 100,
      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "gives_selection_criteria_list",
      "behavior_label": "Gives selection criteria",
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      "question_level_model_disagreement_pct": 19
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    {
      "edition": "2026-07",
      "collected_at": "2026-07-02T09:31:33.142Z",
      "industry_slug": "technology",
      "industry": "Technology",
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      "observed_responses": 120,
      "expected_responses": 120,
      "coverage_pct": 100,
      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "warns_about_red_flags_or_scams",
      "behavior_label": "Warns about red flags",
      "model_rate_pct": 15,
      "equal_model_mean_pct": 15,
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      "question_level_model_disagreement_pct": 19
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    {
      "edition": "2026-07",
      "collected_at": "2026-07-02T09:31:33.142Z",
      "industry_slug": "technology",
      "industry": "Technology",
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      "expected_responses": 120,
      "coverage_pct": 100,
      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "asks_clarifying_question",
      "behavior_label": "Asks a clarifying question",
      "model_rate_pct": 2.5,
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    {
      "edition": "2026-07",
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      "industry_slug": "technology",
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      "expected_responses": 120,
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      "model_alias": "gemini",
      "model_id": "gemini-3-flash-preview",
      "behavior_key": "recommends_multiple_quotes",
      "behavior_label": "Recommends multiple quotes",
      "model_rate_pct": 2.5,
      "equal_model_mean_pct": 5,
      "all_model_agreement_pct": 87.5,
      "question_level_model_disagreement_pct": 19
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  ]
}