{
    "schema_version": "1.0",
    "generated_at": "2026-09-12T03:53:56Z",
    "current_reading": "Good Bot activity rose on all five sites while fourteen-day average search impressions rose on only three. AISymantix produced most of the cohort visibility and most logged work, but AITOAIConnect grew faster in the period comparison with far fewer events. Work intensity matters, but it does not turn crawler volume into a search forecast.",
    "cohort_definition": {
        "sites": [
            "aisymantix.com",
            "aitoaiconnect.com",
            "customcakesorlando.com",
            "aifilmartists.com",
            "symatixai.com"
        ],
        "selection": "Current sitemaps contain 47 to 67 URLs, first GSC observations fall between 2026-06-16 and 2026-07-07, and every site has complete GSC coverage plus validated Good Bot coverage for the common study window.",
        "study_start": "2026-07-09",
        "study_end": "2026-09-09",
        "calendar_days": 63,
        "fully_comparable_days": 61,
        "unavailable_good_bot_dates": [
            "2026-08-03",
            "2026-08-04"
        ],
        "page_comparison_start": "2026-08-08",
        "page_comparison_end": "2026-09-09"
    },
    "headline_metrics": {
        "sites": 5,
        "fully_comparable_days": 61,
        "total_impressions": 18408,
        "total_clicks": 46,
        "total_good_bots": 6234,
        "total_human_page_requests": 4181,
        "total_seo_events": 19,
        "impression_spread_ratio": 21.34,
        "good_bot_spread_ratio": 3.26,
        "aisymantix_impression_share_pct": 63.19,
        "aisymantix_event_share_pct": 84.21,
        "sites_with_rising_good_bots": 5,
        "sites_with_rising_impressions": 3,
        "bot_first_pages": 27,
        "bot_only_pages": 81,
        "same_or_search_first_pages": 6,
        "cross_site_bot_visibility_correlation": 0.051,
        "cross_site_event_change_correlation": 0.513,
        "same_day_pooled_growth_correlation": -0.041,
        "best_pooled_bot_lead_days": 6,
        "best_pooled_bot_lead_growth_correlation": 0.119
    },
    "site_comparison": [
        {
            "site": "aisymantix.com",
            "first_gsc_date": "2026-06-16",
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            "gsc_pages": 40,
            "new_gsc_pages": 30,
            "impressions": 11632,
            "clicks": 11,
            "good_bots": 1486,
            "page_window_good_bots": 1144,
            "human_page_requests": 1253,
            "good_bots_per_url": 22.18,
            "impressions_per_url": 173.61,
            "bot_human_ratio": 0.91,
            "seo_events": 16,
            "event_days": 8,
            "impression_change_pct": 60.2,
            "good_bot_change_pct": 250,
            "same_day_growth_correlation": -0.103,
            "best_bot_lead_days": 6,
            "best_bot_lead_growth_correlation": 0.056,
            "search_crawlers": 886,
            "ai_search": 54,
            "training": 509,
            "user_retrieval": 37
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        {
            "site": "aitoaiconnect.com",
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            "impressions": 3161,
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            "good_bots": 1063,
            "page_window_good_bots": 744,
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            "good_bots_per_url": 21.69,
            "impressions_per_url": 64.51,
            "bot_human_ratio": 0.75,
            "seo_events": 2,
            "event_days": 2,
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            "good_bot_change_pct": 149.4,
            "same_day_growth_correlation": -0.062,
            "best_bot_lead_days": 3,
            "best_bot_lead_growth_correlation": 0.013,
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            "ai_search": 22,
            "training": 435,
            "user_retrieval": 54
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        {
            "site": "customcakesorlando.com",
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            "gsc_pages": 44,
            "new_gsc_pages": 23,
            "impressions": 1609,
            "clicks": 12,
            "good_bots": 1568,
            "page_window_good_bots": 1080,
            "human_page_requests": 651,
            "good_bots_per_url": 28,
            "impressions_per_url": 28.73,
            "bot_human_ratio": 1.66,
            "seo_events": 1,
            "event_days": 1,
            "impression_change_pct": -2.5,
            "good_bot_change_pct": 157.9,
            "same_day_growth_correlation": -0.031,
            "best_bot_lead_days": 6,
            "best_bot_lead_growth_correlation": 0.295,
            "search_crawlers": 984,
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            "training": 497,
            "user_retrieval": 71
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        {
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            "gsc_pages": 37,
            "new_gsc_pages": 26,
            "impressions": 1461,
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            "event_days": 0,
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            "same_day_growth_correlation": 0.008,
            "best_bot_lead_days": 4,
            "best_bot_lead_growth_correlation": 0.198,
            "search_crawlers": 1228,
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            "training": 377,
            "user_retrieval": 7
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            "site": "aifilmartists.com",
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    "pooled_lag_test": [
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            "relationship": "Search leads by 7 days",
            "lag_days": -7,
            "paired_site_days": 270,
            "within_site_level_correlation": 0.074,
            "within_site_growth_correlation": -0.038
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            "relationship": "Search leads by 6 days",
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            "within_site_level_correlation": 0.152,
            "within_site_growth_correlation": 0.062
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        {
            "relationship": "Search leads by 5 days",
            "lag_days": -5,
            "paired_site_days": 280,
            "within_site_level_correlation": 0.101,
            "within_site_growth_correlation": 0.025
        },
        {
            "relationship": "Search leads by 4 days",
            "lag_days": -4,
            "paired_site_days": 285,
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            "within_site_growth_correlation": 0.026
        },
        {
            "relationship": "Search leads by 3 days",
            "lag_days": -3,
            "paired_site_days": 290,
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            "within_site_growth_correlation": -0.123
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        {
            "relationship": "Search leads by 2 days",
            "lag_days": -2,
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            "within_site_level_correlation": 0.072,
            "within_site_growth_correlation": -0.014
        },
        {
            "relationship": "Search leads by 1 day",
            "lag_days": -1,
            "paired_site_days": 300,
            "within_site_level_correlation": 0.062,
            "within_site_growth_correlation": -0.044
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        {
            "relationship": "Same day",
            "lag_days": 0,
            "paired_site_days": 305,
            "within_site_level_correlation": 0.084,
            "within_site_growth_correlation": -0.041
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        {
            "relationship": "Bots lead by 1 day",
            "lag_days": 1,
            "paired_site_days": 300,
            "within_site_level_correlation": 0.112,
            "within_site_growth_correlation": -0.075
        },
        {
            "relationship": "Bots lead by 2 days",
            "lag_days": 2,
            "paired_site_days": 295,
            "within_site_level_correlation": 0.091,
            "within_site_growth_correlation": -0.054
        },
        {
            "relationship": "Bots lead by 3 days",
            "lag_days": 3,
            "paired_site_days": 290,
            "within_site_level_correlation": 0.197,
            "within_site_growth_correlation": 0.023
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        {
            "relationship": "Bots lead by 4 days",
            "lag_days": 4,
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            "within_site_level_correlation": 0.098,
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        {
            "relationship": "Bots lead by 5 days",
            "lag_days": 5,
            "paired_site_days": 280,
            "within_site_level_correlation": 0.071,
            "within_site_growth_correlation": -0.022
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        {
            "relationship": "Bots lead by 6 days",
            "lag_days": 6,
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        {
            "relationship": "Bots lead by 7 days",
            "lag_days": 7,
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            "within_site_level_correlation": 0.056,
            "within_site_growth_correlation": -0.03
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    "site_lag_tests": {
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                "paired_days": 54,
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                "growth_correlation": -0.05
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                "relationship": "Search leads by 6 days",
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                "relationship": "Search leads by 5 days",
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                "growth_correlation": -0.002
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                "relationship": "Search leads by 4 days",
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                "paired_days": 57,
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                "growth_correlation": -0.09
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            {
                "relationship": "Search leads by 3 days",
                "lag_days": -3,
                "paired_days": 58,
                "level_correlation": 0.458,
                "growth_correlation": 0.065
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            {
                "relationship": "Search leads by 2 days",
                "lag_days": -2,
                "paired_days": 59,
                "level_correlation": 0.449,
                "growth_correlation": 0.048
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            {
                "relationship": "Search leads by 1 day",
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                "paired_days": 60,
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                "growth_correlation": -0.088
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            {
                "relationship": "Same day",
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            {
                "relationship": "Bots lead by 1 day",
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                "relationship": "Bots lead by 2 days",
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                "growth_correlation": -0.059
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            {
                "relationship": "Bots lead by 3 days",
                "lag_days": 3,
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                "growth_correlation": 0.008
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            {
                "relationship": "Bots lead by 4 days",
                "lag_days": 4,
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                "growth_correlation": -0.021
            },
            {
                "relationship": "Bots lead by 5 days",
                "lag_days": 5,
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                "growth_correlation": -0.111
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            {
                "relationship": "Bots lead by 6 days",
                "lag_days": 6,
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                "growth_correlation": 0.056
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            {
                "relationship": "Bots lead by 7 days",
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            {
                "relationship": "Search leads by 6 days",
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                "paired_days": 55,
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                "growth_correlation": 0.02
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            {
                "relationship": "Search leads by 5 days",
                "lag_days": -5,
                "paired_days": 56,
                "level_correlation": 0.328,
                "growth_correlation": 0.179
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            {
                "relationship": "Search leads by 4 days",
                "lag_days": -4,
                "paired_days": 57,
                "level_correlation": 0.086,
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            {
                "relationship": "Search leads by 3 days",
                "lag_days": -3,
                "paired_days": 58,
                "level_correlation": 0.099,
                "growth_correlation": -0.174
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            {
                "relationship": "Search leads by 2 days",
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                "growth_correlation": 0.039
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            {
                "relationship": "Search leads by 1 day",
                "lag_days": -1,
                "paired_days": 60,
                "level_correlation": 0.124,
                "growth_correlation": -0.193
            },
            {
                "relationship": "Same day",
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                "paired_days": 61,
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                "growth_correlation": -0.062
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            {
                "relationship": "Bots lead by 1 day",
                "lag_days": 1,
                "paired_days": 60,
                "level_correlation": 0.079,
                "growth_correlation": -0.268
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            {
                "relationship": "Bots lead by 2 days",
                "lag_days": 2,
                "paired_days": 59,
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                "growth_correlation": -0.287
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            {
                "relationship": "Bots lead by 3 days",
                "lag_days": 3,
                "paired_days": 58,
                "level_correlation": 0.212,
                "growth_correlation": 0.013
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            {
                "relationship": "Bots lead by 4 days",
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                "growth_correlation": -0.042
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                "relationship": "Bots lead by 5 days",
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                "relationship": "Bots lead by 6 days",
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                "relationship": "Bots lead by 7 days",
                "lag_days": 7,
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                "growth_correlation": -0.009
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                "relationship": "Search leads by 6 days",
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                "relationship": "Search leads by 3 days",
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                "relationship": "Search leads by 2 days",
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                "relationship": "Search leads by 1 day",
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                "relationship": "Same day",
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                "relationship": "Bots lead by 3 days",
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                "growth_correlation": 0.04
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                "relationship": "Bots lead by 4 days",
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                "growth_correlation": -0.001
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                "relationship": "Bots lead by 5 days",
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                "relationship": "Search leads by 4 days",
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                "relationship": "Search leads by 2 days",
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                "relationship": "Search leads by 1 day",
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                "relationship": "Same day",
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                "relationship": "Bots lead by 1 day",
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            "user_retrieval": 0
        },
        {
            "site": "customcakesorlando.com",
            "page": "/cake-ideas/how-to-submit-a-great-custom-cake-request/",
            "url": "https://customcakesorlando.com/cake-ideas/how-to-submit-a-great-custom-cake-request/",
            "timing": "Search first",
            "first_bot_date": "2026-08-17",
            "first_gsc_date": "2026-08-10",
            "bot_lead_days": -7,
            "good_bots": 12,
            "human_page_requests": 1,
            "impressions": 1,
            "clicks": 0,
            "search_crawlers": 2,
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        }
    ],
    "seo_event_windows": [
        {
            "site": "aisymantix.com",
            "event_window": "2026-07-14",
            "events_logged": 1,
            "bot_change_pct": -21.9,
            "impression_change_pct": 27.6,
            "summary": "AI Symantix: GSC-driven JSON-LD schema build-out plus new content cluster (glossary terms, articles, free checker tool, directory listings) and nav/hero UI fixes."
        },
        {
            "site": "aisymantix.com",
            "event_window": "2026-07-29 to 2026-07-31",
            "events_logged": 4,
            "bot_change_pct": 228.6,
            "impression_change_pct": 27.7,
            "summary": "Major AI Symantix Lab buildout with Exposure Velocity hypothesis content, live Warehouse observation layer, nightly export automation, and production verification."
        },
        {
            "site": "aisymantix.com",
            "event_window": "2026-08-24 to 2026-08-26",
            "events_logged": 4,
            "bot_change_pct": 34,
            "impression_change_pct": 19.1,
            "summary": "Built the AISymantix search visibility workbench and supporting visibility-science content from warehouse-backed opportunity analysis."
        },
        {
            "site": "aisymantix.com",
            "event_window": "2026-09-07 to 2026-09-08",
            "events_logged": 7,
            "bot_change_pct": 22,
            "impression_change_pct": null,
            "summary": "AISymantix.com search visibility campaign, phase 1: diagnosed a position problem (not a CTR problem) from warehouse data, consolidated a four-page cannibalization on the head term, rewrote the canonical definition article around the actual metric and a first-party CTR curve, and replaced the static checker checklist with a real server-side URL analyzer."
        },
        {
            "site": "aitoaiconnect.com",
            "event_window": "2026-08-25 to 2026-08-26",
            "events_logged": 2,
            "bot_change_pct": 222.9,
            "impression_change_pct": 21.9,
            "summary": "Diagnosed AItoAIConnect.com's real search intent from the Digital Karma Data Warehouse (under 8% brand search, the rest split into five informational clusters), then rebuilt its two weakest, highest-demand pages and wired real outbound cross-links to DigitalKarmaWeb.com and AISymantix.com."
        },
        {
            "site": "customcakesorlando.com",
            "event_window": "2026-07-22",
            "events_logged": 1,
            "bot_change_pct": -38.3,
            "impression_change_pct": 31.5,
            "summary": "JSON-LD: unified into one @graph across 11 page types; fixed exposed email and wired FAQ schema onto a real content page."
        }
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            "date": "2026-07-11",
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            "good_bots": 46,
            "search_crawlers": 37,
            "ai_search": 0,
            "training": 9,
            "user_retrieval": 0
        },
        {
            "date": "2026-08-30",
            "site": "symatixai.com",
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            "good_bots": 14,
            "search_crawlers": 12,
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            "training": 2,
            "user_retrieval": 0
        },
        {
            "date": "2026-08-31",
            "site": "symatixai.com",
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            "clicks": 0,
            "good_bots": 21,
            "search_crawlers": 19,
            "ai_search": 0,
            "training": 2,
            "user_retrieval": 0
        },
        {
            "date": "2026-09-01",
            "site": "symatixai.com",
            "impressions": 15,
            "clicks": 0,
            "good_bots": 32,
            "search_crawlers": 29,
            "ai_search": 0,
            "training": 2,
            "user_retrieval": 1
        },
        {
            "date": "2026-09-02",
            "site": "symatixai.com",
            "impressions": 19,
            "clicks": 0,
            "good_bots": 29,
            "search_crawlers": 23,
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            "user_retrieval": 2
        },
        {
            "date": "2026-09-03",
            "site": "symatixai.com",
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            "good_bots": 29,
            "search_crawlers": 24,
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            "user_retrieval": 0
        },
        {
            "date": "2026-09-04",
            "site": "symatixai.com",
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            "clicks": 0,
            "good_bots": 46,
            "search_crawlers": 40,
            "ai_search": 0,
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            "user_retrieval": 0
        },
        {
            "date": "2026-09-05",
            "site": "symatixai.com",
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            "good_bots": 40,
            "search_crawlers": 32,
            "ai_search": 0,
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        },
        {
            "date": "2026-09-06",
            "site": "symatixai.com",
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            "good_bots": 26,
            "search_crawlers": 21,
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            "user_retrieval": 0
        },
        {
            "date": "2026-09-07",
            "site": "symatixai.com",
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            "good_bots": 38,
            "search_crawlers": 14,
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        },
        {
            "date": "2026-09-08",
            "site": "symatixai.com",
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            "good_bots": 14,
            "search_crawlers": 13,
            "ai_search": 0,
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        },
        {
            "date": "2026-09-09",
            "site": "symatixai.com",
            "impressions": 15,
            "clicks": 0,
            "good_bots": 26,
            "search_crawlers": 21,
            "ai_search": 0,
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        }
    ],
    "methodology": [
        "The five sites were chosen before measuring the study result. Selection used current sitemap size, first GSC observation date, and overlapping validated Good Bot coverage.",
        "Site comparison totals use only dates present for all five sites in both GSC device totals and the algorithm-version-2 validated Good Bot cache.",
        "Good Bots are successful content GET requests from active crawler fingerprints assigned to search, AI search, training, or user retrieval. Assets, datasets, feeds, robots files, sitemaps, specified non-content extensions, and non-2xx responses are excluded.",
        "The pooled lag test normalizes daily values by current sitemap URL count, removes each site mean, and then calculates Pearson correlation across the remaining within-site variation. Growth compares the target day with its own seven-day-prior impression total.",
        "Page timing uses the retained raw-request window and only URLs in each current sitemap. A bot-first row records observed order, not causation.",
        "SEO Events count structured Warehouse records. No logged event means no recorded event, not proof that a site was unchanged.",
        "First and last period changes compare the first 14 fully comparable days with the last 14 fully comparable days."
    ],
    "caveats": [
        "Five sites are enough to expose counterexamples, but too few for a general portfolio law.",
        "AISymantix has substantially more logged SEO Events than the other four sites. That difference is part of the observation and also a confounder.",
        "The sites have similar age and page counts, but different subjects, competitive environments, content quality, internal linking, and query demand.",
        "Raw request retention is 35 days, so page-level timing and human-request comparisons use a shorter window than the site-level daily series.",
        "Crawler requests do not prove indexing, citation, training use, a human prompt, or a ranking effect.",
        "Correlation across five site totals is descriptive and highly sensitive to one outlier. It is published as a diagnostic, not a significance claim."
    ]
}