{
    "schema_version": "visibility-case-snapshot/v1",
    "published_at": "2026-10-20",
    "case_study": "https://www.aisymantix.com/case-studies/ai-crawlers-five-websites/",
    "scope": "Comparative research · Search and crawler results",
    "measurement_note": "Good Bots means eligible successful content requests under the warehouse policy and includes search, AI search, training and user retrieval purposes. It is broader than AI search crawlers alone. The study has 99 comparable dates across a 101-day interval; August 3 and 4 lack comparable Good Bot data. This is an observational group, not a randomized test.",
    "table": {
        "caption": "First versus last 14-day averages in the published five-site study",
        "columns": [
            "Website",
            "Good Bot change",
            "Google impression change"
        ],
        "rows": [
            [
                "aisymantix.com",
                "+579.2%",
                "+165%"
            ],
            [
                "aitoaiconnect.com",
                "+194.8%",
                "+40.1%"
            ],
            [
                "customcakesorlando.com",
                "+172.6%",
                "-26.6%"
            ],
            [
                "symatixai.com",
                "+85.5%",
                "-67.2%"
            ],
            [
                "aifilmartists.com",
                "+305.6%",
                "-34.4%"
            ]
        ]
    },
    "source_data": {
        "generated_at": "2026-10-20T04:07:13Z",
        "cohort_definition": {
            "sites": [
                "aisymantix.com",
                "aitoaiconnect.com",
                "customcakesorlando.com",
                "aifilmartists.com",
                "symatixai.com"
            ],
            "selection": "Current sitemaps contain 47 to 90 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": "2026-10-17",
            "calendar_days": 101,
            "fully_comparable_days": 99,
            "unavailable_good_bot_dates": [
                "2026-08-03",
                "2026-08-04"
            ],
            "page_comparison_start": "2026-09-15",
            "page_comparison_end": "2026-10-17"
        },
        "headline_metrics": {
            "sites": 5,
            "fully_comparable_days": 99,
            "total_impressions": 30818,
            "total_clicks": 89,
            "total_good_bots": 13998,
            "total_human_page_requests": 12131,
            "total_seo_events": 80,
            "impression_spread_ratio": 28.26,
            "good_bot_spread_ratio": 3.49,
            "aisymantix_impression_share_pct": 69.7,
            "aisymantix_event_share_pct": 57.5,
            "sites_with_rising_good_bots": 5,
            "sites_with_rising_impressions": 2,
            "bot_first_pages": 28,
            "bot_only_pages": 70,
            "same_or_search_first_pages": 3,
            "cross_site_bot_visibility_correlation": 0.091,
            "cross_site_event_change_correlation": 0.828,
            "same_day_pooled_growth_correlation": 0.038,
            "best_pooled_bot_lead_days": 6,
            "best_pooled_bot_lead_growth_correlation": 0.114
        },
        "site_comparison": [
            {
                "site": "aisymantix.com",
                "first_gsc_date": "2026-06-16",
                "sitemap_urls": 90,
                "gsc_pages": 72,
                "new_gsc_pages": 62,
                "impressions": 21479,
                "clicks": 29,
                "good_bots": 4179,
                "page_window_good_bots": 2371,
                "human_page_requests": 7073,
                "good_bots_per_url": 46.43,
                "impressions_per_url": 238.66,
                "bot_human_ratio": 0.34,
                "seo_events": 46,
                "event_days": 23,
                "impression_change_pct": 165,
                "good_bot_change_pct": 579.2,
                "same_day_growth_correlation": 0.167,
                "best_bot_lead_days": 2,
                "best_bot_lead_growth_correlation": 0.215,
                "search_crawlers": 2581,
                "ai_search": 160,
                "training": 1359,
                "user_retrieval": 79
            },
            {
                "site": "aitoaiconnect.com",
                "first_gsc_date": "2026-06-18",
                "sitemap_urls": 49,
                "gsc_pages": 32,
                "new_gsc_pages": 23,
                "impressions": 4565,
                "clicks": 20,
                "good_bots": 2401,
                "page_window_good_bots": 1187,
                "human_page_requests": 1624,
                "good_bots_per_url": 49,
                "impressions_per_url": 93.16,
                "bot_human_ratio": 0.73,
                "seo_events": 4,
                "event_days": 4,
                "impression_change_pct": 40.1,
                "good_bot_change_pct": 194.8,
                "same_day_growth_correlation": -0.095,
                "best_bot_lead_days": 3,
                "best_bot_lead_growth_correlation": -0.041,
                "search_crawlers": 1281,
                "ai_search": 31,
                "training": 985,
                "user_retrieval": 104
            },
            {
                "site": "customcakesorlando.com",
                "first_gsc_date": "2026-06-28",
                "sitemap_urls": 56,
                "gsc_pages": 47,
                "new_gsc_pages": 26,
                "impressions": 2134,
                "clicks": 17,
                "good_bots": 3098,
                "page_window_good_bots": 1391,
                "human_page_requests": 1145,
                "good_bots_per_url": 55.32,
                "impressions_per_url": 38.11,
                "bot_human_ratio": 1.21,
                "seo_events": 12,
                "event_days": 6,
                "impression_change_pct": -26.6,
                "good_bot_change_pct": 172.6,
                "same_day_growth_correlation": -0.033,
                "best_bot_lead_days": 6,
                "best_bot_lead_growth_correlation": 0.225,
                "search_crawlers": 1987,
                "ai_search": 40,
                "training": 920,
                "user_retrieval": 151
            },
            {
                "site": "symatixai.com",
                "first_gsc_date": "2026-07-07",
                "sitemap_urls": 53,
                "gsc_pages": 37,
                "new_gsc_pages": 26,
                "impressions": 1880,
                "clicks": 8,
                "good_bots": 3124,
                "page_window_good_bots": 1391,
                "human_page_requests": 1057,
                "good_bots_per_url": 58.94,
                "impressions_per_url": 35.47,
                "bot_human_ratio": 1.32,
                "seo_events": 11,
                "event_days": 3,
                "impression_change_pct": -67.2,
                "good_bot_change_pct": 85.5,
                "same_day_growth_correlation": 0.009,
                "best_bot_lead_days": 4,
                "best_bot_lead_growth_correlation": 0.186,
                "search_crawlers": 2311,
                "ai_search": 33,
                "training": 770,
                "user_retrieval": 10
            },
            {
                "site": "aifilmartists.com",
                "first_gsc_date": "2026-07-04",
                "sitemap_urls": 47,
                "gsc_pages": 39,
                "new_gsc_pages": 18,
                "impressions": 760,
                "clicks": 15,
                "good_bots": 1196,
                "page_window_good_bots": 668,
                "human_page_requests": 1232,
                "good_bots_per_url": 25.45,
                "impressions_per_url": 16.17,
                "bot_human_ratio": 0.54,
                "seo_events": 7,
                "event_days": 3,
                "impression_change_pct": -34.4,
                "good_bot_change_pct": 305.6,
                "same_day_growth_correlation": 0.139,
                "best_bot_lead_days": 5,
                "best_bot_lead_growth_correlation": 0.22,
                "search_crawlers": 596,
                "ai_search": 116,
                "training": 476,
                "user_retrieval": 8
            }
        ]
    }
}