{
    "schema_version": "1.0",
    "generated_at": "2026-09-12T03:15:03Z",
    "site": {
        "id": 41,
        "domain": "aisymantix.com"
    },
    "current_reading": "Daily Good Bot activity does not reliably predict seven-day impression growth at the site level. The stronger signal is page-level sequencing: some published pages receive crawler requests before their first GSC impression, while other crawled pages never develop search visibility in the observed window.",
    "coverage": {
        "gsc": {
            "first_date": "2026-06-16",
            "last_date": "2026-09-09"
        },
        "validated_good_bots": {
            "first_date": "2026-06-29",
            "last_date": "2026-09-11",
            "unsupported_dates": [
                "2026-08-03",
                "2026-08-04"
            ]
        },
        "raw_requests": {
            "first_date": "2026-08-08",
            "last_date": "2026-09-12"
        },
        "query_page": {
            "first_date": "2026-06-16",
            "last_date": "2026-09-09"
        },
        "comparison_window": {
            "first_date": "2026-08-08",
            "last_date": "2026-09-09"
        }
    },
    "headline_metrics": {
        "comparison_days": 33,
        "impressions": 6976,
        "clicks": 6,
        "good_bots": 1144,
        "human_page_requests": 1253,
        "bot_first_published_pages": 16,
        "bot_only_published_pages": 27,
        "same_or_search_first_published_pages": 4,
        "same_day_growth_correlation": -0.149,
        "best_bot_lead_growth_lag_days": 6,
        "best_bot_lead_growth_correlation": 0.035,
        "machine_queries": 10,
        "machine_query_impressions": 164,
        "machine_query_clicks": 0,
        "machine_query_hits": 73,
        "machine_query_human_requests": 43,
        "hidden_query_impressions": 420,
        "hidden_query_impressions_pct": 6.02
    },
    "crawler_purposes": [
        {
            "purpose": "Search",
            "requests": 664
        },
        {
            "purpose": "AI search",
            "requests": 52
        },
        {
            "purpose": "Training",
            "requests": 391
        },
        {
            "purpose": "User retrieval",
            "requests": 37
        }
    ],
    "lag_test": [
        {
            "relationship": "Search leads by 7 days",
            "lag_days": -7,
            "paired_days": 71,
            "level_correlation": 0.537,
            "growth_correlation": -0.119
        },
        {
            "relationship": "Search leads by 6 days",
            "lag_days": -6,
            "paired_days": 71,
            "level_correlation": 0.501,
            "growth_correlation": -0.143
        },
        {
            "relationship": "Search leads by 5 days",
            "lag_days": -5,
            "paired_days": 71,
            "level_correlation": 0.472,
            "growth_correlation": -0.083
        },
        {
            "relationship": "Search leads by 4 days",
            "lag_days": -4,
            "paired_days": 71,
            "level_correlation": 0.477,
            "growth_correlation": -0.15
        },
        {
            "relationship": "Search leads by 3 days",
            "lag_days": -3,
            "paired_days": 71,
            "level_correlation": 0.539,
            "growth_correlation": -0.019
        },
        {
            "relationship": "Search leads by 2 days",
            "lag_days": -2,
            "paired_days": 71,
            "level_correlation": 0.53,
            "growth_correlation": -0.022
        },
        {
            "relationship": "Search leads by 1 day",
            "lag_days": -1,
            "paired_days": 71,
            "level_correlation": 0.449,
            "growth_correlation": -0.145
        },
        {
            "relationship": "Same day",
            "lag_days": 0,
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            "growth_correlation": -0.149
        },
        {
            "relationship": "Bots lead by 1 day",
            "lag_days": 1,
            "paired_days": 70,
            "level_correlation": 0.473,
            "growth_correlation": -0.11
        },
        {
            "relationship": "Bots lead by 2 days",
            "lag_days": 2,
            "paired_days": 69,
            "level_correlation": 0.445,
            "growth_correlation": -0.099
        },
        {
            "relationship": "Bots lead by 3 days",
            "lag_days": 3,
            "paired_days": 68,
            "level_correlation": 0.513,
            "growth_correlation": -0.043
        },
        {
            "relationship": "Bots lead by 4 days",
            "lag_days": 4,
            "paired_days": 67,
            "level_correlation": 0.574,
            "growth_correlation": -0.043
        },
        {
            "relationship": "Bots lead by 5 days",
            "lag_days": 5,
            "paired_days": 66,
            "level_correlation": 0.442,
            "growth_correlation": -0.137
        },
        {
            "relationship": "Bots lead by 6 days",
            "lag_days": 6,
            "paired_days": 65,
            "level_correlation": 0.508,
            "growth_correlation": 0.035
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        {
            "relationship": "Bots lead by 7 days",
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            "paired_days": 64,
            "level_correlation": 0.439,
            "growth_correlation": -0.055
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    ],
    "timing_summary": [
        {
            "timing": "Bots first",
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            "impressions": 1210
        },
        {
            "timing": "Same day",
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        {
            "timing": "Search first",
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        {
            "timing": "Bot only",
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        },
        {
            "timing": "Search only",
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        {
            "timing": "Established before window",
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    ],
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        {
            "page": "/datasets/",
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        {
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        {
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        {
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    "counterexamples": [
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            "page": "/article/exposure-velocity/",
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            "good_bots": 36,
            "human_page_requests": 7,
            "bot_human_ratio": 5.14,
            "impressions": 11,
            "clicks": 0,
            "search_crawlers": 23,
            "ai_search": 3,
            "training": 10,
            "user_retrieval": 0
        },
        {
            "page": "/glossary/ai-visibility/",
            "timing": "Established before window",
            "first_bot_date": "2026-08-11",
            "first_gsc_date": "2026-08-30",
            "bot_lead_days": 19,
            "good_bots": 29,
            "human_page_requests": 6,
            "bot_human_ratio": 4.83,
            "impressions": 69,
            "clicks": 0,
            "search_crawlers": 22,
            "ai_search": 1,
            "training": 6,
            "user_retrieval": 0
        },
        {
            "page": "/article/what-is-semantic-seo/",
            "timing": "Established before window",
            "first_bot_date": "2026-08-09",
            "first_gsc_date": "2026-08-20",
            "bot_lead_days": 11,
            "good_bots": 13,
            "human_page_requests": 3,
            "bot_human_ratio": 4.33,
            "impressions": 7,
            "clicks": 0,
            "search_crawlers": 8,
            "ai_search": 0,
            "training": 5,
            "user_retrieval": 0
        }
    ],
    "high_bot_low_visibility_pages": [
        {
            "page": "/ai-symantix-lab/",
            "timing": "Bots first",
            "first_bot_date": "2026-08-26",
            "first_gsc_date": "2026-08-27",
            "bot_lead_days": 1,
            "good_bots": 29,
            "human_page_requests": 8,
            "bot_human_ratio": 3.63,
            "impressions": 4,
            "clicks": 0,
            "search_crawlers": 23,
            "ai_search": 1,
            "training": 5,
            "user_retrieval": 0
        },
        {
            "page": "/article/what-is-ai-search-visibility/",
            "timing": "Established before window",
            "first_bot_date": "2026-08-08",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 24,
            "human_page_requests": 2,
            "bot_human_ratio": 12,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 11,
            "ai_search": 0,
            "training": 13,
            "user_retrieval": 0
        },
        {
            "page": "/glossary/acquisition-velocity/",
            "timing": "Bots first",
            "first_bot_date": "2026-08-08",
            "first_gsc_date": "2026-09-08",
            "bot_lead_days": 31,
            "good_bots": 23,
            "human_page_requests": 2,
            "bot_human_ratio": 11.5,
            "impressions": 1,
            "clicks": 0,
            "search_crawlers": 15,
            "ai_search": 0,
            "training": 8,
            "user_retrieval": 0
        },
        {
            "page": "/article/search-visibility-science-receipt/",
            "timing": "Same day",
            "first_bot_date": "2026-08-24",
            "first_gsc_date": "2026-08-24",
            "bot_lead_days": 0,
            "good_bots": 22,
            "human_page_requests": 12,
            "bot_human_ratio": 1.83,
            "impressions": 1,
            "clicks": 0,
            "search_crawlers": 19,
            "ai_search": 1,
            "training": 2,
            "user_retrieval": 0
        },
        {
            "page": "/article/exposure-velocity-receipt/",
            "timing": "Bots first",
            "first_bot_date": "2026-08-08",
            "first_gsc_date": "2026-08-27",
            "bot_lead_days": 19,
            "good_bots": 22,
            "human_page_requests": 6,
            "bot_human_ratio": 3.67,
            "impressions": 2,
            "clicks": 0,
            "search_crawlers": 17,
            "ai_search": 1,
            "training": 4,
            "user_retrieval": 0
        },
        {
            "page": "/glossary/authority-velocity/",
            "timing": "Bot only",
            "first_bot_date": "2026-08-09",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 22,
            "human_page_requests": 3,
            "bot_human_ratio": 7.33,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 13,
            "ai_search": 1,
            "training": 8,
            "user_retrieval": 0
        },
        {
            "page": "/library/semantic-seo/",
            "timing": "Bot only",
            "first_bot_date": "2026-08-10",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 21,
            "human_page_requests": 7,
            "bot_human_ratio": 3,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 9,
            "ai_search": 0,
            "training": 12,
            "user_retrieval": 0
        },
        {
            "page": "/article/looking-ahead-at-ai-discovery-signals/",
            "timing": "Bot only",
            "first_bot_date": "2026-08-10",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 20,
            "human_page_requests": 6,
            "bot_human_ratio": 3.33,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 8,
            "ai_search": 1,
            "training": 11,
            "user_retrieval": 0
        },
        {
            "page": "/article/how-ai-is-changing-digital-asset-valuation/",
            "timing": "Bot only",
            "first_bot_date": "2026-08-08",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 19,
            "human_page_requests": 5,
            "bot_human_ratio": 3.8,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 9,
            "ai_search": 2,
            "training": 8,
            "user_retrieval": 0
        },
        {
            "page": "/glossary/exposure-velocity/",
            "timing": "Bot only",
            "first_bot_date": "2026-08-10",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 18,
            "human_page_requests": 2,
            "bot_human_ratio": 9,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 12,
            "ai_search": 1,
            "training": 5,
            "user_retrieval": 0
        },
        {
            "page": "/library/knowledge-graph-seo/",
            "timing": "Bot only",
            "first_bot_date": "2026-08-10",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 17,
            "human_page_requests": 9,
            "bot_human_ratio": 1.89,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 5,
            "ai_search": 2,
            "training": 10,
            "user_retrieval": 0
        },
        {
            "page": "/article/what-is-schema-markup/",
            "timing": "Bot only",
            "first_bot_date": "2026-08-09",
            "first_gsc_date": null,
            "bot_lead_days": null,
            "good_bots": 17,
            "human_page_requests": 7,
            "bot_human_ratio": 2.43,
            "impressions": 0,
            "clicks": 0,
            "search_crawlers": 7,
            "ai_search": 0,
            "training": 10,
            "user_retrieval": 0
        }
    ],
    "topic_clusters": [
        {
            "topic": "Search visibility",
            "queries": 27,
            "disclosed_impressions": 3684,
            "clicks": 0,
            "good_bots": 85,
            "human_page_requests": 41,
            "landing_pages": 6,
            "leading_query": "search visibility",
            "leading_query_impressions": 3173
        },
        {
            "topic": "Visibility measurement",
            "queries": 34,
            "disclosed_impressions": 1990,
            "clicks": 0,
            "good_bots": 120,
            "human_page_requests": 59,
            "landing_pages": 9,
            "leading_query": "search visibility score",
            "leading_query_impressions": 462
        },
        {
            "topic": "AI visibility",
            "queries": 29,
            "disclosed_impressions": 1833,
            "clicks": 0,
            "good_bots": 93,
            "human_page_requests": 49,
            "landing_pages": 9,
            "leading_query": "ai search visibility",
            "leading_query_impressions": 696
        },
        {
            "topic": "Other discovery queries",
            "queries": 52,
            "disclosed_impressions": 545,
            "clicks": 0,
            "good_bots": 173,
            "human_page_requests": 296,
            "landing_pages": 21,
            "leading_query": "search metrics visibility",
            "leading_query_impressions": 174
        },
        {
            "topic": "Structured data",
            "queries": 18,
            "disclosed_impressions": 375,
            "clicks": 0,
            "good_bots": 24,
            "human_page_requests": 8,
            "landing_pages": 1,
            "leading_query": "structured data for ai search",
            "leading_query_impressions": 169
        },
        {
            "topic": "Semantic SEO and semantics",
            "queries": 36,
            "disclosed_impressions": 305,
            "clicks": 4,
            "good_bots": 166,
            "human_page_requests": 354,
            "landing_pages": 17,
            "leading_query": "symantix",
            "leading_query_impressions": 115
        },
        {
            "topic": "Entities and knowledge graphs",
            "queries": 6,
            "disclosed_impressions": 21,
            "clicks": 0,
            "good_bots": 5,
            "human_page_requests": 8,
            "landing_pages": 1,
            "leading_query": "entity architect",
            "leading_query_impressions": 8
        }
    ],
    "google_gaps": [
        {
            "page": "/article/ai-search-visibility-vs-search-visibility/",
            "impressions": 1986,
            "disclosed_query_impressions": 1923,
            "hidden_impressions": 63,
            "hidden_impressions_pct": 3.17,
            "good_bots": 25,
            "clicks": 0
        },
        {
            "page": "/article/what-is-search-visibility/",
            "impressions": 1813,
            "disclosed_query_impressions": 1758,
            "hidden_impressions": 55,
            "hidden_impressions_pct": 3.03,
            "good_bots": 24,
            "clicks": 0
        },
        {
            "page": "/glossary/ai-search-visibility/",
            "impressions": 2710,
            "disclosed_query_impressions": 2665,
            "hidden_impressions": 45,
            "hidden_impressions_pct": 1.66,
            "good_bots": 18,
            "clicks": 1
        },
        {
            "page": "/",
            "impressions": 182,
            "disclosed_query_impressions": 138,
            "hidden_impressions": 44,
            "hidden_impressions_pct": 24.18,
            "good_bots": 123,
            "clicks": 5
        },
        {
            "page": "/library/structured-data-for-ai/",
            "impressions": 426,
            "disclosed_query_impressions": 387,
            "hidden_impressions": 39,
            "hidden_impressions_pct": 9.15,
            "good_bots": 24,
            "clicks": 0
        },
        {
            "page": "/datasets/",
            "impressions": 26,
            "disclosed_query_impressions": 4,
            "hidden_impressions": 22,
            "hidden_impressions_pct": 84.62,
            "good_bots": 22,
            "clicks": 0
        },
        {
            "page": "/article/search-visibility-index-vs-ai-visibility-science/",
            "impressions": 144,
            "disclosed_query_impressions": 123,
            "hidden_impressions": 21,
            "hidden_impressions_pct": 14.58,
            "good_bots": 20,
            "clicks": 0
        },
        {
            "page": "/library/ai-visibility/",
            "impressions": 25,
            "disclosed_query_impressions": 4,
            "hidden_impressions": 21,
            "hidden_impressions_pct": 84,
            "good_bots": 19,
            "clicks": 0
        },
        {
            "page": "/article/what-is-ai-semantics/",
            "impressions": 63,
            "disclosed_query_impressions": 44,
            "hidden_impressions": 19,
            "hidden_impressions_pct": 30.16,
            "good_bots": 23,
            "clicks": 0
        },
        {
            "page": "/library/entity-architecture/",
            "impressions": 38,
            "disclosed_query_impressions": 21,
            "hidden_impressions": 17,
            "hidden_impressions_pct": 44.74,
            "good_bots": 15,
            "clicks": 0
        },
        {
            "page": "/library/faqs/",
            "impressions": 37,
            "disclosed_query_impressions": 21,
            "hidden_impressions": 16,
            "hidden_impressions_pct": 43.24,
            "good_bots": 20,
            "clicks": 0
        },
        {
            "page": "/ai-search-visibility-checker/",
            "impressions": 528,
            "disclosed_query_impressions": 516,
            "hidden_impressions": 12,
            "hidden_impressions_pct": 2.27,
            "good_bots": 39,
            "clicks": 0
        }
    ],
    "seo_event_windows": [
        {
            "event_window": "2026-07-14",
            "events_logged": 1,
            "pre_bot_daily_avg": 10.7,
            "post_bot_daily_avg": 8.3,
            "bot_change_pct": -21.9,
            "pre_impression_daily_avg": 124.3,
            "post_impression_daily_avg": 158.7,
            "impression_change_pct": 27.6,
            "post_bot_days_available": 3,
            "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."
        },
        {
            "event_window": "2026-07-29 to 2026-07-31",
            "events_logged": 4,
            "pre_bot_daily_avg": 7,
            "post_bot_daily_avg": 23,
            "bot_change_pct": 228.6,
            "pre_impression_daily_avg": 146.7,
            "post_impression_daily_avg": 187.3,
            "impression_change_pct": 27.7,
            "post_bot_days_available": 2,
            "summary": "Major AI Symantix Lab buildout with Exposure Velocity hypothesis content, live Warehouse observation layer, nightly export automation, and production verification."
        },
        {
            "event_window": "2026-08-24 to 2026-08-26",
            "events_logged": 4,
            "pre_bot_daily_avg": 31.3,
            "post_bot_daily_avg": 42,
            "bot_change_pct": 34,
            "pre_impression_daily_avg": 209,
            "post_impression_daily_avg": 249,
            "impression_change_pct": 19.1,
            "post_bot_days_available": 3,
            "summary": "Built the AISymantix search visibility workbench and supporting visibility-science content from warehouse-backed opportunity analysis."
        },
        {
            "event_window": "2026-09-07 to 2026-09-08",
            "events_logged": 7,
            "pre_bot_daily_avg": 30.3,
            "post_bot_daily_avg": 37,
            "bot_change_pct": 22,
            "pre_impression_daily_avg": 202,
            "post_impression_daily_avg": null,
            "impression_change_pct": null,
            "post_bot_days_available": 3,
            "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."
        }
    ],
    "machine_query_examples": [
        {
            "query": "what+is+ai+search+visibility?",
            "signal_type": "plus_sign",
            "first_seen": "2026-08-08",
            "last_seen": "2026-09-09",
            "impressions": 84,
            "clicks": 0,
            "landing_pages": 4,
            "good_bots": 54,
            "human_page_requests": 31
        },
        {
            "query": "how is ai visibility different from traditional search visibility?",
            "signal_type": "natural_language",
            "first_seen": "2026-08-08",
            "last_seen": "2026-09-09",
            "impressions": 35,
            "clicks": 0,
            "landing_pages": 2,
            "good_bots": 29,
            "human_page_requests": 26
        },
        {
            "query": "ai visibility vs seo – what's the difference?",
            "signal_type": "natural_language",
            "first_seen": "2026-08-08",
            "last_seen": "2026-08-29",
            "impressions": 22,
            "clicks": 0,
            "landing_pages": 1,
            "good_bots": 16,
            "human_page_requests": 18
        },
        {
            "query": "how does ai search visibility tracking actually work?",
            "signal_type": "natural_language",
            "first_seen": "2026-08-23",
            "last_seen": "2026-08-29",
            "impressions": 6,
            "clicks": 0,
            "landing_pages": 1,
            "good_bots": 7,
            "human_page_requests": 14
        },
        {
            "query": "search+visibility",
            "signal_type": "plus_sign",
            "first_seen": "2026-08-21",
            "last_seen": "2026-08-21",
            "impressions": 6,
            "clicks": 0,
            "landing_pages": 2,
            "good_bots": 1,
            "human_page_requests": 0
        },
        {
            "query": "what+is+an+ai+search+visibility+strategy?",
            "signal_type": "plus_sign",
            "first_seen": "2026-08-21",
            "last_seen": "2026-08-21",
            "impressions": 4,
            "clicks": 0,
            "landing_pages": 1,
            "good_bots": 1,
            "human_page_requests": 0
        },
        {
            "query": "what structured data helps ai search engines cite my pages",
            "signal_type": "natural_language",
            "first_seen": "2026-08-08",
            "last_seen": "2026-08-10",
            "impressions": 3,
            "clicks": 0,
            "landing_pages": 1,
            "good_bots": 1,
            "human_page_requests": 0
        },
        {
            "query": "how to use structured data to improve ai product visibility",
            "signal_type": "natural_language",
            "first_seen": "2026-09-03",
            "last_seen": "2026-09-03",
            "impressions": 2,
            "clicks": 0,
            "landing_pages": 1,
            "good_bots": 1,
            "human_page_requests": 0
        },
        {
            "query": "what s the best format for definition-based search visibility",
            "signal_type": "natural_language",
            "first_seen": "2026-09-09",
            "last_seen": "2026-09-09",
            "impressions": 1,
            "clicks": 0,
            "landing_pages": 1,
            "good_bots": 2,
            "human_page_requests": 0
        },
        {
            "query": "what is semantic search optimization and how does ai help?",
            "signal_type": "natural_language",
            "first_seen": "2026-08-09",
            "last_seen": "2026-08-09",
            "impressions": 1,
            "clicks": 0,
            "landing_pages": 1,
            "good_bots": 1,
            "human_page_requests": 0
        }
    ],
    "methodology": [
        "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.",
        "Page timing uses the retained raw page-detail window and only URLs present in the current AISymantix sitemap. A bot-first row means the first retained Good Bot request occurred before the first GSC page impression. It does not prove causation.",
        "Human page requests use successful human-class requests with the dashboard default IP exclusion. Their coverage is limited to retained raw logs.",
        "Query topic rows deduplicate crawler requests once per topic, date, and landing page. A page can support more than one topic, so topic crawler counts are not additive.",
        "Machine Query is a formatting heuristic applied to GSC queries. It does not prove an AI assistant issued the query. Machine Query Hits count Good Bot requests to associated pages on the same day without attributing query text to the crawler.",
        "Google Gaps subtract disclosed query impressions from GSC totals. Hidden queries are not recoverable from the gap and cannot be attributed to crawler requests.",
        "SEO Event windows compare three calendar days before a logged change cluster with up to three available days after it. They are descriptive event studies, not controlled experiments."
    ],
    "caveats": [
        "The validated Good Bot series starts on 2026-06-29 and has unavailable dates on 2026-08-03 and 2026-08-04.",
        "Raw request retention is 35 days, so page timing, human comparisons, topic clusters, and Machine Query associations use the narrower comparison window shown above.",
        "Correlations in trending time series can look meaningful even when neither series predicts change. The seven-day impression-growth test is included to challenge that false comfort.",
        "A crawler request proves that a request reached a recorded URL. It does not prove indexing, citation, training use, a human prompt, or a ranking effect."
    ]
}