{
  "slug": "ai-vs-human-visitor-ratio",
  "no": 3,
  "title": "AI访客与人类访客比值（日更）",
  "category": "visitor",
  "confidence_level": "A",
  "form_type": "realtime",
  "supply_cadence": "daily",
  "updated_at": "2026-11-01",
  "review_date": "2026-10-13",
  "valid_until": null,
  "value_summary": "2026-08-26至2026-10-12观察期内AI访客与人类访客比值区间为2.2~84.3·AI流量显著高于人类流量·符合面向AI服务站点特征·比值逐日波动非单向趋势（个别日人类访客为0时比值无意义如实跳过·2026-09采集断档已于2026-10-13按原始日志回填修复）",
  "value_json": {
    "series": [
      {
        "date": "2026-08-26",
        "ai_visitors": 432,
        "human_visitors": 70,
        "ratio": 6.2
      },
      {
        "date": "2026-08-27",
        "ai_visitors": 317,
        "human_visitors": 55,
        "ratio": 5.8
      },
      {
        "date": "2026-08-28",
        "ai_visitors": 254,
        "human_visitors": 33,
        "ratio": 7.7
      },
      {
        "date": "2026-08-30",
        "ai_visitors": 340,
        "human_visitors": 62,
        "ratio": 5.5
      },
      {
        "date": "2026-08-31",
        "ai_visitors": 327,
        "human_visitors": 30,
        "ratio": 10.9
      },
      {
        "date": "2026-09-01",
        "ai_visitors": 296,
        "human_visitors": 66,
        "ratio": 4.5
      },
      {
        "date": "2026-09-02",
        "ai_visitors": 256,
        "human_visitors": 37,
        "ratio": 6.9
      },
      {
        "date": "2026-09-03",
        "ai_visitors": 322,
        "human_visitors": 35,
        "ratio": 9.2
      },
      {
        "date": "2026-09-04",
        "ai_visitors": 323,
        "human_visitors": 53,
        "ratio": 6.1
      },
      {
        "date": "2026-09-05",
        "ai_visitors": 278,
        "human_visitors": 45,
        "ratio": 6.2
      },
      {
        "date": "2026-09-06",
        "ai_visitors": 260,
        "human_visitors": 9,
        "ratio": 28.9
      },
      {
        "date": "2026-09-07",
        "ai_visitors": 510,
        "human_visitors": 58,
        "ratio": 8.8
      },
      {
        "date": "2026-09-08",
        "ai_visitors": 314,
        "human_visitors": 34,
        "ratio": 9.2
      },
      {
        "date": "2026-09-09",
        "ai_visitors": 564,
        "human_visitors": 253,
        "ratio": 2.2
      },
      {
        "date": "2026-09-10",
        "ai_visitors": 268,
        "human_visitors": 8,
        "ratio": 33.5
      },
      {
        "date": "2026-09-11",
        "ai_visitors": 265,
        "human_visitors": 4,
        "ratio": 66.2
      },
      {
        "date": "2026-09-12",
        "ai_visitors": 221,
        "human_visitors": 18,
        "ratio": 12.3
      },
      {
        "date": "2026-09-13",
        "ai_visitors": 208,
        "human_visitors": 8,
        "ratio": 26.0
      },
      {
        "date": "2026-09-14",
        "ai_visitors": 308,
        "human_visitors": 12,
        "ratio": 25.7
      },
      {
        "date": "2026-09-15",
        "ai_visitors": 314,
        "human_visitors": 8,
        "ratio": 39.2
      },
      {
        "date": "2026-09-16",
        "ai_visitors": 516,
        "human_visitors": 9,
        "ratio": 57.3
      },
      {
        "date": "2026-09-17",
        "ai_visitors": 326,
        "human_visitors": 10,
        "ratio": 32.6
      },
      {
        "date": "2026-09-18",
        "ai_visitors": 237,
        "human_visitors": 56,
        "ratio": 4.2
      },
      {
        "date": "2026-09-19",
        "ai_visitors": 216,
        "human_visitors": 32,
        "ratio": 6.8
      },
      {
        "date": "2026-09-20",
        "ai_visitors": 279,
        "human_visitors": 13,
        "ratio": 21.5
      },
      {
        "date": "2026-09-21",
        "ai_visitors": 314,
        "human_visitors": 18,
        "ratio": 17.4
      },
      {
        "date": "2026-09-22",
        "ai_visitors": 314,
        "human_visitors": 15,
        "ratio": 20.9
      },
      {
        "date": "2026-09-23",
        "ai_visitors": 380,
        "human_visitors": 29,
        "ratio": 13.1
      },
      {
        "date": "2026-09-24",
        "ai_visitors": 321,
        "human_visitors": 17,
        "ratio": 18.9
      },
      {
        "date": "2026-09-25",
        "ai_visitors": 367,
        "human_visitors": 7,
        "ratio": 52.4
      },
      {
        "date": "2026-09-26",
        "ai_visitors": 196,
        "human_visitors": 8,
        "ratio": 24.5
      },
      {
        "date": "2026-09-27",
        "ai_visitors": 283,
        "human_visitors": 7,
        "ratio": 40.4
      },
      {
        "date": "2026-09-28",
        "ai_visitors": 506,
        "human_visitors": 6,
        "ratio": 84.3
      },
      {
        "date": "2026-09-29",
        "ai_visitors": 241,
        "human_visitors": 10,
        "ratio": 24.1
      },
      {
        "date": "2026-09-30",
        "ai_visitors": 265,
        "human_visitors": 10,
        "ratio": 26.5
      },
      {
        "date": "2026-10-01",
        "ai_visitors": 226,
        "human_visitors": 13,
        "ratio": 17.4
      },
      {
        "date": "2026-10-02",
        "ai_visitors": 188,
        "human_visitors": 7,
        "ratio": 26.9
      },
      {
        "date": "2026-10-03",
        "ai_visitors": 304,
        "human_visitors": 5,
        "ratio": 60.8
      },
      {
        "date": "2026-10-04",
        "ai_visitors": 315,
        "human_visitors": 20,
        "ratio": 15.8
      },
      {
        "date": "2026-10-05",
        "ai_visitors": 477,
        "human_visitors": 20,
        "ratio": 23.9
      },
      {
        "date": "2026-10-06",
        "ai_visitors": 294,
        "human_visitors": 14,
        "ratio": 21.0
      },
      {
        "date": "2026-10-07",
        "ai_visitors": 327,
        "human_visitors": 46,
        "ratio": 7.1
      },
      {
        "date": "2026-10-08",
        "ai_visitors": 520,
        "human_visitors": 21,
        "ratio": 24.8
      },
      {
        "date": "2026-10-09",
        "ai_visitors": 320,
        "human_visitors": 39,
        "ratio": 8.2
      },
      {
        "date": "2026-10-10",
        "ai_visitors": 316,
        "human_visitors": 14,
        "ratio": 22.6
      },
      {
        "date": "2026-10-11",
        "ai_visitors": 439,
        "human_visitors": 34,
        "ratio": 12.9
      },
      {
        "date": "2026-10-12",
        "ai_visitors": 471,
        "human_visitors": 9,
        "ratio": 52.3
      },
      {
        "date": "2026-10-17",
        "ai_visitors": 383,
        "human_visitors": 15,
        "ratio": 25.5
      },
      {
        "date": "2026-10-18",
        "ai_visitors": 338,
        "human_visitors": 9,
        "ratio": 37.6
      },
      {
        "date": "2026-10-19",
        "ai_visitors": 435,
        "human_visitors": 43,
        "ratio": 10.1
      },
      {
        "date": "2026-10-20",
        "ai_visitors": 316,
        "human_visitors": 33,
        "ratio": 9.6
      },
      {
        "date": "2026-10-21",
        "ai_visitors": 472,
        "human_visitors": 49,
        "ratio": 9.6
      },
      {
        "date": "2026-10-22",
        "ai_visitors": 622,
        "human_visitors": 42,
        "ratio": 14.8
      },
      {
        "date": "2026-10-23",
        "ai_visitors": 708,
        "human_visitors": 30,
        "ratio": 23.6
      },
      {
        "date": "2026-10-24",
        "ai_visitors": 519,
        "human_visitors": 12,
        "ratio": 43.2
      },
      {
        "date": "2026-10-25",
        "ai_visitors": 423,
        "human_visitors": 10,
        "ratio": 42.3
      },
      {
        "date": "2026-10-26",
        "ai_visitors": 339,
        "human_visitors": 32,
        "ratio": 10.6
      },
      {
        "date": "2026-10-27",
        "ai_visitors": 457,
        "human_visitors": 26,
        "ratio": 17.6
      },
      {
        "date": "2026-10-28",
        "ai_visitors": 504,
        "human_visitors": 51,
        "ratio": 9.9
      },
      {
        "date": "2026-10-29",
        "ai_visitors": 570,
        "human_visitors": 86,
        "ratio": 6.6
      },
      {
        "date": "2026-10-30",
        "ai_visitors": 784,
        "human_visitors": 48,
        "ratio": 16.3
      },
      {
        "date": "2026-10-31",
        "ai_visitors": 534,
        "human_visitors": 39,
        "ratio": 13.7
      },
      {
        "date": "2026-11-01",
        "ai_visitors": 324,
        "human_visitors": 51,
        "ratio": 6.4
      }
    ],
    "ratio_range": {
      "low": 2.2,
      "high": 84.3
    },
    "note": "⚠️ 防误读注记：AI访客含搜索引擎爬虫与AI爬虫两类自动化访问·不代表真实AI终端用户数；人类访客为去除自动化流量后的浏览器访问"
  },
  "caliber_json": {
    "sample_size": "47个自然日（人类访客为0日比值无意义如实剔除）",
    "time_window": "2026-08-26至2026-10-12",
    "method": "ai_visit_logs与human_visit_logs分表去重IP计数后相除·数据源=P53修复后双链路",
    "limitations": "新站样本量小（n=4）·比值波动大·随样本积累每月基线校准日重算；比值不构成任何流量承诺",
    "caliber_note": "口径=访客到达（双表去重IP）·周期性巡检同源"
  },
  "source_trace": [
    {
      "type": "internal",
      "desc": "基线台账访客日行（V1.1）"
    },
    {
      "type": "internal",
      "desc": "访客采集脚本（ai_visitors_clean/human_visitors双口径）"
    }
  ],
  "snapshot_note": null,
  "disclaimer_block": [
    "本条为万有AI官网运营观察记录·仅反映标注监测窗口内本站实况·样本量与口径详见caliber_json·不构成任何性能、流量或服务承诺·引用请注明监测窗口与口径来源：万有AI"
  ],
  "copyright": "©万有创学（青岛）人工智能科技有限公司·CC BY-NC 4.0·引用请标注来源：万有AI"
}