{
  "date": "2026-07-31",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-07-31T00:00:00+08:00",
  "window_end": "2026-08-01T00:00:00+08:00",
  "granularity": "daily",
  "data_status": "complete",
  "source": {
    "kind": "grafana_prometheus_and_prod_sqlite",
    "grafana_datasource": "DevOps-prometheus",
    "grafana_datasource_id": 80,
    "prometheus_labels": {
      "cluster": "prod-devops",
      "namespace": "investibook",
      "job": "backend",
      "prometheus": "monitoring/o11y-vmagent"
    },
    "prod_backend_sqlite": "/data/db/investibook.db",
    "notes": [
      "Cost comes from prod SQLite interaction_token_usage with runtime-aware accounting: OpenCode ses_* rows use cumulative session deltas; PI UUID and image-parse rows use per-row increments.",
      "workspace_count in summary is cost-derived distinct positive-cost workspaces.",
      "Prometheus is used for ACP interaction counts only; investigatory PI sessions made investibook_acp_session_cost unsuitable as the cost source for mixed-runtime weekly reporting.",
      "message categories are rule-based user-message classifications.",
      "scenario labels are added to split daily workspace_changes rows."
    ]
  },
  "summary": {
    "total_cost": 66.4926,
    "total_acp_interactions": 145,
    "active_users": 24,
    "workspace_count": 49,
    "created_workspace_count": 44,
    "new_workspace_count": 48,
    "updated_existing_workspace_count": 8,
    "changed_workspace_count": 56,
    "message_count": 351,
    "user_message_count": 163,
    "assistant_message_count": 176,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 24.9134,
      "acp_interactions": 34,
      "workspace_count": 6,
      "active_users": 1,
      "message_count": 99,
      "user_message_count": 53,
      "cost_per_ws": 4.1522,
      "cost_per_acp": 0.7327,
      "acp_per_ws": 5.6667,
      "message_per_ws": 16.5,
      "message_per_acp": 2.9118,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "cost": 10.0245,
      "acp_interactions": 28,
      "workspace_count": 3,
      "active_users": 3,
      "message_count": 100,
      "user_message_count": 49,
      "cost_per_ws": 3.3415,
      "cost_per_acp": 0.358,
      "acp_per_ws": 9.3333,
      "message_per_ws": 33.3333,
      "message_per_acp": 3.5714,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 8.6076,
      "acp_interactions": 18,
      "workspace_count": 8,
      "active_users": 3,
      "message_count": 57,
      "user_message_count": 23,
      "cost_per_ws": 1.076,
      "cost_per_acp": 0.4782,
      "acp_per_ws": 2.25,
      "message_per_ws": 7.125,
      "message_per_acp": 3.1667,
      "correction_message_ratio": null
    },
    {
      "team_path": "Central Enabling Group / Solution Architects",
      "team": "Solution Architects",
      "cost": 4.6185,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 4.6185,
      "cost_per_acp": 4.6185,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
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      "workspace_count": 4,
      "active_users": 2,
      "message_count": 23,
      "user_message_count": 10,
      "cost_per_ws": 0.7443,
      "cost_per_acp": 0.2977,
      "acp_per_ws": 2.5,
      "message_per_ws": 5.75,
      "message_per_acp": 2.3,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
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      "acp_interactions": 3,
      "workspace_count": 3,
      "active_users": 2,
      "message_count": 12,
      "user_message_count": 6,
      "cost_per_ws": 0.8219,
      "cost_per_acp": 0.8219,
      "acp_per_ws": 1.0,
      "message_per_ws": 4.0,
      "message_per_acp": 4.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
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      "acp_interactions": 6,
      "workspace_count": 6,
      "active_users": 1,
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      "user_message_count": 10,
      "cost_per_ws": 0.3782,
      "cost_per_acp": 0.3782,
      "acp_per_ws": 1.0,
      "message_per_ws": 3.3333,
      "message_per_acp": 3.3333,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
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      "workspace_count": 4,
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      "message_count": 22,
      "user_message_count": 10,
      "cost_per_ws": 0.5134,
      "cost_per_acp": 0.2053,
      "acp_per_ws": 2.5,
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      "message_per_acp": 2.2,
      "correction_message_ratio": null
    },
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      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
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      "acp_interactions": 5,
      "workspace_count": 3,
      "active_users": 2,
      "message_count": 12,
      "user_message_count": 5,
      "cost_per_ws": 0.6594,
      "cost_per_acp": 0.3957,
      "acp_per_ws": 1.6667,
      "message_per_ws": 4.0,
      "message_per_acp": 2.4,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 1.7052,
      "acp_interactions": 7,
      "workspace_count": 3,
      "active_users": 2,
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      "user_message_count": 3,
      "cost_per_ws": 0.5684,
      "cost_per_acp": 0.2436,
      "acp_per_ws": 2.3333,
      "message_per_ws": 2.0,
      "message_per_acp": 0.8571,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / APAC Presales",
      "team": "APAC Presales",
      "cost": 1.5888,
      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 2,
      "cost_per_ws": 1.5888,
      "cost_per_acp": 0.7944,
      "acp_per_ws": 2.0,
      "message_per_ws": 5.0,
      "message_per_acp": 2.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / PreSales",
      "team": "PreSales",
      "cost": 1.5744,
      "acp_interactions": 7,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 14,
      "user_message_count": 7,
      "cost_per_ws": 1.5744,
      "cost_per_acp": 0.2249,
      "acp_per_ws": 7.0,
      "message_per_ws": 14.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Starter",
      "team": "Starter",
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      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 3,
      "user_message_count": 1,
      "cost_per_ws": 0.6306,
      "cost_per_acp": 0.6306,
      "acp_per_ws": 1.0,
      "message_per_ws": 3.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
      "team": "Efficiency & Quality",
      "cost": 0.6089,
      "acp_interactions": 11,
      "workspace_count": 5,
      "active_users": 1,
      "message_count": 33,
      "user_message_count": 11,
      "cost_per_ws": 0.1218,
      "cost_per_acp": 0.0554,
      "acp_per_ws": 2.2,
      "message_per_ws": 6.6,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution",
      "team": "SQL Optimization & Execution",
      "cost": 0.4767,
      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 4,
      "user_message_count": 2,
      "cost_per_ws": 0.4767,
      "cost_per_acp": 0.2384,
      "acp_per_ws": 2.0,
      "message_per_ws": 4.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    }
  ],
  "users": [
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      "name": "贾德宾",
      "en_name": "Derek Jia",
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      "team": "KV Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "user_message_count": 53,
      "channel_breakdown": {
        "cli": 13,
        "web": 21
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 5.6667
    },
    {
      "user_email": "shigeyuki.fujishima@pingcap.com",
      "name": "Shigeyuki Fujishima",
      "en_name": "Shigeyuki Fujishima",
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "mapping_source": "pingcap_members_by_team.csv",
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      "user_message_count": 23,
      "channel_breakdown": {
        "web": 23
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 23.0
    },
    {
      "user_email": "wen.hu@pingcap.com",
      "name": "胡雯",
      "en_name": "Wen Hu",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 6.0132,
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      "user_message_count": 6,
      "channel_breakdown": {
        "web": 4
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.3333
    },
    {
      "user_email": "huyule@pingcap.com",
      "name": "胡玉乐",
      "en_name": "Jasper Hu",
      "team_path": "Central Enabling Group / Solution Architects",
      "team": "Solution Architects",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 1,
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        "web": 1
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "yangkeao@pingcap.com",
      "name": "杨可奥",
      "en_name": "",
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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        "web": 8
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.6667
    },
    {
      "user_email": "nizheming@pingcap.com",
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      "en_name": "Zheming Ni",
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      "team": "Engineering Mission Pods",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 6,
      "workspace_count": 6,
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      "user_message_count": 6,
      "channel_breakdown": {
        "cli": 6
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "takahiko.miyasaka@pingcap.com",
      "name": "Miyasaka Takahiko",
      "en_name": "Takahiko Miyasaka",
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "mapping_source": "pingcap_members_by_team.csv",
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      "workspace_count": 1,
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      "channel_breakdown": {
        "web": 3
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 3.0
    },
    {
      "user_email": "xieyujie@pingcap.com",
      "name": "谢玉洁",
      "en_name": "Yujie Xie",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 2,
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      "message_count": 8,
      "user_message_count": 4,
      "channel_breakdown": {
        "cli": 2
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "brian.w@pingcap.com",
      "name": "张建伟",
      "en_name": "Brian.Zhang",
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.9326,
      "acp_interactions": 8,
      "workspace_count": 2,
      "message_count": 16,
      "user_message_count": 8,
      "channel_breakdown": {
        "web": 8
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 4.0
    },
    {
      "user_email": "zhi.xie@pingcap.com",
      "name": "谢智",
      "en_name": "Zhi Xie",
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 3,
      "workspace_count": 1,
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      "user_message_count": 3,
      "channel_breakdown": {
        "web": 3
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 3.0
    },
    {
      "user_email": "lanyuan@pingcap.com",
      "name": "兰元",
      "en_name": "Bruce Lan",
      "team_path": "APAC Business Group / APAC Presales",
      "team": "APAC Presales",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.5888,
      "acp_interactions": 2,
      "workspace_count": 1,
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      "user_message_count": 2,
      "channel_breakdown": {
        "web": 2
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
      "user_email": "kentaro.kitagawa@pingcap.com",
      "name": "Kentaro Kitagawa",
      "en_name": "Kentaro Kitagawa",
      "team_path": "Japan Business Group / PreSales",
      "team": "PreSales",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.5744,
      "acp_interactions": 7,
      "workspace_count": 1,
      "message_count": 14,
      "user_message_count": 7,
      "channel_breakdown": {
        "web": 7
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 7.0
    },
    {
      "user_email": "jianghongmei@pingcap.com",
      "name": "江红梅",
      "en_name": "Hongmei Jiang",
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.5158,
      "acp_interactions": 3,
      "workspace_count": 2,
      "message_count": 6,
      "user_message_count": 3,
      "channel_breakdown": {
        "web": 3
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.5
    },
    {
      "user_email": "weizhin.lim@pingcap.com",
      "name": "Lim Wei Zhin",
      "en_name": "Lim Wei Zhin",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 1.3747,
      "acp_interactions": 13,
      "workspace_count": 4,
      "message_count": 34,
      "user_message_count": 13,
      "channel_breakdown": {
        "lark": 8,
        "web": 5
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 3.25
    },
    {
      "user_email": "chunlu.zhang@pingcap.com",
      "name": "张纯璐",
      "en_name": "Marian Zhang",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 1.2197,
      "acp_interactions": 1,
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      "message_count": 3,
      "user_message_count": 1,
      "channel_breakdown": {
        "web": 1
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "zhouzemin@pingcap.com",
      "name": "周泽民",
      "en_name": "Zemin Zhou",
      "team_path": "Engineering Group / Service Orchestration Engineering / Starter",
      "team": "Starter",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.6306,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 3,
      "user_message_count": 1,
      "channel_breakdown": {
        "web": 1
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "shaoxiqian@pingcap.com",
      "name": "邵希茜",
      "en_name": "Anita Shao",
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
      "team": "Efficiency & Quality",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.6089,
      "acp_interactions": 11,
      "workspace_count": 4,
      "message_count": 27,
      "user_message_count": 9,
      "channel_breakdown": {
        "lark": 11
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.75
    },
    {
      "user_email": "cuiyiding@pingcap.com",
      "name": "崔一丁",
      "en_name": "",
      "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution",
      "team": "SQL Optimization & Execution",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.4767,
      "acp_interactions": 2,
      "workspace_count": 1,
      "message_count": 4,
      "user_message_count": 2,
      "channel_breakdown": {
        "web": 2
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
      "user_email": "sihao.yu@pingcap.com",
      "name": "俞锶浩",
      "en_name": "Shiori Yu",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.431,
      "acp_interactions": 1,
      "workspace_count": 1,
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