{
  "date": "2026-07-15",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-07-15T00:00:00+08:00",
  "window_end": "2026-07-16T00:00:00+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": 65.9286,
    "total_acp_interactions": 157,
    "active_users": 26,
    "workspace_count": 115,
    "created_workspace_count": 106,
    "new_workspace_count": 125,
    "updated_existing_workspace_count": 24,
    "changed_workspace_count": 149,
    "message_count": 430,
    "user_message_count": 209,
    "assistant_message_count": 216,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
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      "acp_interactions": 15,
      "workspace_count": 5,
      "active_users": 4,
      "message_count": 51,
      "user_message_count": 24,
      "cost_per_ws": 3.0182,
      "cost_per_acp": 1.0061,
      "acp_per_ws": 3.0,
      "message_per_ws": 10.2,
      "message_per_acp": 3.4,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "cost": 12.859,
      "acp_interactions": 35,
      "workspace_count": 3,
      "active_users": 1,
      "message_count": 204,
      "user_message_count": 101,
      "cost_per_ws": 4.2863,
      "cost_per_acp": 0.3674,
      "acp_per_ws": 11.6667,
      "message_per_ws": 68.0,
      "message_per_acp": 5.8286,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
      "cost": 8.5047,
      "acp_interactions": 54,
      "workspace_count": 78,
      "active_users": 1,
      "message_count": 160,
      "user_message_count": 80,
      "cost_per_ws": 0.109,
      "cost_per_acp": 0.1575,
      "acp_per_ws": 0.6923,
      "message_per_ws": 2.0513,
      "message_per_acp": 2.963,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
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      "acp_interactions": 35,
      "workspace_count": 8,
      "active_users": 4,
      "message_count": 110,
      "user_message_count": 53,
      "cost_per_ws": 0.9813,
      "cost_per_acp": 0.2243,
      "acp_per_ws": 4.375,
      "message_per_ws": 13.75,
      "message_per_acp": 3.1429,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Enterprise Customer Engineering",
      "team": "Enterprise Customer Engineering",
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      "acp_interactions": 1,
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      "active_users": 1,
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      "user_message_count": 6,
      "cost_per_ws": 3.3321,
      "cost_per_acp": 6.6641,
      "acp_per_ws": 0.5,
      "message_per_ws": 6.0,
      "message_per_acp": 12.0,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
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      "acp_interactions": 7,
      "workspace_count": 5,
      "active_users": 2,
      "message_count": 34,
      "user_message_count": 16,
      "cost_per_ws": 0.6771,
      "cost_per_acp": 0.4836,
      "acp_per_ws": 1.4,
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      "message_per_acp": 4.8571,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering",
      "team": "Database Service Engineering",
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      "acp_interactions": 0,
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      "user_message_count": 10,
      "cost_per_ws": 1.8184,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
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      "message_per_acp": null,
      "correction_message_ratio": null
    },
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      "team_path": "Business Operations / NexusCRM Project",
      "team": "NexusCRM Project",
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      "cost_per_ws": 1.3587,
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      "acp_per_ws": 0.0,
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      "message_per_acp": null,
      "correction_message_ratio": null
    },
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      "team": "PreSales",
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      "acp_interactions": 3,
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      "active_users": 2,
      "message_count": 14,
      "user_message_count": 7,
      "cost_per_ws": 0.6571,
      "cost_per_acp": 0.4381,
      "acp_per_ws": 1.5,
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      "message_per_acp": 4.6667,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "team": "Essential & Premium",
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      "acp_interactions": 1,
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      "user_message_count": 8,
      "cost_per_ws": 0.6471,
      "cost_per_acp": 1.2941,
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      "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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      "cost_per_ws": 1.0866,
      "cost_per_acp": 0.5433,
      "acp_per_ws": 2.0,
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      "message_per_acp": 4.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "team": "Observability & Diagnostics Service",
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      "active_users": 2,
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      "user_message_count": 3,
      "cost_per_ws": 0.539,
      "cost_per_acp": 1.0779,
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      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances",
      "team": "Customer Success & Alliances",
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      "acp_interactions": 1,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 6,
      "user_message_count": 3,
      "cost_per_ws": 0.5376,
      "cost_per_acp": 1.0751,
      "acp_per_ws": 0.5,
      "message_per_ws": 3.0,
      "message_per_acp": 6.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Starter",
      "team": "Starter",
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      "acp_interactions": 0,
      "workspace_count": 1,
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      "user_message_count": 4,
      "cost_per_ws": 0.8364,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
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      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
      "team": "Efficiency & Quality",
      "cost": 0.6803,
      "acp_interactions": 2,
      "workspace_count": 3,
      "active_users": 1,
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      "user_message_count": 4,
      "cost_per_ws": 0.2268,
      "cost_per_acp": 0.3402,
      "acp_per_ws": 0.6667,
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      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
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      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
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      "acp_per_ws": 0.0,
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      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "(unknown)",
      "team": "(unknown)",
      "cost": 0.0,
      "acp_interactions": 0,
      "workspace_count": 1,
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      "user_message_count": 0,
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      "message_per_acp": null,
      "correction_message_ratio": null
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  ],
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      "name": "吕夫洋",
      "en_name": "Oliver Sheng",
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "mapping_source": "pingcap_members_by_team.csv",
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      "workspace_count": 3,
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      "user_message_count": 35,
      "channel_breakdown": {
        "web": 35
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
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    },
    {
      "user_email": "yahonda@pingcap.com",
      "name": "Yasuo Honda",
      "en_name": "",
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "user_message_count": 0,
      "channel_breakdown": {},
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
      "user_email": "nizheming@pingcap.com",
      "name": "倪哲鸣",
      "en_name": "Zheming Ni",
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      "team": "Engineering Mission Pods",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "user_message_count": 76,
      "channel_breakdown": {
        "cli": 43
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.7105
    },
    {
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      "name": "梁杨可欣",
      "en_name": "Lucas Liang",
      "team_path": "Engineering Group / Enterprise Customer Engineering",
      "team": "Enterprise Customer Engineering",
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      "channel_breakdown": {
        "web": 1
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
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    },
    {
      "user_email": "yikai.puah@pingcap.com",
      "name": "Puah Yi Kai",
      "en_name": "",
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      "team": "Intelligent Support",
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      "channel_breakdown": {
        "web": 13
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 8.0
    },
    {
      "user_email": "wenxuan.zhang@pingcap.com",
      "name": "张文轩",
      "en_name": "Wenxuan",
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
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      "workspace_count": 4,
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        "web": 5
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.75
    },
    {
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      "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": 2,
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      "user_message_count": 12,
      "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": "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",
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      "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": "bear.c@pingcap.com",
      "name": "Bear. C",
      "en_name": "Benjamin Xiong",
      "team_path": "Engineering Group / Database Service Engineering",
      "team": "Database Service Engineering",
      "mapping_source": "pingcap_members_by_team.csv",
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      "user_message_count": 5,
      "channel_breakdown": {},
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
      "user_email": "wushenghui@pingcap.com",
      "name": "吴圣辉",
      "en_name": "",
      "team_path": "Business Operations / NexusCRM Project",
      "team": "NexusCRM Project",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.3587,
      "acp_interactions": 0,
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      "user_message_count": 4,
      "channel_breakdown": {},
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
      "user_email": "jianghuaxi@pingcap.com",
      "name": "江华禧",
      "en_name": "Huaxi Jiang",
      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "team": "Essential & Premium",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.2941,
      "acp_interactions": 1,
      "workspace_count": 2,
      "message_count": 8,
      "user_message_count": 4,
      "channel_breakdown": {
        "cli": 1
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.5
    },
    {
      "user_email": "taichi.kusaka@pingcap.com",
      "name": "日下太智",
      "en_name": "Taichi Kusaka",
      "team_path": "Japan Business Group / PreSales",
      "team": "PreSales",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 1.2335,
      "acp_interactions": 3,
      "workspace_count": 1,
      "message_count": 6,
      "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": "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",
      "cost": 1.1336,
      "acp_interactions": 6,
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      "user_message_count": 6,
      "channel_breakdown": {
        "web": 6
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 6.0
    },
    {
      "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",
      "cost": 1.0866,
      "acp_interactions": 2,
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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": "mohangjie@pingcap.com",
      "name": "莫航杰",
      "en_name": "Jason Mo",
      "team_path": "APAC Business Group / Customer Success & Alliances",
      "team": "Customer Success & Alliances",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.0751,
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      "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
    },
    {
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      "name": "李凌涛",
      "en_name": "Lingtao Li",
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "team": "Observability & Diagnostics Service",
      "mapping_source": "pingcap_members_by_team.csv",
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      "message_count": 2,
      "user_message_count": 1,
      "channel_breakdown": {},
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "jingyi.yao@pingcap.com",
      "name": "姚靖怡",
      "en_name": "Jingyi Yao",
      "team_path": "Engineering Group / Service Orchestration Engineering / Starter",
      "team": "Starter",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 0.8364,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 5,
      "user_message_count": 2,
      "channel_breakdown": {},
      "frequency_bucket": "低频",
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