{
  "date": "2026-08-07",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-08-07T00:00:00+08:00",
  "window_end": "2026-08-08T00:00:00+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": 144.2548,
    "total_acp_interactions": 124,
    "active_users": 25,
    "workspace_count": 48,
    "created_workspace_count": 41,
    "new_workspace_count": 40,
    "updated_existing_workspace_count": 10,
    "changed_workspace_count": 50,
    "message_count": 404,
    "user_message_count": 173,
    "assistant_message_count": 219,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 103.5216,
      "acp_interactions": 7,
      "workspace_count": 6,
      "active_users": 2,
      "message_count": 47,
      "user_message_count": 23,
      "cost_per_ws": 17.2536,
      "cost_per_acp": 14.7888,
      "acp_per_ws": 1.1667,
      "message_per_ws": 7.8333,
      "message_per_acp": 6.7143,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "cost": 15.2639,
      "acp_interactions": 44,
      "workspace_count": 4,
      "active_users": 3,
      "message_count": 108,
      "user_message_count": 51,
      "cost_per_ws": 3.816,
      "cost_per_acp": 0.3469,
      "acp_per_ws": 11.0,
      "message_per_ws": 27.0,
      "message_per_acp": 2.4545,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 7.0903,
      "acp_interactions": 31,
      "workspace_count": 13,
      "active_users": 5,
      "message_count": 84,
      "user_message_count": 33,
      "cost_per_ws": 0.5454,
      "cost_per_acp": 0.2287,
      "acp_per_ws": 2.3846,
      "message_per_ws": 6.4615,
      "message_per_acp": 2.7097,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / PreSales",
      "team": "PreSales",
      "cost": 4.2046,
      "acp_interactions": 6,
      "workspace_count": 3,
      "active_users": 1,
      "message_count": 20,
      "user_message_count": 10,
      "cost_per_ws": 1.4015,
      "cost_per_acp": 0.7008,
      "acp_per_ws": 2.0,
      "message_per_ws": 6.6667,
      "message_per_acp": 3.3333,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
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      "acp_interactions": 5,
      "workspace_count": 4,
      "active_users": 2,
      "message_count": 23,
      "user_message_count": 9,
      "cost_per_ws": 0.7521,
      "cost_per_acp": 0.6017,
      "acp_per_ws": 1.25,
      "message_per_ws": 5.75,
      "message_per_acp": 4.6,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 2.1258,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 15,
      "user_message_count": 7,
      "cost_per_ws": 2.1258,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 15.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "cost": 1.8713,
      "acp_interactions": 3,
      "workspace_count": 3,
      "active_users": 2,
      "message_count": 13,
      "user_message_count": 6,
      "cost_per_ws": 0.6238,
      "cost_per_acp": 0.6238,
      "acp_per_ws": 1.0,
      "message_per_ws": 4.3333,
      "message_per_acp": 4.3333,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
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      "user_message_count": 2,
      "cost_per_ws": 0.736,
      "cost_per_acp": 0.736,
      "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 / Efficiency & Quality",
      "team": "Efficiency & Quality",
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      "acp_interactions": 18,
      "workspace_count": 4,
      "active_users": 1,
      "message_count": 63,
      "user_message_count": 21,
      "cost_per_ws": 0.3209,
      "cost_per_acp": 0.0713,
      "acp_per_ws": 4.5,
      "message_per_ws": 15.75,
      "message_per_acp": 3.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "cost": 1.0808,
      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 5,
      "user_message_count": 2,
      "cost_per_ws": 1.0808,
      "cost_per_acp": 0.5404,
      "acp_per_ws": 2.0,
      "message_per_ws": 5.0,
      "message_per_acp": 2.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances",
      "team": "Customer Success & Alliances",
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      "acp_interactions": 0,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 10,
      "user_message_count": 5,
      "cost_per_ws": 0.5009,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 5.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Global Control",
      "team": "Global Control",
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      "acp_interactions": 3,
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      "active_users": 2,
      "message_count": 8,
      "user_message_count": 3,
      "cost_per_ws": 0.3485,
      "cost_per_acp": 0.2323,
      "acp_per_ws": 1.5,
      "message_per_ws": 4.0,
      "message_per_acp": 2.6667,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / TiDB Cloud Observability",
      "team": "TiDB Cloud Observability",
      "cost": 0.6256,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 0.6256,
      "cost_per_acp": 0.6256,
      "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",
      "team": "Database Service Engineering",
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      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 4,
      "user_message_count": 2,
      "cost_per_ws": 0.6216,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 4.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
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      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 6,
      "user_message_count": 2,
      "cost_per_ws": 0.3789,
      "cost_per_acp": 0.1895,
      "acp_per_ws": 2.0,
      "message_per_ws": 6.0,
      "message_per_acp": 3.0,
      "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,
      "cost_per_ws": 0.0,
      "cost_per_acp": null,
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      "correction_message_ratio": null
    }
  ],
  "users": [
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      "name": "沈泰宁",
      "en_name": "Neil Shen",
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 4,
      "workspace_count": 2,
      "message_count": 14,
      "user_message_count": 7,
      "channel_breakdown": {
        "web": 4
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
      "user_email": "debin.jia@pingcap.com",
      "name": "贾德宾",
      "en_name": "Derek Jia",
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "workspace_count": 4,
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      "user_message_count": 16,
      "channel_breakdown": {
        "web": 3
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.75
    },
    {
      "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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      "acp_interactions": 26,
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      "user_message_count": 26,
      "channel_breakdown": {
        "web": 26
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 26.0
    },
    {
      "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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      "acp_interactions": 11,
      "workspace_count": 2,
      "message_count": 36,
      "user_message_count": 18,
      "channel_breakdown": {
        "web": 11
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 5.5
    },
    {
      "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",
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      "channel_breakdown": {
        "web": 6
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
      "user_email": "yikai.puah@pingcap.com",
      "name": "Puah Yi Kai",
      "en_name": "",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "user_message_count": 9,
      "channel_breakdown": {
        "web": 2
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
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      "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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      "acp_interactions": 7,
      "workspace_count": 1,
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      "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": "kaixing.yang@pingcap.com",
      "name": "杨凯星",
      "en_name": "Kaixing Yang",
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 2.3834,
      "acp_interactions": 3,
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      "message_count": 19,
      "user_message_count": 7,
      "channel_breakdown": {
        "lark": 1,
        "web": 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": "chenqingjing@pingcap.com",
      "name": "Kenny Chan",
      "en_name": "",
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 2.1258,
      "acp_interactions": 0,
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      "message_count": 15,
      "user_message_count": 7,
      "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": "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": 1.9335,
      "acp_interactions": 5,
      "workspace_count": 1,
      "message_count": 11,
      "user_message_count": 5,
      "channel_breakdown": {
        "web": 5
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 5.0
    },
    {
      "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",
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      "message_count": 10,
      "user_message_count": 5,
      "channel_breakdown": {
        "web": 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": "zhangming@pingcap.com",
      "name": "张明",
      "en_name": "Ming Zhang",
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.472,
      "acp_interactions": 2,
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      "user_message_count": 2,
      "channel_breakdown": {
        "web": 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": "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": 1.2835,
      "acp_interactions": 18,
      "workspace_count": 4,
      "message_count": 63,
      "user_message_count": 21,
      "channel_breakdown": {
        "lark": 18
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 4.5
    },
    {
      "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": 1.0827,
      "acp_interactions": 8,
      "workspace_count": 3,
      "message_count": 22,
      "user_message_count": 8,
      "channel_breakdown": {
        "lark": 6,
        "web": 2
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.6667
    },
    {
      "user_email": "charles.m@pingcap.com",
      "name": "Charles Zhu",
      "en_name": "",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.0808,
      "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": "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": 1.0018,
      "acp_interactions": 0,
      "workspace_count": 2,
      "message_count": 10,
      "user_message_count": 5,
      "channel_breakdown": {},
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
      "user_email": "cherubin.j@pingcap.com",
      "name": "Cherubin John",
      "en_name": "",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.8135,
      "acp_interactions": 11,
      "workspace_count": 5,
      "message_count": 33,
      "user_message_count": 11,
      "channel_breakdown": {
        "lark": 11
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.2
    },
    {
      "user_email": "lu.xing@pingcap.com",
      "name": "邢璐",
      "en_name": "Lu Xing",
      "team_path": "Engineering Group / Service Orchestration Engineering / TiDB Cloud Observability",
      "team": "TiDB Cloud Observability",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 0.6256,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 2,
      "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": "zhi.xie@pingcap.com",
      "name": "谢智",
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