{
  "date": "2026-07-16",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-07-16T00:00:00+08:00",
  "window_end": "2026-07-17T00:00:00+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": 99.6705,
    "total_acp_interactions": 139,
    "active_users": 26,
    "workspace_count": 88,
    "created_workspace_count": 85,
    "new_workspace_count": 99,
    "updated_existing_workspace_count": 19,
    "changed_workspace_count": 118,
    "message_count": 418,
    "user_message_count": 197,
    "assistant_message_count": 216,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 34.0828,
      "acp_interactions": 2,
      "workspace_count": 3,
      "active_users": 2,
      "message_count": 13,
      "user_message_count": 5,
      "cost_per_ws": 11.3609,
      "cost_per_acp": 17.0414,
      "acp_per_ws": 0.6667,
      "message_per_ws": 4.3333,
      "message_per_acp": 6.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 22.4585,
      "acp_interactions": 30,
      "workspace_count": 14,
      "active_users": 5,
      "message_count": 134,
      "user_message_count": 56,
      "cost_per_ws": 1.6042,
      "cost_per_acp": 0.7486,
      "acp_per_ws": 2.1429,
      "message_per_ws": 9.5714,
      "message_per_acp": 4.4667,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "cost": 13.6794,
      "acp_interactions": 9,
      "workspace_count": 7,
      "active_users": 5,
      "message_count": 226,
      "user_message_count": 114,
      "cost_per_ws": 1.9542,
      "cost_per_acp": 1.5199,
      "acp_per_ws": 1.2857,
      "message_per_ws": 32.2857,
      "message_per_acp": 25.1111,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
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      "acp_interactions": 35,
      "workspace_count": 53,
      "active_users": 1,
      "message_count": 116,
      "user_message_count": 58,
      "cost_per_ws": 0.1711,
      "cost_per_acp": 0.2591,
      "acp_per_ws": 0.6604,
      "message_per_ws": 2.1887,
      "message_per_acp": 3.3143,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
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      "workspace_count": 1,
      "active_users": 1,
      "message_count": 58,
      "user_message_count": 28,
      "cost_per_ws": 8.9296,
      "cost_per_acp": 0.6869,
      "acp_per_ws": 13.0,
      "message_per_ws": 58.0,
      "message_per_acp": 4.4615,
      "correction_message_ratio": null
    },
    {
      "team_path": "Product / Enterprise & Partner Product",
      "team": "Enterprise & Partner Product",
      "cost": 2.1272,
      "acp_interactions": 7,
      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 14,
      "cost_per_ws": 2.1272,
      "cost_per_acp": 0.3039,
      "acp_per_ws": 7.0,
      "message_per_ws": 28.0,
      "message_per_acp": 4.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
      "cost": 2.0422,
      "acp_interactions": 4,
      "workspace_count": 2,
      "active_users": 2,
      "message_count": 20,
      "user_message_count": 10,
      "cost_per_ws": 1.0211,
      "cost_per_acp": 0.5106,
      "acp_per_ws": 2.0,
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      "message_per_acp": 5.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
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      "user_message_count": 13,
      "cost_per_ws": 0.9702,
      "cost_per_acp": 0.4851,
      "acp_per_ws": 2.0,
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      "message_per_acp": 6.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Enterprise Customer Engineering",
      "team": "Enterprise Customer Engineering",
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      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 8,
      "cost_per_ws": 1.0535,
      "cost_per_acp": 0.5268,
      "acp_per_ws": 2.0,
      "message_per_ws": 16.0,
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      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "team": "Essential & Premium",
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      "active_users": 1,
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      "user_message_count": 6,
      "cost_per_ws": 0.4447,
      "cost_per_acp": 0.8893,
      "acp_per_ws": 0.5,
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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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      "acp_interactions": 2,
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      "active_users": 1,
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      "user_message_count": 4,
      "cost_per_ws": 0.8522,
      "cost_per_acp": 0.4261,
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      "message_per_acp": 5.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "team": "Observability & Diagnostics Service",
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      "active_users": 1,
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      "user_message_count": 1,
      "cost_per_ws": 0.819,
      "cost_per_acp": 0.819,
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      "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": 0,
      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 2,
      "cost_per_ws": 0.7309,
      "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 / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
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      "acp_interactions": 0,
      "workspace_count": 2,
      "active_users": 1,
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      "user_message_count": 3,
      "cost_per_ws": 0.3262,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 4.5,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Global Control",
      "team": "Global Control",
      "cost": 0.1382,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 1,
      "cost_per_ws": 0.1382,
      "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",
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      "cost_per_acp": 0.115,
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    {
      "team_path": "(unknown)",
      "team": "(unknown)",
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      "user_message_count": 0,
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      "acp_per_ws": 0.0,
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      "correction_message_ratio": null
    }
  ],
  "users": [
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      "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",
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      "user_message_count": 2,
      "channel_breakdown": {
        "web": 1
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.5
    },
    {
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      "en_name": "Aric Su",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
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      "user_message_count": 24,
      "channel_breakdown": {},
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      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
      "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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      "user_message_count": 37,
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        "web": 35
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "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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      "user_message_count": 51,
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        "cli": 36
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
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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": 1,
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      "user_message_count": 14,
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        "web": 14
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 13.0
    },
    {
      "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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        "web": 7
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 3.5
    },
    {
      "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",
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      "acp_interactions": 15,
      "workspace_count": 7,
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      "user_message_count": 16,
      "channel_breakdown": {
        "lark": 15
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.1429
    },
    {
      "user_email": "yu.zheng@pingcap.com",
      "name": "郑宇",
      "en_name": "",
      "team_path": "Product / Enterprise & Partner Product",
      "team": "Enterprise & Partner Product",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 2.1272,
      "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": "zhi.xie@pingcap.com",
      "name": "谢智",
      "en_name": "Zhi Xie",
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      "team": "Professional Services",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "message_count": 10,
      "user_message_count": 5,
      "channel_breakdown": {
        "web": 5
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
      "user_email": "wai.ho@pingcap.com",
      "name": "Chun Wai Ho",
      "en_name": "Wai Ho",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 1.794,
      "acp_interactions": 6,
      "workspace_count": 3,
      "message_count": 0,
      "user_message_count": 0,
      "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": "liangyutong@pingcap.com",
      "name": "梁宇彤",
      "en_name": "Ryan Liang",
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "message_count": 8,
      "user_message_count": 4,
      "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",
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      "acp_interactions": 5,
      "workspace_count": 1,
      "message_count": 10,
      "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": "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",
      "cost": 1.0654,
      "acp_interactions": 1,
      "workspace_count": 2,
      "message_count": 0,
      "user_message_count": 0,
      "channel_breakdown": {
        "web": 3
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.5
    },
    {
      "user_email": "yangkexin.liang@pingcap.com",
      "name": "梁杨可欣",
      "en_name": "Lucas Liang",
      "team_path": "Engineering Group / Enterprise Customer Engineering",
      "team": "Enterprise Customer Engineering",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "workspace_count": 1,
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      "user_message_count": 4,
      "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": "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": 0.8893,
      "acp_interactions": 1,
      "workspace_count": 1,
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      "user_message_count": 2,
      "channel_breakdown": {
        "cli": 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": "刘培梁",
      "en_name": "Jasper Liu",
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.8522,
      "acp_interactions": 2,
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      "message_count": 5,
      "user_message_count": 2,
      "channel_breakdown": {
        "lark": 1,
        "web": 1
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
      "user_email": "lingtao.li@pingcap.com",
      "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",
      "cost": 0.819,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 2,
      "user_message_count": 1,
      "channel_breakdown": {
        "cli": 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": "wenxuan.zhang@pingcap.com",
      "name": "张文轩",
      "en_name": "Wenxuan",
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