{
  "date": "2026-08-03",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-08-03T00:00:00+08:00",
  "window_end": "2026-08-04T00:00:00+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": 66.8663,
    "total_acp_interactions": 72,
    "active_users": 19,
    "workspace_count": 38,
    "created_workspace_count": 36,
    "new_workspace_count": 42,
    "updated_existing_workspace_count": 5,
    "changed_workspace_count": 47,
    "message_count": 283,
    "user_message_count": 129,
    "assistant_message_count": 142,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 37.9574,
      "acp_interactions": 13,
      "workspace_count": 4,
      "active_users": 2,
      "message_count": 32,
      "user_message_count": 16,
      "cost_per_ws": 9.4894,
      "cost_per_acp": 2.9198,
      "acp_per_ws": 3.25,
      "message_per_ws": 8.0,
      "message_per_acp": 2.4615,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 5.9964,
      "acp_interactions": 2,
      "workspace_count": 7,
      "active_users": 4,
      "message_count": 66,
      "user_message_count": 31,
      "cost_per_ws": 0.8566,
      "cost_per_acp": 2.9982,
      "acp_per_ws": 0.2857,
      "message_per_ws": 9.4286,
      "message_per_acp": 33.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "cost": 5.8639,
      "acp_interactions": 6,
      "workspace_count": 3,
      "active_users": 2,
      "message_count": 50,
      "user_message_count": 24,
      "cost_per_ws": 1.9546,
      "cost_per_acp": 0.9773,
      "acp_per_ws": 2.0,
      "message_per_ws": 16.6667,
      "message_per_acp": 8.3333,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "cost": 2.926,
      "acp_interactions": 7,
      "workspace_count": 4,
      "active_users": 1,
      "message_count": 22,
      "user_message_count": 9,
      "cost_per_ws": 0.7315,
      "cost_per_acp": 0.418,
      "acp_per_ws": 1.75,
      "message_per_ws": 5.5,
      "message_per_acp": 3.1429,
      "correction_message_ratio": null
    },
    {
      "team_path": "Product / Enterprise & Partner Product",
      "team": "Enterprise & Partner Product",
      "cost": 2.3979,
      "acp_interactions": 18,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 36,
      "user_message_count": 18,
      "cost_per_ws": 2.3979,
      "cost_per_acp": 0.1332,
      "acp_per_ws": 18.0,
      "message_per_ws": 36.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "cost": 2.3834,
      "acp_interactions": 5,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 26,
      "user_message_count": 13,
      "cost_per_ws": 1.1917,
      "cost_per_acp": 0.4767,
      "acp_per_ws": 2.5,
      "message_per_ws": 13.0,
      "message_per_acp": 5.2,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
      "cost": 2.0312,
      "acp_interactions": 3,
      "workspace_count": 5,
      "active_users": 1,
      "message_count": 18,
      "user_message_count": 9,
      "cost_per_ws": 0.4062,
      "cost_per_acp": 0.6771,
      "acp_per_ws": 0.6,
      "message_per_ws": 3.6,
      "message_per_acp": 6.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "cost": 1.8729,
      "acp_interactions": 0,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 7,
      "user_message_count": 4,
      "cost_per_ws": 0.9365,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 3.5,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Starter",
      "team": "Starter",
      "cost": 1.6389,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 5,
      "user_message_count": 2,
      "cost_per_ws": 1.6389,
      "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",
      "cost": 1.6055,
      "acp_interactions": 5,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 11,
      "user_message_count": 5,
      "cost_per_ws": 1.6055,
      "cost_per_acp": 0.3211,
      "acp_per_ws": 5.0,
      "message_per_ws": 11.0,
      "message_per_acp": 2.2,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "cost": 1.5402,
      "acp_interactions": 2,
      "workspace_count": 5,
      "active_users": 2,
      "message_count": 24,
      "user_message_count": 8,
      "cost_per_ws": 0.308,
      "cost_per_acp": 0.7701,
      "acp_per_ws": 0.4,
      "message_per_ws": 4.8,
      "message_per_acp": 12.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
      "team": "Efficiency & Quality",
      "cost": 0.3653,
      "acp_interactions": 6,
      "workspace_count": 4,
      "active_users": 1,
      "message_count": 21,
      "user_message_count": 7,
      "cost_per_ws": 0.0913,
      "cost_per_acp": 0.0609,
      "acp_per_ws": 1.5,
      "message_per_ws": 5.25,
      "message_per_acp": 3.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 0.2872,
      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 6,
      "user_message_count": 3,
      "cost_per_ws": 0.2872,
      "cost_per_acp": 0.1436,
      "acp_per_ws": 2.0,
      "message_per_ws": 6.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    }
  ],
  "users": [
    {
      "user_email": "shentaining@pingcap.com",
      "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",
      "cost": 33.6998,
      "acp_interactions": 3,
      "workspace_count": 2,
      "message_count": 12,
      "user_message_count": 6,
      "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": "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",
      "cost": 4.2576,
      "acp_interactions": 10,
      "workspace_count": 1,
      "message_count": 18,
      "user_message_count": 9,
      "channel_breakdown": {
        "web": 10
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 10.0
    },
    {
      "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": {},
      "frequency_bucket": "低频",
      "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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      "acp_interactions": 6,
      "workspace_count": 2,
      "message_count": 20,
      "user_message_count": 10,
      "channel_breakdown": {
        "web": 6
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 3.0
    },
    {
      "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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      "workspace_count": 3,
      "message_count": 21,
      "user_message_count": 9,
      "channel_breakdown": {
        "web": 7
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.3333
    },
    {
      "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": 2.9119,
      "acp_interactions": 0,
      "workspace_count": 1,
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      "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": "nicole.li@pingcap.com",
      "name": "Li Yao",
      "en_name": "Nicole Li",
      "team_path": "Product / Enterprise & Partner Product",
      "team": "Enterprise & Partner Product",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 2.3979,
      "acp_interactions": 18,
      "workspace_count": 1,
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      "user_message_count": 18,
      "channel_breakdown": {
        "web": 18
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 18.0
    },
    {
      "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": 5,
      "workspace_count": 2,
      "message_count": 16,
      "user_message_count": 8,
      "channel_breakdown": {
        "web": 5
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.5
    },
    {
      "user_email": "nizheming@pingcap.com",
      "name": "倪哲鸣",
      "en_name": "Zheming Ni",
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 3,
      "workspace_count": 5,
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      "user_message_count": 5,
      "channel_breakdown": {
        "cli": 3
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.6
    },
    {
      "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": 1.9671,
      "acp_interactions": 2,
      "workspace_count": 3,
      "message_count": 22,
      "user_message_count": 11,
      "channel_breakdown": {
        "web": 5
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.6667
    },
    {
      "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": 1.8729,
      "acp_interactions": 0,
      "workspace_count": 2,
      "message_count": 7,
      "user_message_count": 4,
      "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": "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",
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      "acp_interactions": 0,
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      "user_message_count": 2,
      "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": "zhangpeijin@pingcap.com",
      "name": "张培进",
      "en_name": "",
      "team_path": "Engineering Group / Service Orchestration Engineering / Global Control",
      "team": "Global Control",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.6055,
      "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": "peiliang.liu@pingcap.com",
      "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": 0.7743,
      "acp_interactions": 1,
      "workspace_count": 2,
      "message_count": 9,
      "user_message_count": 3,
      "channel_breakdown": {
        "lark": 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": "cong.cao@pingcap.com",
      "name": "曹聪",
      "en_name": "Cong Cao",
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 0.7659,
      "acp_interactions": 1,
      "workspace_count": 3,
      "message_count": 15,
      "user_message_count": 5,
      "channel_breakdown": {
        "lark": 4
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.3333
    },
    {
      "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": 0.6574,
      "acp_interactions": 0,
      "workspace_count": 2,
      "message_count": 9,
      "user_message_count": 3,
      "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": "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": 0.3653,
      "acp_interactions": 6,
      "workspace_count": 4,
      "message_count": 21,
      "user_message_count": 7,
      "channel_breakdown": {
        "lark": 6
      },
      "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": 0.3342,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 8,
      "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": "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": 0.2872,
      "acp_interactions": 2,
      "workspace_count": 1,
      "message_count": 6,
      "user_message_count": 3,
      "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
    }
  ],
  "message_categories": [
    {
      "category": "查询纠偏",
      "user_message_count": 2,
      "share": 0.015504,
      "estimated_cost_by_turn": 1.0367,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 91.0,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "产出物迭代",
      "user_message_count": 17,
      "share": 0.131783,
      "estimated_cost_by_turn": 8.8118,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 1106.82,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "Ad hoc 查询",
      "user_message_count": 41,
      "share": 0.317829,
      "estimated_cost_by_turn": 21.2521,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 798.85,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
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}
