{
  "date": "2026-07-07",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-07-07T00:00:00+08:00",
  "window_end": "2026-07-08T00:00:00+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": 66.9437,
    "total_acp_interactions": 79,
    "active_users": 35,
    "workspace_count": 56,
    "created_workspace_count": 48,
    "new_workspace_count": 70,
    "updated_existing_workspace_count": 20,
    "changed_workspace_count": 90,
    "message_count": 353,
    "user_message_count": 155,
    "assistant_message_count": 190,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 12.8211,
      "acp_interactions": 7,
      "workspace_count": 2,
      "active_users": 2,
      "message_count": 12,
      "user_message_count": 6,
      "cost_per_ws": 6.4106,
      "cost_per_acp": 1.8316,
      "acp_per_ws": 3.5,
      "message_per_ws": 6.0,
      "message_per_acp": 1.7143,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 12.7048,
      "acp_interactions": 8,
      "workspace_count": 8,
      "active_users": 5,
      "message_count": 82,
      "user_message_count": 37,
      "cost_per_ws": 1.5881,
      "cost_per_acp": 1.5881,
      "acp_per_ws": 1.0,
      "message_per_ws": 10.25,
      "message_per_acp": 10.25,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "cost": 11.1809,
      "acp_interactions": 12,
      "workspace_count": 4,
      "active_users": 1,
      "message_count": 82,
      "user_message_count": 38,
      "cost_per_ws": 2.7952,
      "cost_per_acp": 0.9317,
      "acp_per_ws": 3.0,
      "message_per_ws": 20.5,
      "message_per_acp": 6.8333,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "cost": 10.8796,
      "acp_interactions": 18,
      "workspace_count": 7,
      "active_users": 5,
      "message_count": 161,
      "user_message_count": 79,
      "cost_per_ws": 1.5542,
      "cost_per_acp": 0.6044,
      "acp_per_ws": 2.5714,
      "message_per_ws": 23.0,
      "message_per_acp": 8.9444,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
      "team": "Efficiency & Quality",
      "cost": 5.7788,
      "acp_interactions": 9,
      "workspace_count": 7,
      "active_users": 1,
      "message_count": 132,
      "user_message_count": 44,
      "cost_per_ws": 0.8255,
      "cost_per_acp": 0.6421,
      "acp_per_ws": 1.2857,
      "message_per_ws": 18.8571,
      "message_per_acp": 14.6667,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "cost": 2.5236,
      "acp_interactions": 3,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 30,
      "user_message_count": 16,
      "cost_per_ws": 2.5236,
      "cost_per_acp": 0.8412,
      "acp_per_ws": 3.0,
      "message_per_ws": 30.0,
      "message_per_acp": 10.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "cost": 2.3605,
      "acp_interactions": 1,
      "workspace_count": 2,
      "active_users": 2,
      "message_count": 30,
      "user_message_count": 14,
      "cost_per_ws": 1.1803,
      "cost_per_acp": 2.3605,
      "acp_per_ws": 0.5,
      "message_per_ws": 15.0,
      "message_per_acp": 30.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Product / TiDB X Core Product",
      "team": "TiDB X Core Product",
      "cost": 2.079,
      "acp_interactions": 4,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 16,
      "user_message_count": 8,
      "cost_per_ws": 2.079,
      "cost_per_acp": 0.5198,
      "acp_per_ws": 4.0,
      "message_per_ws": 16.0,
      "message_per_acp": 4.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 1.4313,
      "acp_interactions": 1,
      "workspace_count": 2,
      "active_users": 2,
      "message_count": 8,
      "user_message_count": 4,
      "cost_per_ws": 0.7157,
      "cost_per_acp": 1.4313,
      "acp_per_ws": 0.5,
      "message_per_ws": 4.0,
      "message_per_acp": 8.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / PreSales",
      "team": "PreSales",
      "cost": 0.968,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 12,
      "user_message_count": 6,
      "cost_per_ws": 0.968,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 12.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "team": "Essential & Premium",
      "cost": 0.8673,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 8,
      "user_message_count": 4,
      "cost_per_ws": 0.8673,
      "cost_per_acp": 0.8673,
      "acp_per_ws": 1.0,
      "message_per_ws": 8.0,
      "message_per_acp": 8.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Starter",
      "team": "Starter",
      "cost": 0.8517,
      "acp_interactions": 5,
      "workspace_count": 4,
      "active_users": 1,
      "message_count": 15,
      "user_message_count": 5,
      "cost_per_ws": 0.2129,
      "cost_per_acp": 0.1703,
      "acp_per_ws": 1.25,
      "message_per_ws": 3.75,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "team": "Observability & Diagnostics Service",
      "cost": 0.6257,
      "acp_interactions": 3,
      "workspace_count": 3,
      "active_users": 3,
      "message_count": 7,
      "user_message_count": 3,
      "cost_per_ws": 0.2086,
      "cost_per_acp": 0.2086,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.3333,
      "message_per_acp": 2.3333,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
      "cost": 0.5193,
      "acp_interactions": 3,
      "workspace_count": 6,
      "active_users": 1,
      "message_count": 10,
      "user_message_count": 5,
      "cost_per_ws": 0.0866,
      "cost_per_acp": 0.1731,
      "acp_per_ws": 0.5,
      "message_per_ws": 1.6667,
      "message_per_acp": 3.3333,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
      "cost": 0.3863,
      "acp_interactions": 1,
      "workspace_count": 2,
      "active_users": 2,
      "message_count": 7,
      "user_message_count": 3,
      "cost_per_ws": 0.1932,
      "cost_per_acp": 0.3863,
      "acp_per_ws": 0.5,
      "message_per_ws": 3.5,
      "message_per_acp": 7.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Global Control",
      "team": "Global Control",
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      "acp_interactions": 1,
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      "user_message_count": 2,
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      "cost_per_acp": 0.3556,
      "acp_per_ws": 1.0,
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      "message_per_acp": 6.0,
      "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": 2,
      "active_users": 2,
      "message_count": 7,
      "user_message_count": 3,
      "cost_per_ws": 0.1095,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 3.5,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Product / Core Components",
      "team": "Core Components",
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      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 3,
      "user_message_count": 1,
      "cost_per_ws": 0.1414,
      "cost_per_acp": 0.1414,
      "acp_per_ws": 1.0,
      "message_per_ws": 3.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Enterprise Customer Engineering",
      "team": "Enterprise Customer Engineering",
      "cost": 0.0789,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 3,
      "user_message_count": 1,
      "cost_per_ws": 0.0789,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 3.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality / Quality Assurance Service",
      "team": "Quality Assurance Service",
      "cost": 0.0608,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 0.0608,
      "cost_per_acp": 0.0608,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "(unknown)",
      "team": "(unknown)",
      "cost": 0.0,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 0,
      "message_count": 0,
      "user_message_count": 0,
      "cost_per_ws": 0.0,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 0.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    }
  ],
  "users": [
    {
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      "name": "陈睿皓",
      "en_name": "Joe Chen",
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 11.1809,
      "acp_interactions": 12,
      "workspace_count": 4,
      "message_count": 41,
      "user_message_count": 19,
      "channel_breakdown": {
        "web": 12
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 3.0
    },
    {
      "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",
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      "workspace_count": 1,
      "message_count": 0,
      "user_message_count": 0,
      "channel_breakdown": {
        "web": 4
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "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",
      "cost": 6.0939,
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      "message_count": 3,
      "user_message_count": 1,
      "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": "yan.zhou@pingcap.com",
      "name": "YanZhou",
      "en_name": "",
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 5.8579,
      "acp_interactions": 6,
      "workspace_count": 3,
      "message_count": 40,
      "user_message_count": 20,
      "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": "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": 5.7788,
      "acp_interactions": 9,
      "workspace_count": 7,
      "message_count": 72,
      "user_message_count": 24,
      "channel_breakdown": {
        "lark": 9
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.2857
    },
    {
      "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": 3.4706,
      "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": "looperth.wong@pingcap.com",
      "name": "Wong Loo Perth",
      "en_name": "",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 3.0371,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 17,
      "user_message_count": 8,
      "channel_breakdown": {
        "lark": 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": "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": 2.6694,
      "acp_interactions": 3,
      "workspace_count": 1,
      "message_count": 7,
      "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": "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": 2.5236,
      "acp_interactions": 3,
      "workspace_count": 1,
      "message_count": 15,
      "user_message_count": 8,
      "channel_breakdown": {
        "cli": 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": "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",
      "cost": 2.3749,
      "acp_interactions": 9,
      "workspace_count": 1,
      "message_count": 18,
      "user_message_count": 9,
      "channel_breakdown": {
        "web": 9
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 9.0
    },
    {
      "user_email": "qiaodan@pingcap.com",
      "name": "乔丹",
      "en_name": "Dan Qiao",
      "team_path": "Product / TiDB X Core Product",
      "team": "TiDB X Core Product",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 2.079,
      "acp_interactions": 4,
      "workspace_count": 1,
      "message_count": 8,
      "user_message_count": 4,
      "channel_breakdown": {
        "web": 4
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 4.0
    },
    {
      "user_email": "huhaifeng@pingcap.com",
      "name": "胡海峰",
      "en_name": "Knull Hu",
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.5824,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 24,
      "user_message_count": 12,
      "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": "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": 1.4124,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 17,
      "user_message_count": 8,
      "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": 1.0976,
      "acp_interactions": 0,
      "workspace_count": 1,
      "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": 0.0
    },
    {
      "user_email": "yoshiaki.yamasaki@pingcap.com",
      "name": "Yoshiaki Yamasaki",
      "en_name": "",
      "team_path": "Japan Business Group / PreSales",
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}
