{
  "date": "2026-07-23",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-07-23T00:00:00+08:00",
  "window_end": "2026-07-24T00:00:00+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": 66.349,
    "total_acp_interactions": 91,
    "active_users": 29,
    "workspace_count": 53,
    "created_workspace_count": 49,
    "new_workspace_count": 75,
    "updated_existing_workspace_count": 15,
    "changed_workspace_count": 90,
    "message_count": 322,
    "user_message_count": 142,
    "assistant_message_count": 174,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
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      "acp_interactions": 40,
      "workspace_count": 13,
      "active_users": 7,
      "message_count": 122,
      "user_message_count": 57,
      "cost_per_ws": 1.4367,
      "cost_per_acp": 0.4669,
      "acp_per_ws": 3.0769,
      "message_per_ws": 9.3846,
      "message_per_acp": 3.05,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 17.9376,
      "acp_interactions": 1,
      "workspace_count": 3,
      "active_users": 2,
      "message_count": 78,
      "user_message_count": 39,
      "cost_per_ws": 5.9792,
      "cost_per_acp": 17.9376,
      "acp_per_ws": 0.3333,
      "message_per_ws": 26.0,
      "message_per_acp": 78.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 7.5928,
      "acp_interactions": 3,
      "workspace_count": 5,
      "active_users": 3,
      "message_count": 42,
      "user_message_count": 19,
      "cost_per_ws": 1.5186,
      "cost_per_acp": 2.5309,
      "acp_per_ws": 0.6,
      "message_per_ws": 8.4,
      "message_per_acp": 14.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
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      "acp_interactions": 2,
      "workspace_count": 4,
      "active_users": 3,
      "message_count": 40,
      "user_message_count": 18,
      "cost_per_ws": 1.2597,
      "cost_per_acp": 2.5195,
      "acp_per_ws": 0.5,
      "message_per_ws": 10.0,
      "message_per_acp": 20.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
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      "active_users": 2,
      "message_count": 44,
      "user_message_count": 18,
      "cost_per_ws": 1.2504,
      "cost_per_acp": 0.8336,
      "acp_per_ws": 1.5,
      "message_per_ws": 11.0,
      "message_per_acp": 7.3333,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
      "team": "Efficiency & Quality",
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      "cost_per_acp": 0.3013,
      "acp_per_ws": 1.5,
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      "message_per_acp": 6.3333,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
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      "user_message_count": 12,
      "cost_per_ws": 0.8497,
      "cost_per_acp": 0.5098,
      "acp_per_ws": 1.6667,
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      "correction_message_ratio": null
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      "cost_per_ws": 0.7193,
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      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution",
      "team": "SQL Optimization & Execution",
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      "correction_message_ratio": null
    },
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      "cost_per_ws": 0.5114,
      "cost_per_acp": 0.2557,
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      "correction_message_ratio": null
    },
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      "cost_per_acp": 0.0917,
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      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Global Control",
      "team": "Global Control",
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      "workspace_count": 2,
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      "cost_per_ws": 0.2609,
      "cost_per_acp": 0.2609,
      "acp_per_ws": 1.0,
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      "message_per_acp": 4.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
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      "cost_per_ws": 0.0571,
      "cost_per_acp": 0.0571,
      "acp_per_ws": 1.0,
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      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "(unknown)",
      "team": "(unknown)",
      "cost": 0.0,
      "acp_interactions": 0,
      "workspace_count": 2,
      "active_users": 0,
      "message_count": 0,
      "user_message_count": 0,
      "cost_per_ws": 0.0,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
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      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Starter",
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      "name": "Kenny Chan",
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      "team": "Advanced Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "channel_breakdown": {},
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      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
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    },
    {
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      "en_name": "Lim Wei Zhin",
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      "team": "Intelligent Support",
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      "user_message_count": 12,
      "channel_breakdown": {
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        "web": 9
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 4.0
    },
    {
      "user_email": "qizheng@pingcap.com",
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      "en_name": "Zheng Qi",
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      "team": "Advanced Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
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        "web": 1
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
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    },
    {
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      "en_name": "Aric Su",
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      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
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      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
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    },
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      "name": "张建伟",
      "en_name": "Brian.Zhang",
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      "team": "Technical Account Management",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 5.0
    },
    {
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      "name": "邵希茜",
      "en_name": "Anita Shao",
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      "team": "Efficiency & Quality",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "channel_breakdown": {
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      },
      "frequency_bucket": "高频",
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    },
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      "name": "俞平",
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      "team": "KV Service",
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        "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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      "user_message_count": 6,
      "channel_breakdown": {},
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
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      "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": 2.5213,
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      "channel_breakdown": {},
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      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
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      "name": "沈泰宁",
      "en_name": "Neil Shen",
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      "team": "KV Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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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": "曹聪",
      "en_name": "Cong Cao",
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      "team": "Technical Account Management",
      "mapping_source": "pingcap_members_by_team.csv",
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        "lark": 1
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.3333
    },
    {
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      "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",
      "cost": 1.9782,
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      "message_count": 16,
      "user_message_count": 8,
      "channel_breakdown": {
        "cli": 6
      },
      "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": "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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      "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": "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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      "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
    },
    {
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      "name": "陈思雨",
      "en_name": "Siyu Chen",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "user_message_count": 5,
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        "web": 2
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.5
    },
    {
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      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
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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": 2.0
    },
    {
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      "name": "许张贤",
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      "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution",
      "team": "SQL Optimization & Execution",
      "mapping_source": "pingcap_members_by_team.csv",
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      "user_message_count": 1,
      "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": "zhigang.du@pingcap.com",
      "name": "杜志刚",
      "en_name": "Zhigang Du",
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 1.2089,
      "acp_interactions": 1,
      "workspace_count": 2,
      "message_count": 6,
      "user_message_count": 2,
      "channel_breakdown": {},
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.5
    },
    {
      "user_email": "mizuki.masuda@pingcap.com",
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