{
  "date": "2026-07-30",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-07-30T00:00:00+08:00",
  "window_end": "2026-07-31T00:00:00+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": 59.1947,
    "total_acp_interactions": 153,
    "active_users": 23,
    "workspace_count": 61,
    "created_workspace_count": 55,
    "new_workspace_count": 69,
    "updated_existing_workspace_count": 9,
    "changed_workspace_count": 78,
    "message_count": 328,
    "user_message_count": 153,
    "assistant_message_count": 169,
    "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": 42,
      "workspace_count": 11,
      "active_users": 6,
      "message_count": 108,
      "user_message_count": 52,
      "cost_per_ws": 1.4066,
      "cost_per_acp": 0.3684,
      "acp_per_ws": 3.8182,
      "message_per_ws": 9.8182,
      "message_per_acp": 2.5714,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 10.2268,
      "acp_interactions": 18,
      "workspace_count": 3,
      "active_users": 1,
      "message_count": 36,
      "user_message_count": 18,
      "cost_per_ws": 3.4089,
      "cost_per_acp": 0.5682,
      "acp_per_ws": 6.0,
      "message_per_ws": 12.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
      "cost": 7.8436,
      "acp_interactions": 22,
      "workspace_count": 19,
      "active_users": 1,
      "message_count": 76,
      "user_message_count": 38,
      "cost_per_ws": 0.4128,
      "cost_per_acp": 0.3565,
      "acp_per_ws": 1.1579,
      "message_per_ws": 4.0,
      "message_per_acp": 3.4545,
      "correction_message_ratio": null
    },
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      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
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      "acp_interactions": 18,
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      "user_message_count": 18,
      "cost_per_ws": 1.185,
      "cost_per_acp": 0.395,
      "acp_per_ws": 3.0,
      "message_per_ws": 6.3333,
      "message_per_acp": 2.1111,
      "correction_message_ratio": null
    },
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      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
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      "workspace_count": 6,
      "active_users": 2,
      "message_count": 40,
      "user_message_count": 18,
      "cost_per_ws": 0.8402,
      "cost_per_acp": 0.2801,
      "acp_per_ws": 3.0,
      "message_per_ws": 6.6667,
      "message_per_acp": 2.2222,
      "correction_message_ratio": null
    },
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      "active_users": 1,
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      "user_message_count": 6,
      "cost_per_ws": 0.9637,
      "cost_per_acp": 0.4819,
      "acp_per_ws": 2.0,
      "message_per_ws": 4.0,
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      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
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      "cost_per_acp": 2.7929,
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      "message_per_acp": 3.0,
      "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": 4,
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      "cost_per_acp": 0.3735,
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    },
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      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
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      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / PreSales",
      "team": "PreSales",
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      "user_message_count": 14,
      "cost_per_ws": 1.4263,
      "cost_per_acp": 0.2038,
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      "message_per_acp": 4.0,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
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      "user_message_count": 8,
      "cost_per_ws": 0.2847,
      "cost_per_acp": 0.1424,
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      "message_per_ws": 6.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration",
      "team": "Data Integration",
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      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 1,
      "cost_per_ws": 0.3639,
      "cost_per_acp": 0.3639,
      "acp_per_ws": 1.0,
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      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality / Quality Assurance Service",
      "team": "Quality Assurance Service",
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      "acp_interactions": 3,
      "workspace_count": 1,
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      "user_message_count": 3,
      "cost_per_ws": 0.202,
      "cost_per_acp": 0.0673,
      "acp_per_ws": 3.0,
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      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
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      "active_users": 1,
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      "user_message_count": 1,
      "cost_per_ws": 0.0868,
      "cost_per_acp": 0.0868,
      "acp_per_ws": 1.0,
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      "message_per_acp": 2.0,
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    },
    {
      "team_path": "(unknown)",
      "team": "(unknown)",
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      "user_message_count": 0,
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      "en_name": "Hongmei Jiang",
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      "team": "Advanced Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 18,
      "workspace_count": 3,
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      "channel_breakdown": {
        "web": 18
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 6.0
    },
    {
      "user_email": "nizheming@pingcap.com",
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      "en_name": "Zheming Ni",
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      "team": "Engineering Mission Pods",
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      "workspace_count": 19,
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      "user_message_count": 22,
      "channel_breakdown": {
        "cli": 22
      },
      "frequency_bucket": "高频",
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      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.1579
    },
    {
      "user_email": "zhipeng.su@pingcap.com",
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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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      "channel_breakdown": {
        "web": 25
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
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    },
    {
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      "name": "Lim Wei Zhin",
      "en_name": "Lim Wei Zhin",
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      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
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    },
    {
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      "team": "Technical Service",
      "mapping_source": "pingcap_members_by_team.csv",
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      "frequency_bucket": "高频",
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    },
    {
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    },
    {
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      "team": "SQL Optimization & Execution",
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      "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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      "team": "TiDB Scalability Service",
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      "user_message_count": 1,
      "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": "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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      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
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    },
    {
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      "team": "Observability & Diagnostics Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "channel_breakdown": {
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      "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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      "team": "Intelligent Support Enablement",
      "mapping_source": "investibook-usage-team-overrides.csv",
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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": "Kentaro Kitagawa",
      "en_name": "Kentaro Kitagawa",
      "team_path": "Japan Business Group / PreSales",
      "team": "PreSales",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 1.4263,
      "acp_interactions": 7,
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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
    },
    {
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      "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": 1.405,
      "acp_interactions": 3,
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      "user_message_count": 3,
      "channel_breakdown": {
        "lark": 2,
        "web": 1
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.5
    },
    {
      "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",
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        "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": "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": 1.1389,
      "acp_interactions": 8,
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      "user_message_count": 8,
      "channel_breakdown": {
        "lark": 8
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
      "user_email": "cong.cao@pingcap.com",
      "name": "曹聪",
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      "team": "Technical Account Management",
      "mapping_source": "pingcap_members_by_team.csv",
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      "channel_breakdown": {
        "lark": 4
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.3333
    },
    {
      "user_email": "wai.ho@pingcap.com",
      "name": "Chun Wai Ho",
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      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 0.5908,
      "acp_interactions": 2,
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      "message_count": 0,
      "user_message_count": 0,
      "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": "jiangjianyuan@pingcap.com",
      "name": "蒋建元",
      "en_name": "",
      "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration",
      "team": "Data Integration",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.3639,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 3,
      "user_message_count": 1,
      "channel_breakdown": {
        "lark": 1
      },
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