{
  "date": "2026-08-26",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-08-26T00:00:00+08:00",
  "window_end": "2026-08-27T00:00:00+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": 90.8159,
    "total_acp_interactions": 98,
    "active_users": 16,
    "workspace_count": 36,
    "created_workspace_count": 34,
    "new_workspace_count": 33,
    "updated_existing_workspace_count": 7,
    "changed_workspace_count": 40,
    "message_count": 233,
    "user_message_count": 101,
    "assistant_message_count": 127,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 65.4825,
      "acp_interactions": 6,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 15,
      "user_message_count": 7,
      "cost_per_ws": 65.4825,
      "cost_per_acp": 10.9138,
      "acp_per_ws": 6.0,
      "message_per_ws": 15.0,
      "message_per_acp": 2.5,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 6.7724,
      "acp_interactions": 16,
      "workspace_count": 5,
      "active_users": 3,
      "message_count": 37,
      "user_message_count": 18,
      "cost_per_ws": 1.3545,
      "cost_per_acp": 0.4233,
      "acp_per_ws": 3.2,
      "message_per_ws": 7.4,
      "message_per_acp": 2.3125,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "cost": 6.461,
      "acp_interactions": 18,
      "workspace_count": 8,
      "active_users": 3,
      "message_count": 40,
      "user_message_count": 18,
      "cost_per_ws": 0.8076,
      "cost_per_acp": 0.3589,
      "acp_per_ws": 2.25,
      "message_per_ws": 5.0,
      "message_per_acp": 2.2222,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration",
      "team": "Data Integration",
      "cost": 4.4602,
      "acp_interactions": 10,
      "workspace_count": 9,
      "active_users": 1,
      "message_count": 30,
      "user_message_count": 10,
      "cost_per_ws": 0.4956,
      "cost_per_acp": 0.446,
      "acp_per_ws": 1.1111,
      "message_per_ws": 3.3333,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
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      "acp_interactions": 28,
      "workspace_count": 5,
      "active_users": 1,
      "message_count": 56,
      "user_message_count": 28,
      "cost_per_ws": 0.7254,
      "cost_per_acp": 0.1295,
      "acp_per_ws": 5.6,
      "message_per_ws": 11.2,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 2.6474,
      "acp_interactions": 15,
      "workspace_count": 7,
      "active_users": 3,
      "message_count": 43,
      "user_message_count": 15,
      "cost_per_ws": 0.3782,
      "cost_per_acp": 0.1765,
      "acp_per_ws": 2.1429,
      "message_per_ws": 6.1429,
      "message_per_acp": 2.8667,
      "correction_message_ratio": null
    },
    {
      "team_path": "Central Enabling Group / Solution Architects",
      "team": "Solution Architects",
      "cost": 0.4934,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 0.4934,
      "cost_per_acp": 0.4934,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
      "team": "Efficiency & Quality",
      "cost": 0.4885,
      "acp_interactions": 2,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 6,
      "user_message_count": 2,
      "cost_per_ws": 0.2443,
      "cost_per_acp": 0.2443,
      "acp_per_ws": 1.0,
      "message_per_ws": 3.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Data Replication",
      "team": "Data Replication",
      "cost": 0.198,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 0.198,
      "cost_per_acp": 0.198,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "team": "Observability & Diagnostics Service",
      "cost": 0.1855,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 0.1855,
      "cost_per_acp": 0.1855,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    }
  ],
  "users": [
    {
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      "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": 65.4825,
      "acp_interactions": 6,
      "workspace_count": 1,
      "message_count": 15,
      "user_message_count": 7,
      "channel_breakdown": {
        "web": 6
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 6.0
    },
    {
      "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": 4.4602,
      "acp_interactions": 10,
      "workspace_count": 6,
      "message_count": 21,
      "user_message_count": 7,
      "channel_breakdown": {
        "lark": 10
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.6667
    },
    {
      "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": 3.6271,
      "acp_interactions": 28,
      "workspace_count": 5,
      "message_count": 56,
      "user_message_count": 28,
      "channel_breakdown": {
        "web": 28
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 5.6
    },
    {
      "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": 3.4817,
      "acp_interactions": 8,
      "workspace_count": 2,
      "message_count": 16,
      "user_message_count": 8,
      "channel_breakdown": {
        "web": 8
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 4.0
    },
    {
      "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",
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      "workspace_count": 1,
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      "user_message_count": 3,
      "channel_breakdown": {
        "lark": 2,
        "web": 2
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 4.0
    },
    {
      "user_email": "chenqingjing@pingcap.com",
      "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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      "acp_interactions": 6,
      "workspace_count": 2,
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      "user_message_count": 8,
      "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": "brian.w@pingcap.com",
      "name": "张建伟",
      "en_name": "Brian.Zhang",
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 2.5901,
      "acp_interactions": 12,
      "workspace_count": 4,
      "message_count": 24,
      "user_message_count": 12,
      "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": "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": 2.3035,
      "acp_interactions": 12,
      "workspace_count": 5,
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      "user_message_count": 12,
      "channel_breakdown": {
        "lark": 12
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.4
    },
    {
      "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",
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      "workspace_count": 2,
      "message_count": 6,
      "user_message_count": 2,
      "channel_breakdown": {
        "lark": 2
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "huyule@pingcap.com",
      "name": "胡玉乐",
      "en_name": "Jasper Hu",
      "team_path": "Central Enabling Group / Solution Architects",
      "team": "Solution Architects",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.4934,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 2,
      "user_message_count": 1,
      "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": "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": 0.4885,
      "acp_interactions": 2,
      "workspace_count": 2,
      "message_count": 6,
      "user_message_count": 2,
      "channel_breakdown": {
        "lark": 2
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "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",
      "cost": 0.2794,
      "acp_interactions": 2,
      "workspace_count": 1,
      "message_count": 4,
      "user_message_count": 2,
      "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": "lang.zhu@pingcap.com",
      "name": "祝浪",
      "en_name": "Peter Zhu",
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 0.2165,
      "acp_interactions": 2,
      "workspace_count": 1,
      "message_count": 5,
      "user_message_count": 2,
      "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": "yunyan.hong@pingcap.com",
      "name": "洪韫妍",
      "en_name": "Yunyan Hong",
      "team_path": "Engineering Group / Service Orchestration Engineering / Data Replication",
      "team": "Data Replication",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 0.198,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 2,
      "user_message_count": 1,
      "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": "shenjing.zhao@pingcap.com",
      "name": "赵沈晶",
      "en_name": "",
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "team": "Observability & Diagnostics Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.1855,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 2,
      "user_message_count": 1,
      "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": "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": 0.0645,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 3,
      "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
    }
  ],
  "message_categories": [
    {
      "category": "查询纠偏",
      "user_message_count": 3,
      "share": 0.029703,
      "estimated_cost_by_turn": 2.6975,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 34.67,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "产出物迭代",
      "user_message_count": 16,
      "share": 0.158416,
      "estimated_cost_by_turn": 14.3867,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 151.69,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "Ad hoc 查询",
      "user_message_count": 38,
      "share": 0.376238,
      "estimated_cost_by_turn": 34.1684,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 1524.68,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "诊断启动",
      "user_message_count": 23,
      "share": 0.227723,
      "estimated_cost_by_turn": 20.6809,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 1609.83,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "解释追问",
      "user_message_count": 8,
      "share": 0.079208,
      "estimated_cost_by_turn": 7.1933,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 4427.0,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "流程控制/确认",
      "user_message_count": 8,
      "share": 0.079208,
      "estimated_cost_by_turn": 7.1933,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 191.88,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "方法论/能力咨询",
      "user_message_count": 2,
      "share": 0.019802,
      "estimated_cost_by_turn": 1.7983,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 27.0,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "背景补充",
      "user_message_count": 3,
      "share": 0.029703,
      "estimated_cost_by_turn": 2.6975,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 43.67,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    }
  ],
  "unmatched_users": [],
  "top_changed_workspaces": [
    {
      "workspace_id": "ws-1787713936181-26a2e85c2",
      "title": "O11Y-2645253",
      "workspace_lifecycle": "new",
      "user_email": "shentaining@pingcap.com",
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "scenario_group": "diagnosis",
      "scenario_category": "tikv_hotspot_or_coprocessor",
      "cost": 65.4825,
      "message_count": 15,
      "user_message_count": 7
    },
    {
      "workspace_id": "lark-ws-c580b738-209e-4504-8ebd-29af17a6b096",
      "title": "Lark chat",
      "workspace_lifecycle": "new",
      "user_email": "peiliang.liu@pingcap.com",
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "scenario_group": "diagnosis",
      "scenario_category": "transaction_or_lock_contention",
      "cost": 3.2874,
      "message_count": 7,
      "user_message_count": 3
    },
    {
      "workspace_id": "ws-1787726443146-f759396bc",
      "title": "Cluster 10507906644386077751",
      "workspace_lifecycle": "new",
      "user_email": "chenqingjing@pingcap.com",
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "scenario_group": "diagnosis",
      "scenario_category": "cdc_or_replication_lag",
      "cost": 2.3916,
      "message_count": 9,
      "user_message_count": 5
    },
    {
      "workspace_id": "ws-1787716062845-a3b37b329",
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