{
  "date": "2026-06-24",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-06-24T00:00:00+08:00",
  "window_end": "2026-06-25T00:00:00+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": 54.7517,
    "total_acp_interactions": 60,
    "active_users": 19,
    "workspace_count": 37,
    "created_workspace_count": 24,
    "new_workspace_count": 36,
    "updated_existing_workspace_count": 22,
    "changed_workspace_count": 58,
    "message_count": 296,
    "user_message_count": 136,
    "assistant_message_count": 157,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
      "cost": 14.6199,
      "acp_interactions": 5,
      "workspace_count": 6,
      "active_users": 2,
      "message_count": 112,
      "user_message_count": 56,
      "cost_per_ws": 2.4367,
      "cost_per_acp": 2.924,
      "acp_per_ws": 0.8333,
      "message_per_ws": 18.6667,
      "message_per_acp": 22.4,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "team": "Essential & Premium",
      "cost": 11.7244,
      "acp_interactions": 0,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 78,
      "user_message_count": 36,
      "cost_per_ws": 5.8622,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 39.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "cost": 8.22,
      "acp_interactions": 16,
      "workspace_count": 3,
      "active_users": 1,
      "message_count": 50,
      "user_message_count": 25,
      "cost_per_ws": 2.74,
      "cost_per_acp": 0.5138,
      "acp_per_ws": 5.3333,
      "message_per_ws": 16.6667,
      "message_per_acp": 3.125,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 4.5889,
      "acp_interactions": 11,
      "workspace_count": 12,
      "active_users": 4,
      "message_count": 45,
      "user_message_count": 15,
      "cost_per_ws": 0.3824,
      "cost_per_acp": 0.4172,
      "acp_per_ws": 0.9167,
      "message_per_ws": 3.75,
      "message_per_acp": 4.0909,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "cost": 4.4877,
      "acp_interactions": 8,
      "workspace_count": 4,
      "active_users": 2,
      "message_count": 35,
      "user_message_count": 13,
      "cost_per_ws": 1.1219,
      "cost_per_acp": 0.561,
      "acp_per_ws": 2.0,
      "message_per_ws": 8.75,
      "message_per_acp": 4.375,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "cost": 2.6109,
      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 8,
      "user_message_count": 4,
      "cost_per_ws": 2.6109,
      "cost_per_acp": 1.3055,
      "acp_per_ws": 2.0,
      "message_per_ws": 8.0,
      "message_per_acp": 4.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Product / TiDB X Core Product",
      "team": "TiDB X Core Product",
      "cost": 2.4667,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 28,
      "user_message_count": 14,
      "cost_per_ws": 2.4667,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 28.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 1.8194,
      "acp_interactions": 3,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 14,
      "user_message_count": 7,
      "cost_per_ws": 0.9097,
      "cost_per_acp": 0.6065,
      "acp_per_ws": 1.5,
      "message_per_ws": 7.0,
      "message_per_acp": 4.6667,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "cost": 1.5059,
      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 10,
      "user_message_count": 4,
      "cost_per_ws": 1.5059,
      "cost_per_acp": 0.753,
      "acp_per_ws": 2.0,
      "message_per_ws": 10.0,
      "message_per_acp": 5.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "team": "Observability & Diagnostics Service",
      "cost": 0.8354,
      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 0.8354,
      "cost_per_acp": 0.8354,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Product / Enterprise & Partner Product",
      "team": "Enterprise & Partner Product",
      "cost": 0.6956,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 26,
      "user_message_count": 12,
      "cost_per_ws": 0.6956,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 26.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances",
      "team": "Customer Success & Alliances",
      "cost": 0.5943,
      "acp_interactions": 0,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 0,
      "user_message_count": 0,
      "cost_per_ws": 0.5943,
      "cost_per_acp": null,
      "acp_per_ws": 0.0,
      "message_per_ws": 0.0,
      "message_per_acp": null,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "cost": 0.4019,
      "acp_interactions": 4,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 11,
      "user_message_count": 4,
      "cost_per_ws": 0.4019,
      "cost_per_acp": 0.1005,
      "acp_per_ws": 4.0,
      "message_per_ws": 11.0,
      "message_per_acp": 2.75,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Storage Service Engineering",
      "team": "Storage Service Engineering",
      "cost": 0.0689,
      "acp_interactions": 1,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 6,
      "user_message_count": 4,
      "cost_per_ws": 0.0345,
      "cost_per_acp": 0.0689,
      "acp_per_ws": 0.5,
      "message_per_ws": 3.0,
      "message_per_acp": 6.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "(unknown)",
      "team": "(unknown)",
      "cost": 0.0,
      "acp_interactions": 0,
      "workspace_count": 3,
      "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": [
    {
      "user_email": "wenxuan.zhang@pingcap.com",
      "name": "张文轩",
      "en_name": "Wenxuan",
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 13.9792,
      "acp_interactions": 5,
      "workspace_count": 5,
      "message_count": 100,
      "user_message_count": 50,
      "channel_breakdown": {
        "web": 5
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "jianghuaxi@pingcap.com",
      "name": "江华禧",
      "en_name": "Huaxi Jiang",
      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "team": "Essential & Premium",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 11.7244,
      "acp_interactions": 0,
      "workspace_count": 2,
      "message_count": 26,
      "user_message_count": 12,
      "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": "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": 8.22,
      "acp_interactions": 16,
      "workspace_count": 3,
      "message_count": 42,
      "user_message_count": 21,
      "channel_breakdown": {
        "web": 16
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 5.3333
    },
    {
      "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",
      "cost": 2.8766,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 4,
      "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": "qizheng@pingcap.com",
      "name": "戚铮",
      "en_name": "Zheng Qi",
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "team": "Advanced Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 2.6109,
      "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": "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": 2.4667,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 14,
      "user_message_count": 7,
      "channel_breakdown": {
        "web": 7
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 0.0
    },
    {
      "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": 2.1986,
      "acp_interactions": 1,
      "workspace_count": 5,
      "message_count": 30,
      "user_message_count": 10,
      "channel_breakdown": {
        "lark": 9
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 0.2
    },
    {
      "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": 1.8194,
      "acp_interactions": 3,
      "workspace_count": 2,
      "message_count": 6,
      "user_message_count": 3,
      "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": "kaixing.yang@pingcap.com",
      "name": "杨凯星",
      "en_name": "Kaixing Yang",
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 1.6111,
      "acp_interactions": 8,
      "workspace_count": 3,
      "message_count": 24,
      "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": 2.6667
    },
    {
      "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": 1.5746,
      "acp_interactions": 3,
      "workspace_count": 1,
      "message_count": 0,
      "user_message_count": 0,
      "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": "xiao.li@pingcap.com",
      "name": "李潇",
      "en_name": "Shawn Li",
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 1.5059,
      "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": "lingtao.li@pingcap.com",
      "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",
      "cost": 0.8354,
      "acp_interactions": 1,
      "workspace_count": 1,
      "message_count": 2,
      "user_message_count": 1,
      "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
    },
    {
      "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": 0.6956,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 13,
      "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
    },
    {
      "user_email": "yuhao.zhang@pingcap.com",
      "name": "张昱豪",
      "en_name": "Yuhao Zhang",
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "team": "TiDB Scalability Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.6407,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 6,
      "user_message_count": 3,
      "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": "mohangjie@pingcap.com",
      "name": "莫航杰",
      "en_name": "Jason Mo",
      "team_path": "APAC Business Group / Customer Success & Alliances",
      "team": "Customer Success & Alliances",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.5943,
      "acp_interactions": 0,
      "workspace_count": 1,
      "message_count": 0,
      "user_message_count": 0,
      "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": "wai.ho@pingcap.com",
      "name": "Chun Wai Ho",
      "en_name": "Wai Ho",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "pingcap_members_by_team.csv",
      "cost": 0.5549,
      "acp_interactions": 6,
      "workspace_count": 5,
      "message_count": 0,
      "user_message_count": 0,
      "channel_breakdown": {
        "web": 6
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 1.2
    },
    {
      "user_email": "wangkang@pingcap.com",
      "name": "王康",
      "en_name": "Kang Wang",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.4019,
      "acp_interactions": 4,
      "workspace_count": 1,
      "message_count": 11,
      "user_message_count": 4,
      "channel_breakdown": {
        "lark": 3,
        "web": 1
      },
      "frequency_bucket": "低频",
      "depth_bucket": "高轮次",
      "behavior_mode": "低频高轮次",
      "avg_acp_per_ws": 4.0
    },
    {
      "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": 0.2608,
      "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
    },
    {
      "user_email": "zhangjinpeng@pingcap.com",
      "name": "张金鹏",
      "en_name": "Jinpeng Zhang",
      "team_path": "Engineering Group / Storage Service Engineering",
      "team": "Storage Service Engineering",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 0.0689,
      "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
    }
  ],
  "message_categories": [
    {
      "category": "查询纠偏",
      "user_message_count": 3,
      "share": 0.022059,
      "estimated_cost_by_turn": 1.2078,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 1598.0,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "诊断纠偏",
      "user_message_count": 1,
      "share": 0.007353,
      "estimated_cost_by_turn": 0.4026,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 737.0,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "产出物迭代",
      "user_message_count": 27,
      "share": 0.198529,
      "estimated_cost_by_turn": 10.8698,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 1159.89,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "Ad hoc 查询",
      "user_message_count": 44,
      "share": 0.323529,
      "estimated_cost_by_turn": 17.7138,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 372.75,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "诊断启动",
      "user_message_count": 23,
      "share": 0.169118,
      "estimated_cost_by_turn": 9.2595,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 75.26,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "解释追问",
      "user_message_count": 17,
      "share": 0.125,
      "estimated_cost_by_turn": 6.844,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 84.94,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "流程控制/确认",
      "user_message_count": 13,
      "share": 0.095588,
      "estimated_cost_by_turn": 5.2336,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 77.69,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "背景补充",
      "user_message_count": 8,
      "share": 0.058824,
      "estimated_cost_by_turn": 3.2207,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 40.12,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    }
  ],
  "unmatched_users": [],
  "top_changed_workspaces": [
    {
      "workspace_id": "ws-1782264986586-00443ab47",
      "title": "分析一下 https://tidb.atlassian.net/browse/GTOC-8537",
      "workspace_lifecycle": "new",
      "user_email": "wenxuan.zhang@pingcap.com",
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "scenario_group": "diagnosis",
      "scenario_category": "tikv_hotspot_or_coprocessor",
      "cost": 6.6889,
      "message_count": 42,
      "user_message_count": 21
    },
    {
      "workspace_id": "ws-1782264549445-89c5fcecf",
      "title": "分析一下 https://tidb.atlassian.net/browse/GTOC-8537",
      "workspace_lifecycle": "new",
      "user_email": "wenxuan.zhang@pingcap.com",
      "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
      "scenario_group": "diagnosis",
      "scenario_category": "tikv_hotspot_or_coprocessor",
      "cost": 6.3436,
      "message_count": 54,
      "user_message_count": 27
    },
    {
      "workspace_id": "ws-1782238048644-6978b873d",
      "title": "TiDBP999LatencySurgeNextGen-10666338859980042288",
      "workspace_lifecycle": "new",
      "user_email": "jianghuaxi@pingcap.com",
      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "scenario_group": "diagnosis",
      "scenario_category": "resource_control_or_capacity",
      "cost": 6.1826,
      "message_count": 11,
      "user_message_count": 5
    },
    {
      "workspace_id": "ws-1782253671060-5cec7a02b",
      "title": "O11Y-2597287-TiDBP999LatencySurgeNextGen",
      "workspace_lifecycle": "new",
      "user_email": "jianghuaxi@pingcap.com",
      "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
      "scenario_group": "diagnosis",
      "scenario_category": "resource_control_or_capacity",
      "cost": 5.2284,
      "message_count": 15,
      "user_message_count": 7
    },
    {
      "workspace_id": "ws-1782202776640-48d899755",
      "title": "TCID-12823 Mercari backup skip",
      "workspace_lifecycle": "updated_existing",
      "user_email": "takahiko.miyasaka@pingcap.com",
      "team_path": "Japan Business Group / Technical Service",
      "scenario_group": "diagnosis",
      "scenario_category": "backup_or_restore",
      "cost": 3.962,
      "message_count": 24,
      "user_message_count": 12
    },
    {
      "workspace_id": "ws-1782280137044-c05f5d3a6",
      "title": "TokenPocket Runtime Report 10821642679432589811",
      "workspace_lifecycle": "new",
      "user_email": "zhi.xie@pingcap.com",
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "scenario_group": "diagnosis",
      "scenario_category": "gc_or_allocator_pressure",
      "cost": 2.8591,
      "message_count": 4,
      "user_message_count": 2
    },
    {
      "workspace_id": "ws-1782280307812-1defe4326",
      "title": "未命名工作空间",
      "workspace_lifecycle": "new",
      "user_email": "qizheng@pingcap.com",
      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
      "scenario_group": "diagnosis",
      "scenario_category": "sql_plan_or_query",
      "cost": 2.587,
      "message_count": 4,
      "user_message_count": 2
    },
    {
      "workspace_id": "ws-1782093604300-9cae58dee",
      "title": "未命名工作空间",
      "workspace_lifecycle": "updated_existing",
      "user_email": "qiaodan@pingcap.com",
      "team_path": "Product / TiDB X Core Product",
      "scenario_group": "non_diagnosis",
      "scenario_category": "fleet_inventory_or_capacity_analysis",
      "cost": 2.4364,
      "message_count": 14,
      "user_message_count": 7
    },
    {
      "workspace_id": "ws-1782200348376-633fc7217",
      "title": "TCID-12752 BNE",
      "workspace_lifecycle": "updated_existing",
      "user_email": "takahiko.miyasaka@pingcap.com",
      "team_path": "Japan Business Group / Technical Service",
      "scenario_group": "diagnosis",
      "scenario_category": "sql_plan_or_query",
      "cost": 2.2154,
      "message_count": 8,
      "user_message_count": 4
    },
    {
      "workspace_id": "ws-1778561397864-af8e050e7",
      "title": "TCID-12638 Mercari Timeout issue",
      "workspace_lifecycle": "updated_existing",
      "user_email": "takahiko.miyasaka@pingcap.com",
      "team_path": "Japan Business Group / Technical Service",
      "scenario_group": "diagnosis",
      "scenario_category": "storage_or_io_bottleneck",
      "cost": 1.9314,
      "message_count": 10,
      "user_message_count": 5
    },
    {
      "workspace_id": "ws-1782277781644-f7700373c",
      "title": "",
      "workspace_lifecycle": "updated_existing",
      "user_email": "wen.hu@pingcap.com",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "scenario_group": "unknown",
      "scenario_category": null,
      "cost": 1.5746,
      "message_count": 0,
      "user_message_count": 0
    },
    {
      "workspace_id": "ws-1782283180977-fa621838e",
      "title": "未命名工作空间",
      "workspace_lifecycle": "new",
      "user_email": "xiao.li@pingcap.com",
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "scenario_group": "diagnosis",
      "scenario_category": "ddl_or_schema_change",
      "cost": 1.4923,
      "message_count": 5,
      "user_message_count": 2
    },
    {
      "workspace_id": "lark-ws-baaaacb1-3737-4f40-ae69-f8346f91121f",
      "title": "Lark chat",
      "workspace_lifecycle": "new",
      "user_email": "kaixing.yang@pingcap.com",
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "scenario_group": "diagnosis",
      "scenario_category": "cdc_or_replication_lag",
      "cost": 1.1704,
      "message_count": 3,
      "user_message_count": 1
    },
    {
      "workspace_id": "lark-ws-08f06327-8a55-41f0-b2b9-c71eeb803768",
      "title": "Lark chat",
      "workspace_lifecycle": "new",
      "user_email": "weizhin.lim@pingcap.com",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "scenario_group": "diagnosis",
      "scenario_category": "ddl_or_schema_change",
      "cost": 1.1624,
      "message_count": 3,
      "user_message_count": 1
    },
    {
      "workspace_id": "ws-1782314329822-a2ffe2f61",
      "title": "https://tidb.atlassian.net/browse/O11Y-2593057",
      "workspace_lifecycle": "new",
      "user_email": "debin.jia@pingcap.com",
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "scenario_group": "diagnosis",
      "scenario_category": "backup_or_restore",
      "cost": 1.0452,
      "message_count": 4,
      "user_message_count": 2
    },
    {
      "workspace_id": "ws-1781598701127-da28e5bfa",
      "title": "tikv自动巡检",
      "workspace_lifecycle": "updated_existing",
      "user_email": "lingtao.li@pingcap.com",
      "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
      "scenario_group": "non_diagnosis",
      "scenario_category": "inspection_or_report_generation",
      "cost": 0.8354,
      "message_count": 2,
      "user_message_count": 1
    },
    {
      "workspace_id": "ws-1782201243186-25e239a57",
      "title": "Duplicate O11Y alerts Derek Jia 2026-06-23",
      "workspace_lifecycle": "updated_existing",
      "user_email": "debin.jia@pingcap.com",
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "scenario_group": "diagnosis",
      "scenario_category": "storage_or_io_bottleneck",
      "cost": 0.7294,
      "message_count": 2,
      "user_message_count": 1
    },
    {
      "workspace_id": "lark-ws-e2af990b-c84c-4650-8da5-a86c0dc988ef",
      "title": "Lark chat",
      "workspace_lifecycle": "new",
      "user_email": "nicole.li@pingcap.com",
      "team_path": "Product / Enterprise & Partner Product",
      "scenario_group": "diagnosis",
      "scenario_category": "sql_plan_or_query",
      "cost": 0.693,
      "message_count": 13,
      "user_message_count": 6
    },
    {
      "workspace_id": "lark-ws-ec0d3a0c-eaf4-41bf-b954-07e80c07191a",
      "title": "Lark chat",
      "workspace_lifecycle": "new",
      "user_email": "weizhin.lim@pingcap.com",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "scenario_group": "diagnosis",
      "scenario_category": "storage_or_io_bottleneck",
      "cost": 0.6337,
      "message_count": 9,
      "user_message_count": 3
    },
    {
      "workspace_id": "ws-1782180992468-0e649678a",
      "title": "",
      "workspace_lifecycle": "updated_existing",
      "user_email": "mohangjie@pingcap.com",
      "team_path": "APAC Business Group / Customer Success & Alliances",
      "scenario_group": "unknown",
      "scenario_category": null,
      "cost": 0.5943,
      "message_count": 0,
      "user_message_count": 0
    }
  ],
  "charts": {
    "daily_cost_acp": [
      {
        "date": "2026-06-24",
        "cost": 54.7517,
        "acp_interactions": 60,
        "workspace_count": 37,
        "active_users": 19
      }
    ],
    "team_cost_bar": [
      {
        "team": "TiDB Scalability Service",
        "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
        "cost": 14.6199,
        "acp_interactions": 5,
        "workspace_count": 6,
        "active_users": 2
      },
      {
        "team": "Essential & Premium",
        "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
        "cost": 11.7244,
        "acp_interactions": 0,
        "workspace_count": 2,
        "active_users": 1
      },
      {
        "team": "Technical Service",
        "team_path": "Japan Business Group / Technical Service",
        "cost": 8.22,
        "acp_interactions": 16,
        "workspace_count": 3,
        "active_users": 1
      },
      {
        "team": "Intelligent Support",
        "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
        "cost": 4.5889,
        "acp_interactions": 11,
        "workspace_count": 12,
        "active_users": 4
      },
      {
        "team": "Professional Services",
        "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
        "cost": 4.4877,
        "acp_interactions": 8,
        "workspace_count": 4,
        "active_users": 2
      },
      {
        "team": "Advanced Intelligent Support",
        "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
        "cost": 2.6109,
        "acp_interactions": 2,
        "workspace_count": 1,
        "active_users": 1
      },
      {
        "team": "TiDB X Core Product",
        "team_path": "Product / TiDB X Core Product",
        "cost": 2.4667,
        "acp_interactions": 0,
        "workspace_count": 1,
        "active_users": 1
      },
      {
        "team": "KV Service",
        "team_path": "Engineering Group / Storage Service Engineering / KV Service",
        "cost": 1.8194,
        "acp_interactions": 3,
        "workspace_count": 2,
        "active_users": 1
      },
      {
        "team": "Scalable SQL & Data Service",
        "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
        "cost": 1.5059,
        "acp_interactions": 2,
        "workspace_count": 1,
        "active_users": 1
      },
      {
        "team": "Observability & Diagnostics Service",
        "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
        "cost": 0.8354,
        "acp_interactions": 1,
        "workspace_count": 1,
        "active_users": 1
      },
      {
        "team": "Enterprise & Partner Product",
        "team_path": "Product / Enterprise & Partner Product",
        "cost": 0.6956,
        "acp_interactions": 0,
        "workspace_count": 1,
        "active_users": 1
      },
      {
        "team": "Customer Success & Alliances",
        "team_path": "APAC Business Group / Customer Success & Alliances",
        "cost": 0.5943,
        "acp_interactions": 0,
        "workspace_count": 1,
        "active_users": 1
      },
      {
        "team": "Intelligent Support Enablement",
        "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
        "cost": 0.4019,
        "acp_interactions": 4,
        "workspace_count": 1,
        "active_users": 1
      },
      {
        "team": "Storage Service Engineering",
        "team_path": "Engineering Group / Storage Service Engineering",
        "cost": 0.0689,
        "acp_interactions": 1,
        "workspace_count": 2,
        "active_users": 1
      },
      {
        "team": "(unknown)",
        "team_path": "(unknown)",
        "cost": 0.0,
        "acp_interactions": 0,
        "workspace_count": 3,
        "active_users": 0
      }
    ],
    "team_ratio_scatter": [
      {
        "team": "TiDB Scalability Service",
        "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service",
        "x": 0.8333,
        "y": 2.924,
        "size": 6,
        "cost": 14.6199
      },
      {
        "team": "Essential & Premium",
        "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium",
        "x": 0.0,
        "y": null,
        "size": 2,
        "cost": 11.7244
      },
      {
        "team": "Technical Service",
        "team_path": "Japan Business Group / Technical Service",
        "x": 5.3333,
        "y": 0.5138,
        "size": 3,
        "cost": 8.22
      },
      {
        "team": "Intelligent Support",
        "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
        "x": 0.9167,
        "y": 0.4172,
        "size": 12,
        "cost": 4.5889
      },
      {
        "team": "Professional Services",
        "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
        "x": 2.0,
        "y": 0.561,
        "size": 4,
        "cost": 4.4877
      },
      {
        "team": "Advanced Intelligent Support",
        "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
        "x": 2.0,
        "y": 1.3055,
        "size": 1,
        "cost": 2.6109
      },
      {
        "team": "TiDB X Core Product",
        "team_path": "Product / TiDB X Core Product",
        "x": 0.0,
        "y": null,
        "size": 1,
        "cost": 2.4667
      },
      {
        "team": "KV Service",
        "team_path": "Engineering Group / Storage Service Engineering / KV Service",
        "x": 1.5,
        "y": 0.6065,
        "size": 2,
        "cost": 1.8194
      },
      {
        "team": "Scalable SQL & Data Service",
        "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
        "x": 2.0,
        "y": 0.753,
        "size": 1,
        "cost": 1.5059
      },
      {
        "team": "Observability & Diagnostics Service",
        "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service",
        "x": 1.0,
        "y": 0.8354,
        "size": 1,
        "cost": 0.8354
      },
      {
        "team": "Enterprise & Partner Product",
        "team_path": "Product / Enterprise & Partner Product",
        "x": 0.0,
        "y": null,
        "size": 1,
        "cost": 0.6956
      },
      {
        "team": "Customer Success & Alliances",
        "team_path": "APAC Business Group / Customer Success & Alliances",
        "x": 0.0,
        "y": null,
        "size": 1,
        "cost": 0.5943
      },
      {
        "team": "Intelligent Support Enablement",
        "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
        "x": 4.0,
        "y": 0.1005,
        "size": 1,
        "cost": 0.4019
      },
      {
        "team": "Storage Service Engineering",
        "team_path": "Engineering Group / Storage Service Engineering",
        "x": 0.5,
        "y": 0.0689,
        "size": 2,
        "cost": 0.0689
      },
      {
        "team": "(unknown)",
        "team_path": "(unknown)",
        "x": 0.0,
        "y": null,
        "size": 3,
        "cost": 0.0
      }
    ],
    "message_category_stack": [
      {
        "team": "TiDB Scalability Service",
        "category": "Ad hoc 查询",
        "count": 15
      },
      {
        "team": "TiDB Scalability Service",
        "category": "产出物迭代",
        "count": 10
      },
      {
        "team": "TiDB Scalability Service",
        "category": "查询纠偏",
        "count": 2
      },
      {
        "team": "TiDB Scalability Service",
        "category": "流程控制/确认",
        "count": 6
      },
      {
        "team": "TiDB Scalability Service",
        "category": "背景补充",
        "count": 3
      },
      {
        "team": "TiDB Scalability Service",
        "category": "解释追问",
        "count": 11
      },
      {
        "team": "TiDB Scalability Service",
        "category": "诊断启动",
        "count": 8
      },
      {
        "team": "TiDB Scalability Service",
        "category": "诊断纠偏",
        "count": 1
      },
      {
        "team": "Essential & Premium",
        "category": "Ad hoc 查询",
        "count": 3
      },
      {
        "team": "Essential & Premium",
        "category": "流程控制/确认",
        "count": 3
      },
      {
        "team": "Essential & Premium",
        "category": "背景补充",
        "count": 9
      },
      {
        "team": "Essential & Premium",
        "category": "诊断启动",
        "count": 21
      },
      {
        "team": "Technical Service",
        "category": "Ad hoc 查询",
        "count": 5
      },
      {
        "team": "Technical Service",
        "category": "产出物迭代",
        "count": 15
      },
      {
        "team": "Technical Service",
        "category": "流程控制/确认",
        "count": 1
      },
      {
        "team": "Technical Service",
        "category": "解释追问",
        "count": 4
      },
      {
        "team": "Intelligent Support",
        "category": "Ad hoc 查询",
        "count": 10
      },
      {
        "team": "Intelligent Support",
        "category": "产出物迭代",
        "count": 1
      },
      {
        "team": "Intelligent Support",
        "category": "流程控制/确认",
        "count": 1
      },
      {
        "team": "Intelligent Support",
        "category": "诊断启动",
        "count": 3
      },
      {
        "team": "Professional Services",
        "category": "Ad hoc 查询",
        "count": 9
      },
      {
        "team": "Professional Services",
        "category": "产出物迭代",
        "count": 2
      },
      {
        "team": "Professional Services",
        "category": "背景补充",
        "count": 1
      },
      {
        "team": "Professional Services",
        "category": "解释追问",
        "count": 1
      },
      {
        "team": "Advanced Intelligent Support",
        "category": "查询纠偏",
        "count": 2
      },
      {
        "team": "Advanced Intelligent Support",
        "category": "诊断启动",
        "count": 2
      },
      {
        "team": "TiDB X Core Product",
        "category": "Ad hoc 查询",
        "count": 10
      },
      {
        "team": "TiDB X Core Product",
        "category": "流程控制/确认",
        "count": 2
      },
      {
        "team": "TiDB X Core Product",
        "category": "背景补充",
        "count": 2
      },
      {
        "team": "KV Service",
        "category": "Ad hoc 查询",
        "count": 5
      },
      {
        "team": "KV Service",
        "category": "流程控制/确认",
        "count": 2
      },
      {
        "team": "Scalable SQL & Data Service",
        "category": "Ad hoc 查询",
        "count": 2
      },
      {
        "team": "Scalable SQL & Data Service",
        "category": "诊断启动",
        "count": 2
      },
      {
        "team": "Observability & Diagnostics Service",
        "category": "产出物迭代",
        "count": 1
      },
      {
        "team": "Enterprise & Partner Product",
        "category": "Ad hoc 查询",
        "count": 6
      },
      {
        "team": "Enterprise & Partner Product",
        "category": "流程控制/确认",
        "count": 2
      },
      {
        "team": "Enterprise & Partner Product",
        "category": "背景补充",
        "count": 2
      },
      {
        "team": "Enterprise & Partner Product",
        "category": "解释追问",
        "count": 2
      },
      {
        "team": "Intelligent Support Enablement",
        "category": "Ad hoc 查询",
        "count": 3
      },
      {
        "team": "Intelligent Support Enablement",
        "category": "流程控制/确认",
        "count": 1
      },
      {
        "team": "Storage Service Engineering",
        "category": "解释追问",
        "count": 1
      },
      {
        "team": "Storage Service Engineering",
        "category": "诊断启动",
        "count": 3
      }
    ],
    "user_behavior_quadrant": [
      {
        "user_email": "cherubin.j@pingcap.com",
        "x": 1,
        "y": 1.0,
        "cost": 0.2608,
        "mode": "低频低轮次"
      },
      {
        "user_email": "debin.jia@pingcap.com",
        "x": 2,
        "y": 1.5,
        "cost": 1.8194,
        "mode": "高频低轮次"
      },
      {
        "user_email": "jianghuaxi@pingcap.com",
        "x": 2,
        "y": 0.0,
        "cost": 11.7244,
        "mode": "高频低轮次"
      },
      {
        "user_email": "kaixing.yang@pingcap.com",
        "x": 3,
        "y": 2.6667,
        "cost": 1.6111,
        "mode": "高频低轮次"
      },
      {
        "user_email": "lingtao.li@pingcap.com",
        "x": 1,
        "y": 1.0,
        "cost": 0.8354,
        "mode": "低频低轮次"
      },
      {
        "user_email": "mohangjie@pingcap.com",
        "x": 1,
        "y": 0.0,
        "cost": 0.5943,
        "mode": "低频低轮次"
      },
      {
        "user_email": "nicole.li@pingcap.com",
        "x": 1,
        "y": 0.0,
        "cost": 0.6956,
        "mode": "低频低轮次"
      },
      {
        "user_email": "qiaodan@pingcap.com",
        "x": 1,
        "y": 0.0,
        "cost": 2.4667,
        "mode": "低频低轮次"
      },
      {
        "user_email": "qizheng@pingcap.com",
        "x": 1,
        "y": 2.0,
        "cost": 2.6109,
        "mode": "低频低轮次"
      },
      {
        "user_email": "takahiko.miyasaka@pingcap.com",
        "x": 3,
        "y": 5.3333,
        "cost": 8.22,
        "mode": "高频高轮次"
      },
      {
        "user_email": "wai.ho@pingcap.com",
        "x": 5,
        "y": 1.2,
        "cost": 0.5549,
        "mode": "高频低轮次"
      },
      {
        "user_email": "wangkang@pingcap.com",
        "x": 1,
        "y": 4.0,
        "cost": 0.4019,
        "mode": "低频高轮次"
      },
      {
        "user_email": "weizhin.lim@pingcap.com",
        "x": 5,
        "y": 0.2,
        "cost": 2.1986,
        "mode": "高频低轮次"
      },
      {
        "user_email": "wen.hu@pingcap.com",
        "x": 1,
        "y": 3.0,
        "cost": 1.5746,
        "mode": "低频低轮次"
      },
      {
        "user_email": "wenxuan.zhang@pingcap.com",
        "x": 5,
        "y": 1.0,
        "cost": 13.9792,
        "mode": "高频低轮次"
      },
      {
        "user_email": "xiao.li@pingcap.com",
        "x": 1,
        "y": 2.0,
        "cost": 1.5059,
        "mode": "低频低轮次"
      },
      {
        "user_email": "yuhao.zhang@pingcap.com",
        "x": 1,
        "y": 0.0,
        "cost": 0.6407,
        "mode": "低频低轮次"
      },
      {
        "user_email": "zhangjinpeng@pingcap.com",
        "x": 1,
        "y": 1.0,
        "cost": 0.0689,
        "mode": "低频低轮次"
      },
      {
        "user_email": "zhi.xie@pingcap.com",
        "x": 1,
        "y": 0.0,
        "cost": 2.8766,
        "mode": "低频低轮次"
      }
    ]
  },
  "workspace_changes_ref": "workspace_changes.json"
}
