{
  "date": "2026-08-11",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-08-11T00:00:00+08:00",
  "window_end": "2026-08-12T00:00:00+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": 55.4601,
    "total_acp_interactions": 80,
    "active_users": 16,
    "workspace_count": 27,
    "created_workspace_count": 21,
    "new_workspace_count": 25,
    "updated_existing_workspace_count": 8,
    "changed_workspace_count": 33,
    "message_count": 183,
    "user_message_count": 81,
    "assistant_message_count": 101,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
      "cost": 39.7458,
      "acp_interactions": 29,
      "workspace_count": 6,
      "active_users": 2,
      "message_count": 87,
      "user_message_count": 44,
      "cost_per_ws": 6.6243,
      "cost_per_acp": 1.3705,
      "acp_per_ws": 4.8333,
      "message_per_ws": 14.5,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
      "cost": 4.501,
      "acp_interactions": 6,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 20,
      "user_message_count": 9,
      "cost_per_ws": 2.2505,
      "cost_per_acp": 0.7502,
      "acp_per_ws": 3.0,
      "message_per_ws": 10.0,
      "message_per_acp": 3.3333,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services",
      "team": "Professional Services",
      "cost": 3.1523,
      "acp_interactions": 6,
      "workspace_count": 2,
      "active_users": 2,
      "message_count": 18,
      "user_message_count": 9,
      "cost_per_ws": 1.5762,
      "cost_per_acp": 0.5254,
      "acp_per_ws": 3.0,
      "message_per_ws": 9.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "cost": 2.9262,
      "acp_interactions": 20,
      "workspace_count": 9,
      "active_users": 5,
      "message_count": 72,
      "user_message_count": 28,
      "cost_per_ws": 0.3251,
      "cost_per_acp": 0.1463,
      "acp_per_ws": 2.2222,
      "message_per_ws": 8.0,
      "message_per_acp": 3.6,
      "correction_message_ratio": null
    },
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      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
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      "acp_interactions": 10,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 20,
      "user_message_count": 10,
      "cost_per_ws": 1.3306,
      "cost_per_acp": 0.2661,
      "acp_per_ws": 5.0,
      "message_per_ws": 10.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration",
      "team": "Data Integration",
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      "acp_interactions": 2,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 4,
      "user_message_count": 1,
      "cost_per_ws": 0.5159,
      "cost_per_acp": 0.5159,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Product / Core Components",
      "team": "Core Components",
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      "acp_interactions": 3,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 9,
      "user_message_count": 3,
      "cost_per_ws": 0.5861,
      "cost_per_acp": 0.1954,
      "acp_per_ws": 3.0,
      "message_per_ws": 9.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
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      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 2,
      "cost_per_ws": 0.3626,
      "cost_per_acp": 0.1813,
      "acp_per_ws": 2.0,
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      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
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      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
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      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 3,
      "user_message_count": 1,
      "cost_per_ws": 0.3342,
      "cost_per_acp": 0.3342,
      "acp_per_ws": 1.0,
      "message_per_ws": 3.0,
      "message_per_acp": 3.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Engineering Group / Engineering Mission Pods",
      "team": "Engineering Mission Pods",
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      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
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      "cost_per_acp": 0.1591,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    }
  ],
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      "en_name": "Neil Shen",
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      "team": "KV Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
      "cost": 30.094,
      "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": "debin.jia@pingcap.com",
      "name": "贾德宾",
      "en_name": "Derek Jia",
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      "team": "KV Service",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "acp_interactions": 27,
      "workspace_count": 5,
      "message_count": 57,
      "user_message_count": 29,
      "channel_breakdown": {
        "cli": 1,
        "web": 26
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 5.4
    },
    {
      "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",
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      "acp_interactions": 6,
      "workspace_count": 2,
      "message_count": 13,
      "user_message_count": 6,
      "channel_breakdown": {
        "lark": 1,
        "web": 5
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 3.0
    },
    {
      "user_email": "takahiko.miyasaka@pingcap.com",
      "name": "Miyasaka Takahiko",
      "en_name": "Takahiko Miyasaka",
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
      "mapping_source": "pingcap_members_by_team.csv",
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      "acp_interactions": 10,
      "workspace_count": 2,
      "message_count": 20,
      "user_message_count": 10,
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        "web": 10
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
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    {
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      "en_name": "Damon Guo",
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      "team": "Professional Services",
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        "web": 3
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      "frequency_bucket": "低频",
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      "team": "Intelligent Support",
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        "web": 3
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      "frequency_bucket": "高频",
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      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.5
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      "team": "Professional Services",
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        "web": 3
      },
      "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": "Data Integration",
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      },
      "frequency_bucket": "高频",
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    },
    {
      "user_email": "d.niu@pingcap.com",
      "name": "Yan Qing Niu",
      "en_name": "Daniel Niu",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
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        "web": 1
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      "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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      "team": "Core Components",
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      },
      "frequency_bucket": "低频",
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    },
    {
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      "team": "Intelligent Support",
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      "user_message_count": 4,
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      "frequency_bucket": "高频",
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      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
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      "team": "Presales",
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      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 2.0
    },
    {
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      "name": "刘培梁",
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      "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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      "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": "nizheming@pingcap.com",
      "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",
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      "acp_interactions": 1,
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      "channel_breakdown": {
        "cli": 1
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      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 1.0
    },
    {
      "user_email": "looperth.wong@pingcap.com",
      "name": "Wong Loo Perth",
      "en_name": "",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support",
      "team": "Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "user_message_count": 3,
      "channel_breakdown": {
        "lark": 1,
        "web": 2
      },
      "frequency_bucket": "低频",
      "depth_bucket": "低轮次",
      "behavior_mode": "低频低轮次",
      "avg_acp_per_ws": 3.0
    },
    {
      "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": 0.0955,
      "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
    }
  ],
  "message_categories": [
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      "category": "查询纠偏",
      "user_message_count": 1,
      "share": 0.012346,
      "estimated_cost_by_turn": 0.6847,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 501.0,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "产出物迭代",
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      "share": 0.111111,
      "estimated_cost_by_turn": 6.1622,
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      "avg_user_chars": 297.89,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "Ad hoc 查询",
      "user_message_count": 36,
      "share": 0.444444,
      "estimated_cost_by_turn": 24.6489,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 350.31,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "诊断启动",
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      "estimated_cost_by_turn": 9.5857,
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      "avg_user_chars": 234.71,
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      "classification_method": "rule_based_keywords_v2"
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    {
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      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "流程控制/确认",
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      "avg_user_chars": 40.0,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
      "category": "背景补充",
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      "share": 0.037037,
      "estimated_cost_by_turn": 2.0541,
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      "avg_user_chars": 110.33,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
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      "share": 0.111111,
      "estimated_cost_by_turn": 6.1622,
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      "avg_user_chars": 26.11,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    }
  ],
  "unmatched_users": [],
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    },
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      "scenario_group": "diagnosis",
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      "user_message_count": 3
    },
    {
      "workspace_id": "ws-1786373658290-1a29126e7",
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      "workspace_lifecycle": "updated_existing",
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      "message_count": 20,
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    },
    {
      "workspace_id": "ws-1786435468100-5e5362e83",
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