{
  "date": "2026-08-28",
  "timezone": "Asia/Shanghai",
  "window_start": "2026-08-28T00:00:00+08:00",
  "window_end": "2026-08-29T00:00:00+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": 180.3528,
    "total_acp_interactions": 67,
    "active_users": 15,
    "workspace_count": 18,
    "created_workspace_count": 18,
    "new_workspace_count": 16,
    "updated_existing_workspace_count": 4,
    "changed_workspace_count": 20,
    "message_count": 148,
    "user_message_count": 70,
    "assistant_message_count": 75,
    "unknown_user_count": 0,
    "unknown_cost": 0.0
  },
  "teams": [
    {
      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "team": "KV Service",
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      "acp_interactions": 10,
      "workspace_count": 2,
      "active_users": 1,
      "message_count": 22,
      "user_message_count": 11,
      "cost_per_ws": 79.9376,
      "cost_per_acp": 15.9875,
      "acp_per_ws": 5.0,
      "message_per_ws": 11.0,
      "message_per_acp": 2.2,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / APAC Presales",
      "team": "APAC Presales",
      "cost": 9.0365,
      "acp_interactions": 17,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 70,
      "user_message_count": 34,
      "cost_per_ws": 9.0365,
      "cost_per_acp": 0.5316,
      "acp_per_ws": 17.0,
      "message_per_ws": 70.0,
      "message_per_acp": 4.1176,
      "correction_message_ratio": null
    },
    {
      "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management",
      "team": "Technical Account Management",
      "cost": 3.5856,
      "acp_interactions": 2,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 4,
      "user_message_count": 2,
      "cost_per_ws": 3.5856,
      "cost_per_acp": 1.7928,
      "acp_per_ws": 2.0,
      "message_per_ws": 4.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
    {
      "team_path": "Japan Business Group / Technical Service",
      "team": "Technical Service",
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      "acp_interactions": 8,
      "workspace_count": 1,
      "active_users": 1,
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      "user_message_count": 8,
      "cost_per_ws": 1.5252,
      "cost_per_acp": 0.1907,
      "acp_per_ws": 8.0,
      "message_per_ws": 16.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
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      "team": "Intelligent Support",
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      "active_users": 3,
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      "user_message_count": 14,
      "cost_per_ws": 0.3335,
      "cost_per_acp": 0.0953,
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      "message_per_ws": 7.25,
      "message_per_acp": 2.0714,
      "correction_message_ratio": null
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      "team": "TiDB Scalability Service",
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      "active_users": 1,
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      "user_message_count": 2,
      "cost_per_ws": 1.0452,
      "cost_per_acp": 0.5226,
      "acp_per_ws": 2.0,
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      "message_per_acp": 2.0,
      "correction_message_ratio": null
    },
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      "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support",
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      "active_users": 1,
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      "cost_per_ws": 0.5177,
      "cost_per_acp": 0.5177,
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      "message_per_acp": 2.0,
      "correction_message_ratio": null
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      "team_path": "Product / TiDB X Core Product",
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      "cost_per_acp": 0.8872,
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      "message_per_acp": 2.0,
      "correction_message_ratio": null
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      "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration",
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      "user_message_count": 2,
      "cost_per_ws": 0.3159,
      "cost_per_acp": 0.3159,
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      "correction_message_ratio": null
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      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
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      "correction_message_ratio": null
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      "user_message_count": 3,
      "cost_per_ws": 0.4882,
      "cost_per_acp": 0.1627,
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      "correction_message_ratio": null
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      "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality",
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      "user_message_count": 3,
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      "cost_per_acp": 0.0757,
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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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      "acp_interactions": 1,
      "workspace_count": 1,
      "active_users": 1,
      "message_count": 2,
      "user_message_count": 1,
      "cost_per_ws": 0.1357,
      "cost_per_acp": 0.1357,
      "acp_per_ws": 1.0,
      "message_per_ws": 2.0,
      "message_per_acp": 2.0,
      "correction_message_ratio": null
    }
  ],
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      "team": "KV Service",
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      "workspace_count": 2,
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      "user_message_count": 11,
      "channel_breakdown": {
        "web": 10
      },
      "frequency_bucket": "高频",
      "depth_bucket": "高轮次",
      "behavior_mode": "高频高轮次",
      "avg_acp_per_ws": 5.0
    },
    {
      "user_email": "eddie.jiang@pingcap.com",
      "name": "HONG-YI JIANG",
      "en_name": "Hong-Yi Jiang",
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      "team": "APAC Presales",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      },
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      "depth_bucket": "低轮次",
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      "team": "Technical Service",
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      "team": "TiDB Scalability Service",
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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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      "user_message_count": 2,
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        "web": 2
      },
      "frequency_bucket": "高频",
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    },
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      "user_message_count": 6,
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        "web": 5
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    {
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      "team": "Intelligent Support",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "workspace_count": 2,
      "message_count": 14,
      "user_message_count": 7,
      "channel_breakdown": {
        "web": 7
      },
      "frequency_bucket": "高频",
      "depth_bucket": "低轮次",
      "behavior_mode": "高频低轮次",
      "avg_acp_per_ws": 3.5
    },
    {
      "user_email": "charles.m@pingcap.com",
      "name": "Charles Zhu",
      "en_name": "",
      "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement",
      "team": "Intelligent Support Enablement",
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      "user_message_count": 4,
      "channel_breakdown": {
        "cli": 2
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      "frequency_bucket": "低频",
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    },
    {
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      "name": "张原嘉",
      "en_name": "Ryan Zhang",
      "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution",
      "team": "SQL Optimization & Execution",
      "mapping_source": "investibook-usage-team-overrides.csv",
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      "user_message_count": 3,
      "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": "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",
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      "acp_interactions": 3,
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      "user_message_count": 3,
      "channel_breakdown": {
        "lark": 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": "ruihao.chen@pingcap.com",
      "name": "陈睿皓",
      "en_name": "Joe Chen",
      "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service",
      "team": "Scalable SQL & Data Service",
      "mapping_source": "pingcap_members_by_team.csv",
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      "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": "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": 0.0739,
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      "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
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      "category": "查询纠偏",
      "user_message_count": 1,
      "share": 0.014286,
      "estimated_cost_by_turn": 2.5765,
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      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
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      "classification_method": "rule_based_keywords_v2"
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      "avg_user_chars": 292.22,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
    },
    {
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      "estimated_cost_by_turn": 77.2941,
      "estimated_cost_by_output_weight": null,
      "avg_user_chars": 222.87,
      "avg_next_assistant_chars": null,
      "classification_method": "rule_based_keywords_v2"
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      "classification_method": "rule_based_keywords_v2"
    },
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      "classification_method": "rule_based_keywords_v2"
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      "category": "流程控制/确认",
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      "estimated_cost_by_turn": 25.7647,
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      "avg_next_assistant_chars": null,
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    },
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      "category": "背景补充",
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      "estimated_cost_by_turn": 12.8823,
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      "avg_user_chars": 136773.0,
      "avg_next_assistant_chars": null,
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  ],
  "unmatched_users": [],
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      "workspace_lifecycle": "new",
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      "team_path": "Engineering Group / Storage Service Engineering / KV Service",
      "scenario_group": "diagnosis",
      "scenario_category": "resource_control_or_capacity",
      "cost": 97.846,
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      "user_message_count": 7
    },
    {
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