{ "date": "2026-06-04", "timezone": "Asia/Shanghai", "window_start": "2026-06-04T00:00:00+08:00", "window_end": "2026-06-05T00:00:00+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": 47.5463, "total_acp_interactions": 35, "active_users": 19, "workspace_count": 31, "created_workspace_count": 19, "new_workspace_count": 28, "updated_existing_workspace_count": 22, "changed_workspace_count": 50, "message_count": 179, "user_message_count": 85, "assistant_message_count": 87, "unknown_user_count": 0, "unknown_cost": 0.0 }, "teams": [ { "team_path": "Japan Business Group / PreSales", "team": "PreSales", "cost": 10.5861, "acp_interactions": 3, "workspace_count": 2, "active_users": 2, "message_count": 48, "user_message_count": 24, "cost_per_ws": 5.2931, "cost_per_acp": 3.5287, "acp_per_ws": 1.5, "message_per_ws": 24.0, "message_per_acp": 16.0, "correction_message_ratio": null }, { "team_path": "Business Operations / NexusCRM Project", "team": "NexusCRM Project", "cost": 9.4638, "acp_interactions": 14, "workspace_count": 2, "active_users": 1, "message_count": 64, "user_message_count": 30, "cost_per_ws": 4.7319, "cost_per_acp": 0.676, "acp_per_ws": 7.0, "message_per_ws": 32.0, "message_per_acp": 4.5714, "correction_message_ratio": null }, { "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "cost": 6.3488, "acp_interactions": 8, "workspace_count": 6, "active_users": 3, "message_count": 58, "user_message_count": 27, "cost_per_ws": 1.0581, "cost_per_acp": 0.7936, "acp_per_ws": 1.3333, "message_per_ws": 9.6667, "message_per_acp": 7.25, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "team": "Intelligent Support Enablement", "cost": 5.1577, "acp_interactions": 6, "workspace_count": 4, "active_users": 2, "message_count": 44, "user_message_count": 20, "cost_per_ws": 1.2894, "cost_per_acp": 0.8596, "acp_per_ws": 1.5, "message_per_ws": 11.0, "message_per_acp": 7.3333, "correction_message_ratio": null }, { "team_path": "Product / TiDB X Core Product", "team": "TiDB X Core Product", "cost": 4.9072, "acp_interactions": 5, "workspace_count": 1, "active_users": 1, "message_count": 0, "user_message_count": 0, "cost_per_ws": 4.9072, "cost_per_acp": 0.9814, "acp_per_ws": 5.0, "message_per_ws": 0.0, "message_per_acp": 0.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Storage Service Engineering / KV Service", "team": "KV Service", "cost": 4.1556, "acp_interactions": 1, "workspace_count": 4, "active_users": 2, "message_count": 10, "user_message_count": 5, "cost_per_ws": 1.0389, "cost_per_acp": 4.1556, "acp_per_ws": 0.25, "message_per_ws": 2.5, "message_per_acp": 10.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Enterprise Customer Engineering", "team": "Enterprise Customer Engineering", "cost": 3.0069, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 24, "user_message_count": 12, "cost_per_ws": 3.0069, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 24.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "cost": 2.5378, "acp_interactions": 10, "workspace_count": 7, "active_users": 3, "message_count": 40, "user_message_count": 19, "cost_per_ws": 0.3625, "cost_per_acp": 0.2538, "acp_per_ws": 1.4286, "message_per_ws": 5.7143, "message_per_acp": 4.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "team": "Global Control", "cost": 0.929, "acp_interactions": 0, "workspace_count": 2, "active_users": 2, "message_count": 6, "user_message_count": 3, "cost_per_ws": 0.4645, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 3.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services", "team": "Professional Services", "cost": 0.2311, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 4, "user_message_count": 2, "cost_per_ws": 0.2311, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 4.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "team": "Advanced Intelligent Support", "cost": 0.1465, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 3, "user_message_count": 1, "cost_per_ws": 0.1465, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 3.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "(unknown)", "team": "(unknown)", "cost": 0.0, "acp_interactions": 0, "workspace_count": 2, "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": "yishuai.li@pingcap.com", "name": "李弈帅", "en_name": "Yishuai Li", "team_path": "Business Operations / NexusCRM Project", "team": "NexusCRM Project", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 9.4638, "acp_interactions": 14, "workspace_count": 2, "message_count": 32, "user_message_count": 15, "channel_breakdown": { "web": 14 }, "frequency_bucket": "高频", "depth_bucket": "高轮次", "behavior_mode": "高频高轮次", "avg_acp_per_ws": 7.0 }, { "user_email": "tadatoshi.sekiguchi@pingcap.com", "name": "Sekiguchi Tadatoshi", "en_name": "Tadatoshi Sekiguchi", "team_path": "Japan Business Group / PreSales", "team": "PreSales", "mapping_source": "pingcap_members_by_team.csv", "cost": 6.618, "acp_interactions": 0, "workspace_count": 1, "message_count": 18, "user_message_count": 9, "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": "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": 4.9072, "acp_interactions": 5, "workspace_count": 1, "message_count": 0, "user_message_count": 0, "channel_breakdown": { "web": 5 }, "frequency_bucket": "低频", "depth_bucket": "高轮次", "behavior_mode": "低频高轮次", "avg_acp_per_ws": 5.0 }, { "user_email": "yoshiaki.yamasaki@pingcap.com", "name": "Yoshiaki Yamasaki", "en_name": "", "team_path": "Japan Business Group / PreSales", "team": "PreSales", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 3.9681, "acp_interactions": 3, "workspace_count": 1, "message_count": 6, "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": "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": 3.6339, "acp_interactions": 7, "workspace_count": 4, "message_count": 18, "user_message_count": 9, "channel_breakdown": { "web": 7 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 1.75 }, { "user_email": "yangkexin.liang@pingcap.com", "name": "梁杨可欣", "en_name": "Lucas Liang", "team_path": "Engineering Group / Enterprise Customer Engineering", "team": "Enterprise Customer Engineering", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 3.0069, "acp_interactions": 0, "workspace_count": 1, "message_count": 12, "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": "charles.m@pingcap.com", "name": "Charles Zhu", "en_name": "", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "team": "Intelligent Support Enablement", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 2.9203, "acp_interactions": 2, "workspace_count": 2, "message_count": 13, "user_message_count": 6, "channel_breakdown": { "cli": 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": "bisheng.huang@pingcap.com", "name": "黄必胜", "en_name": "Bisheng Huang", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "team": "KV Service", "mapping_source": "pingcap_members_by_team.csv", "cost": 2.7559, "acp_interactions": 1, "workspace_count": 3, "message_count": 6, "user_message_count": 3, "channel_breakdown": { "web": 1 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 0.3333 }, { "user_email": "xieyujie@pingcap.com", "name": "谢玉洁", "en_name": "Yujie Xie", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "team": "Intelligent Support Enablement", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 2.2374, "acp_interactions": 4, "workspace_count": 2, "message_count": 9, "user_message_count": 4, "channel_breakdown": { "lark": 1, "web": 3 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 2.0 }, { "user_email": "shigeyuki.fujishima@pingcap.com", "name": "Shigeyuki Fujishima", "en_name": "Shigeyuki Fujishima", "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "mapping_source": "pingcap_members_by_team.csv", "cost": 1.6993, "acp_interactions": 1, "workspace_count": 1, "message_count": 3, "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": "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": 1.4851, "acp_interactions": 3, "workspace_count": 3, "message_count": 32, "user_message_count": 16, "channel_breakdown": { "web": 3 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 1.0 }, { "user_email": "shentaining@pingcap.com", "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": 1.3997, "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": "mizuki.masuda@pingcap.com", "name": "Masuda Mizuki", "en_name": "Mizuki Masuda", "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "mapping_source": "pingcap_members_by_team.csv", "cost": 1.0156, "acp_interactions": 0, "workspace_count": 1, "message_count": 11, "user_message_count": 5, "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": 0.8435, "acp_interactions": 7, "workspace_count": 3, "message_count": 0, "user_message_count": 0, "channel_breakdown": { "web": 7 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 2.3333 }, { "user_email": "fangdong.jia@pingcap.com", "name": "贾仿栋", "en_name": "Fangdong Jia", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "team": "Global Control", "mapping_source": "pingcap_members_by_team.csv", "cost": 0.772, "acp_interactions": 0, "workspace_count": 1, "message_count": 2, "user_message_count": 1, "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": "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": 0.2311, "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": "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": 0.2092, "acp_interactions": 0, "workspace_count": 1, "message_count": 6, "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": "liuzhi@pingcap.com", "name": "刘志", "en_name": "Louis Liu", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "team": "Global Control", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.157, "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": 0.1465, "acp_interactions": 0, "workspace_count": 1, "message_count": 3, "user_message_count": 1, "channel_breakdown": {}, "frequency_bucket": "低频", "depth_bucket": "低轮次", "behavior_mode": "低频低轮次", "avg_acp_per_ws": 0.0 } ], "message_categories": [ { "category": "查询纠偏", "user_message_count": 5, "share": 0.058824, "estimated_cost_by_turn": 2.7968, "estimated_cost_by_output_weight": null, "avg_user_chars": 50.0, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "产出物迭代", "user_message_count": 8, "share": 0.094118, "estimated_cost_by_turn": 4.4749, "estimated_cost_by_output_weight": null, "avg_user_chars": 83.38, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "Ad hoc 查询", "user_message_count": 36, "share": 0.423529, "estimated_cost_by_turn": 20.1373, "estimated_cost_by_output_weight": null, "avg_user_chars": 317.92, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "诊断启动", "user_message_count": 11, "share": 0.129412, "estimated_cost_by_turn": 6.1531, "estimated_cost_by_output_weight": null, "avg_user_chars": 74.18, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "解释追问", "user_message_count": 4, "share": 0.047059, "estimated_cost_by_turn": 2.2375, "estimated_cost_by_output_weight": null, "avg_user_chars": 210.75, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "流程控制/确认", "user_message_count": 15, "share": 0.176471, "estimated_cost_by_turn": 8.3905, "estimated_cost_by_output_weight": null, "avg_user_chars": 1135.6, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "背景补充", "user_message_count": 6, "share": 0.070588, "estimated_cost_by_turn": 3.3562, "estimated_cost_by_output_weight": null, "avg_user_chars": 57.33, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" } ], "unmatched_users": [], "top_changed_workspaces": [ { "workspace_id": "ws-1780545125287-e5d2aefe0", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "yishuai.li@pingcap.com", "team_path": "Business Operations / NexusCRM Project", "scenario_group": "diagnosis", "scenario_category": "resource_control_or_capacity", "cost": 8.434, "message_count": 19, "user_message_count": 9 }, { "workspace_id": "ws-1780549171443-6767fe62b", "title": "mediba", "workspace_lifecycle": "new", "user_email": "tadatoshi.sekiguchi@pingcap.com", "team_path": "Japan Business Group / PreSales", "scenario_group": "diagnosis", "scenario_category": "data_import_or_load", "cost": 6.4388, "message_count": 18, "user_message_count": 9 }, { "workspace_id": "ws-1780277369278-c6cbf0161", "title": "", "workspace_lifecycle": "updated_existing", "user_email": "qiaodan@pingcap.com", "team_path": "Product / TiDB X Core Product", "scenario_group": "unknown", "scenario_category": null, "cost": 4.9072, "message_count": 0, "user_message_count": 0 }, { "workspace_id": "ws-1778550095583-483b17323", "title": "mediba", "workspace_lifecycle": "updated_existing", "user_email": "yoshiaki.yamasaki@pingcap.com", "team_path": "Japan Business Group / PreSales", "scenario_group": "diagnosis", "scenario_category": "data_import_or_load", "cost": 3.9379, "message_count": 6, "user_message_count": 3 }, { "workspace_id": "ws-1780294338249-09431d92b", "title": "未命名工作空间", "workspace_lifecycle": "updated_existing", "user_email": "yangkexin.liang@pingcap.com", "team_path": "Engineering Group / Enterprise Customer Engineering", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 2.9914, "message_count": 12, "user_message_count": 6 }, { "workspace_id": "ws-1780587548075-7a752e21f", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "charles.m@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 1.8289, "message_count": 5, "user_message_count": 2 }, { "workspace_id": "ws-1780384678445-78b5f7da9", "title": "https://tidb.atlassian.net/browse/TCID-12755", "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": 1.7921, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780557022950-8821c2aa3", "title": "TCID-12768", "workspace_lifecycle": "new", "user_email": "shigeyuki.fujishima@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 1.6727, "message_count": 3, "user_message_count": 1 }, { "workspace_id": "ws-1780578956972-f985ab704", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "bisheng.huang@pingcap.com", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 1.4861, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780553393621-5be71d96d", "title": "", "workspace_lifecycle": "updated_existing", "user_email": "shentaining@pingcap.com", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "scenario_group": "unknown", "scenario_category": null, "cost": 1.3997, "message_count": 0, "user_message_count": 0 }, { "workspace_id": "ws-1780557148711-902becd0b", "title": "https://tidb.atlassian.net/browse/TCID-12768", "workspace_lifecycle": "new", "user_email": "takahiko.miyasaka@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "backup_or_restore", "cost": 1.1087, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "lark-ws-a963c085-35b5-4a22-be23-dcb2a1d2d09d", "title": "Lark O11Y-2579753", "workspace_lifecycle": "updated_existing", "user_email": "xieyujie@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 1.0964, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1780587465412-1000e3fe7", "title": "O11Y-2582054 investigation", "workspace_lifecycle": "new", "user_email": "charles.m@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 1.0757, "message_count": 8, "user_message_count": 4 }, { "workspace_id": "lark-ws-82a8d1d7-18ba-4119-adbe-cf3809f79e1e", "title": "Lark O11Y-2581894", "workspace_lifecycle": "new", "user_email": "xieyujie@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "scenario_group": "diagnosis", "scenario_category": "backup_or_restore", "cost": 1.0345, "message_count": 5, "user_message_count": 2 }, { "workspace_id": "ws-1780577921669-4ef107b63", "title": "TCID-12769", "workspace_lifecycle": "new", "user_email": "mizuki.masuda@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 0.992, "message_count": 11, "user_message_count": 5 }, { "workspace_id": "ws-1780500031990-249f3732a", "title": "未命名工作空间", "workspace_lifecycle": "updated_existing", "user_email": "bisheng.huang@pingcap.com", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 0.8945, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780578204483-f13426462", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "yishuai.li@pingcap.com", "team_path": "Business Operations / NexusCRM Project", "scenario_group": "diagnosis", "scenario_category": "pd_tso_or_scheduling", "cost": 0.8746, "message_count": 13, "user_message_count": 6 }, { "workspace_id": "ws-1780366521923-9530bc4bb", "title": "未命名工作空间", "workspace_lifecycle": "updated_existing", "user_email": "fangdong.jia@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 0.772, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780541785371-3c5126187", "title": "这个query 没有慢查询，却出现在慢查询上", "workspace_lifecycle": "new", "user_email": "yikai.puah@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 0.7486, "message_count": 26, "user_message_count": 13 }, { "workspace_id": "ws-1780536234300-337af096e", "title": "", "workspace_lifecycle": "updated_existing", "user_email": "wai.ho@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "scenario_group": "unknown", "scenario_category": null, "cost": 0.6945, "message_count": 0, "user_message_count": 0 } ], "charts": { "daily_cost_acp": [ { "date": "2026-06-04", "cost": 47.5463, "acp_interactions": 35, "workspace_count": 31, "active_users": 19 } ], "team_cost_bar": [ { "team": "PreSales", "team_path": "Japan Business Group / PreSales", "cost": 10.5861, "acp_interactions": 3, "workspace_count": 2, "active_users": 2 }, { "team": "NexusCRM Project", "team_path": "Business Operations / NexusCRM Project", "cost": 9.4638, "acp_interactions": 14, "workspace_count": 2, "active_users": 1 }, { "team": "Technical Service", "team_path": "Japan Business Group / Technical Service", "cost": 6.3488, "acp_interactions": 8, "workspace_count": 6, "active_users": 3 }, { "team": "Intelligent Support Enablement", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "cost": 5.1577, "acp_interactions": 6, "workspace_count": 4, "active_users": 2 }, { "team": "TiDB X Core Product", "team_path": "Product / TiDB X Core Product", "cost": 4.9072, "acp_interactions": 5, "workspace_count": 1, "active_users": 1 }, { "team": "KV Service", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "cost": 4.1556, "acp_interactions": 1, "workspace_count": 4, "active_users": 2 }, { "team": "Enterprise Customer Engineering", "team_path": "Engineering Group / Enterprise Customer Engineering", "cost": 3.0069, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "cost": 2.5378, "acp_interactions": 10, "workspace_count": 7, "active_users": 3 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "cost": 0.929, "acp_interactions": 0, "workspace_count": 2, "active_users": 2 }, { "team": "Professional Services", "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services", "cost": 0.2311, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "Advanced Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "cost": 0.1465, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "(unknown)", "team_path": "(unknown)", "cost": 0.0, "acp_interactions": 0, "workspace_count": 2, "active_users": 0 } ], "team_ratio_scatter": [ { "team": "PreSales", "team_path": "Japan Business Group / PreSales", "x": 1.5, "y": 3.5287, "size": 2, "cost": 10.5861 }, { "team": "NexusCRM Project", "team_path": "Business Operations / NexusCRM Project", "x": 7.0, "y": 0.676, "size": 2, "cost": 9.4638 }, { "team": "Technical Service", "team_path": "Japan Business Group / Technical Service", "x": 1.3333, "y": 0.7936, "size": 6, "cost": 6.3488 }, { "team": "Intelligent Support Enablement", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "x": 1.5, "y": 0.8596, "size": 4, "cost": 5.1577 }, { "team": "TiDB X Core Product", "team_path": "Product / TiDB X Core Product", "x": 5.0, "y": 0.9814, "size": 1, "cost": 4.9072 }, { "team": "KV Service", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "x": 0.25, "y": 4.1556, "size": 4, "cost": 4.1556 }, { "team": "Enterprise Customer Engineering", "team_path": "Engineering Group / Enterprise Customer Engineering", "x": 0.0, "y": null, "size": 1, "cost": 3.0069 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "x": 1.4286, "y": 0.2538, "size": 7, "cost": 2.5378 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "x": 0.0, "y": null, "size": 2, "cost": 0.929 }, { "team": "Professional Services", "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services", "x": 0.0, "y": null, "size": 1, "cost": 0.2311 }, { "team": "Advanced Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "x": 0.0, "y": null, "size": 1, "cost": 0.1465 }, { "team": "(unknown)", "team_path": "(unknown)", "x": 0.0, "y": null, "size": 2, "cost": 0.0 } ], "message_category_stack": [ { "team": "PreSales", "category": "Ad hoc 查询", "count": 12 }, { "team": "PreSales", "category": "查询纠偏", "count": 2 }, { "team": "PreSales", "category": "流程控制/确认", "count": 4 }, { "team": "PreSales", "category": "背景补充", "count": 2 }, { "team": "PreSales", "category": "诊断启动", "count": 4 }, { "team": "NexusCRM Project", "category": "Ad hoc 查询", "count": 18 }, { "team": "NexusCRM Project", "category": "产出物迭代", "count": 2 }, { "team": "NexusCRM Project", "category": "流程控制/确认", "count": 4 }, { "team": "NexusCRM Project", "category": "诊断启动", "count": 6 }, { "team": "Technical Service", "category": "Ad hoc 查询", "count": 11 }, { "team": "Technical Service", "category": "产出物迭代", "count": 3 }, { "team": "Technical Service", "category": "查询纠偏", "count": 2 }, { "team": "Technical Service", "category": "流程控制/确认", "count": 4 }, { "team": "Technical Service", "category": "背景补充", "count": 6 }, { "team": "Technical Service", "category": "诊断启动", "count": 1 }, { "team": "Intelligent Support Enablement", "category": "Ad hoc 查询", "count": 12 }, { "team": "Intelligent Support Enablement", "category": "产出物迭代", "count": 4 }, { "team": "Intelligent Support Enablement", "category": "诊断启动", "count": 4 }, { "team": "KV Service", "category": "流程控制/确认", "count": 1 }, { "team": "KV Service", "category": "解释追问", "count": 2 }, { "team": "KV Service", "category": "诊断启动", "count": 2 }, { "team": "Enterprise Customer Engineering", "category": "Ad hoc 查询", "count": 2 }, { "team": "Enterprise Customer Engineering", "category": "产出物迭代", "count": 4 }, { "team": "Enterprise Customer Engineering", "category": "流程控制/确认", "count": 6 }, { "team": "Intelligent Support", "category": "Ad hoc 查询", "count": 7 }, { "team": "Intelligent Support", "category": "查询纠偏", "count": 2 }, { "team": "Intelligent Support", "category": "流程控制/确认", "count": 4 }, { "team": "Intelligent Support", "category": "背景补充", "count": 2 }, { "team": "Intelligent Support", "category": "解释追问", "count": 2 }, { "team": "Intelligent Support", "category": "诊断启动", "count": 2 }, { "team": "Global Control", "category": "Ad hoc 查询", "count": 1 }, { "team": "Global Control", "category": "查询纠偏", "count": 1 }, { "team": "Global Control", "category": "流程控制/确认", "count": 1 }, { "team": "Professional Services", "category": "Ad hoc 查询", "count": 1 }, { "team": "Professional Services", "category": "解释追问", "count": 1 }, { "team": "Advanced Intelligent Support", "category": "产出物迭代", "count": 1 } ], "user_behavior_quadrant": [ { "user_email": "bisheng.huang@pingcap.com", "x": 3, "y": 0.3333, "cost": 2.7559, "mode": "高频低轮次" }, { "user_email": "charles.m@pingcap.com", "x": 2, "y": 1.0, "cost": 2.9203, "mode": "高频低轮次" }, { "user_email": "fangdong.jia@pingcap.com", "x": 1, "y": 0.0, "cost": 0.772, "mode": "低频低轮次" }, { "user_email": "liuzhi@pingcap.com", "x": 1, "y": 0.0, "cost": 0.157, "mode": "低频低轮次" }, { "user_email": "mizuki.masuda@pingcap.com", "x": 1, "y": 0.0, "cost": 1.0156, "mode": "低频低轮次" }, { "user_email": "qiaodan@pingcap.com", "x": 1, "y": 5.0, "cost": 4.9072, "mode": "低频高轮次" }, { "user_email": "qizheng@pingcap.com", "x": 1, "y": 0.0, "cost": 0.1465, "mode": "低频低轮次" }, { "user_email": "shentaining@pingcap.com", "x": 1, "y": 0.0, "cost": 1.3997, "mode": "低频低轮次" }, { "user_email": "shigeyuki.fujishima@pingcap.com", "x": 1, "y": 1.0, "cost": 1.6993, "mode": "低频低轮次" }, { "user_email": "tadatoshi.sekiguchi@pingcap.com", "x": 1, "y": 0.0, "cost": 6.618, "mode": "低频低轮次" }, { "user_email": "takahiko.miyasaka@pingcap.com", "x": 4, "y": 1.75, "cost": 3.6339, "mode": "高频低轮次" }, { "user_email": "wai.ho@pingcap.com", "x": 3, "y": 2.3333, "cost": 0.8435, "mode": "高频低轮次" }, { "user_email": "weizhin.lim@pingcap.com", "x": 1, "y": 0.0, "cost": 0.2092, "mode": "低频低轮次" }, { "user_email": "xieyujie@pingcap.com", "x": 2, "y": 2.0, "cost": 2.2374, "mode": "高频低轮次" }, { "user_email": "yangkexin.liang@pingcap.com", "x": 1, "y": 0.0, "cost": 3.0069, "mode": "低频低轮次" }, { "user_email": "yikai.puah@pingcap.com", "x": 3, "y": 1.0, "cost": 1.4851, "mode": "高频低轮次" }, { "user_email": "yishuai.li@pingcap.com", "x": 2, "y": 7.0, "cost": 9.4638, "mode": "高频高轮次" }, { "user_email": "yoshiaki.yamasaki@pingcap.com", "x": 1, "y": 3.0, "cost": 3.9681, "mode": "低频低轮次" }, { "user_email": "zhi.xie@pingcap.com", "x": 1, "y": 0.0, "cost": 0.2311, "mode": "低频低轮次" } ] }, "workspace_changes_ref": "workspace_changes.json" }