{ "date": "2026-06-05", "timezone": "Asia/Shanghai", "window_start": "2026-06-05T00:00:00+08:00", "window_end": "2026-06-06T00:00:00+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": 14.8703, "total_acp_interactions": 36, "active_users": 21, "workspace_count": 31, "created_workspace_count": 25, "new_workspace_count": 29, "updated_existing_workspace_count": 15, "changed_workspace_count": 44, "message_count": 149, "user_message_count": 64, "assistant_message_count": 80, "unknown_user_count": 0, "unknown_cost": 0.0 }, "teams": [ { "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "cost": 3.0287, "acp_interactions": 3, "workspace_count": 4, "active_users": 3, "message_count": 30, "user_message_count": 14, "cost_per_ws": 0.7572, "cost_per_acp": 1.0096, "acp_per_ws": 0.75, "message_per_ws": 7.5, "message_per_acp": 10.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "team": "Starter", "cost": 2.8864, "acp_interactions": 7, "workspace_count": 3, "active_users": 3, "message_count": 36, "user_message_count": 16, "cost_per_ws": 0.9621, "cost_per_acp": 0.4123, "acp_per_ws": 2.3333, "message_per_ws": 12.0, "message_per_acp": 5.1429, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "cost": 2.7124, "acp_interactions": 17, "workspace_count": 8, "active_users": 4, "message_count": 48, "user_message_count": 21, "cost_per_ws": 0.3391, "cost_per_acp": 0.1596, "acp_per_ws": 2.125, "message_per_ws": 6.0, "message_per_acp": 2.8235, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "team": "TiDB Scalability Service", "cost": 1.5121, "acp_interactions": 3, "workspace_count": 2, "active_users": 1, "message_count": 28, "user_message_count": 14, "cost_per_ws": 0.7561, "cost_per_acp": 0.504, "acp_per_ws": 1.5, "message_per_ws": 14.0, "message_per_acp": 9.3333, "correction_message_ratio": null }, { "team_path": "Engineering Group / Enterprise Customer Engineering", "team": "Enterprise Customer Engineering", "cost": 1.2027, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 8, "user_message_count": 4, "cost_per_ws": 1.2027, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 8.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Japan Business Group / PreSales", "team": "PreSales", "cost": 1.1308, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 4, "user_message_count": 2, "cost_per_ws": 1.1308, "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 / Service Orchestration Engineering / Global Control", "team": "Global Control", "cost": 0.759, "acp_interactions": 4, "workspace_count": 5, "active_users": 1, "message_count": 18, "user_message_count": 6, "cost_per_ws": 0.1518, "cost_per_acp": 0.1898, "acp_per_ws": 0.8, "message_per_ws": 3.6, "message_per_acp": 4.5, "correction_message_ratio": null }, { "team_path": "Product / TiDB X Core Product", "team": "TiDB X Core Product", "cost": 0.4638, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 0, "user_message_count": 0, "cost_per_ws": 0.4638, "cost_per_acp": 0.4638, "acp_per_ws": 1.0, "message_per_ws": 0.0, "message_per_acp": 0.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "team": "Intelligent Support Enablement", "cost": 0.274, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 6, "user_message_count": 2, "cost_per_ws": 0.274, "cost_per_acp": 0.274, "acp_per_ws": 1.0, "message_per_ws": 6.0, "message_per_acp": 6.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Storage Service Engineering", "team": "Storage Service Engineering", "cost": 0.249, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 2, "user_message_count": 1, "cost_per_ws": 0.249, "cost_per_acp": 0.249, "acp_per_ws": 1.0, "message_per_ws": 2.0, "message_per_acp": 2.0, "correction_message_ratio": null }, { "team_path": "APAC Business Group / APAC Presales", "team": "APAC Presales", "cost": 0.189, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 2, "user_message_count": 1, "cost_per_ws": 0.189, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 2.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "team": "Technical Account Management", "cost": 0.1344, "acp_interactions": 4, "workspace_count": 1, "active_users": 1, "message_count": 12, "user_message_count": 4, "cost_per_ws": 0.1344, "cost_per_acp": 0.0336, "acp_per_ws": 4.0, "message_per_ws": 12.0, "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", "cost": 0.1169, "acp_interactions": 3, "workspace_count": 1, "active_users": 1, "message_count": 6, "user_message_count": 3, "cost_per_ws": 0.1169, "cost_per_acp": 0.039, "acp_per_ws": 3.0, "message_per_ws": 6.0, "message_per_acp": 2.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "team": "Observability & Diagnostics Service", "cost": 0.111, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 2, "user_message_count": 1, "cost_per_ws": 0.111, "cost_per_acp": 0.111, "acp_per_ws": 1.0, "message_per_ws": 2.0, "message_per_acp": 2.0, "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": "yuhang.shi@pingcap.com", "name": "施宇航", "en_name": "Yuhang Shi", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "team": "Starter", "mapping_source": "pingcap_members_by_team.csv", "cost": 2.0284, "acp_interactions": 5, "workspace_count": 1, "message_count": 10, "user_message_count": 5, "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": "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": 1.5121, "acp_interactions": 3, "workspace_count": 2, "message_count": 14, "user_message_count": 7, "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": "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": 1.2027, "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": "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": 1.2007, "acp_interactions": 11, "workspace_count": 4, "message_count": 33, "user_message_count": 16, "channel_breakdown": { "web": 11 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 2.75 }, { "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": 1.1872, "acp_interactions": 1, "workspace_count": 1, "message_count": 0, "user_message_count": 0, "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": "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": 1.1341, "acp_interactions": 1, "workspace_count": 2, "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": 0.5 }, { "user_email": "taichi.kusaka@pingcap.com", "name": "日下太智", "en_name": "Taichi Kusaka", "team_path": "Japan Business Group / PreSales", "team": "PreSales", "mapping_source": "pingcap_members_by_team.csv", "cost": 1.1308, "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": "zefeng.nie@pingcap.com", "name": "聂泽峯", "en_name": "Anthony Nie", "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.961, "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": "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": 0.9336, "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": "zhitao.chen@pingcap.com", "name": "陈志涛", "en_name": "Theo Chen", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "team": "Global Control", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.759, "acp_interactions": 4, "workspace_count": 5, "message_count": 18, "user_message_count": 6, "channel_breakdown": { "lark": 4 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 0.8 }, { "user_email": "zhouzemin@pingcap.com", "name": "周泽民", "en_name": "Zemin Zhou", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "team": "Starter", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.7006, "acp_interactions": 0, "workspace_count": 1, "message_count": 5, "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": "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": 0.4638, "acp_interactions": 1, "workspace_count": 1, "message_count": 0, "user_message_count": 0, "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": "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": 0.274, "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": "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": 0.2608, "acp_interactions": 4, "workspace_count": 2, "message_count": 12, "user_message_count": 4, "channel_breakdown": { "lark": 4 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 2.0 }, { "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": 0.249, "acp_interactions": 1, "workspace_count": 1, "message_count": 2, "user_message_count": 1, "channel_breakdown": { "web": 1 }, "frequency_bucket": "低频", "depth_bucket": "低轮次", "behavior_mode": "低频低轮次", "avg_acp_per_ws": 1.0 }, { "user_email": "lanyuan@pingcap.com", "name": "兰元", "en_name": "Bruce Lan", "team_path": "APAC Business Group / APAC Presales", "team": "APAC Presales", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.189, "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": "yansu.yuan@pingcap.com", "name": "元艳素", "en_name": "Yansu Yuan", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "team": "Starter", "mapping_source": "pingcap_members_by_team.csv", "cost": 0.1574, "acp_interactions": 2, "workspace_count": 1, "message_count": 6, "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": "peiliang.liu@pingcap.com", "name": "刘培梁", "en_name": "Jasper Liu", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "team": "Technical Account Management", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.1344, "acp_interactions": 4, "workspace_count": 1, "message_count": 12, "user_message_count": 4, "channel_breakdown": { "lark": 4 }, "frequency_bucket": "低频", "depth_bucket": "高轮次", "behavior_mode": "低频高轮次", "avg_acp_per_ws": 4.0 }, { "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", "cost": 0.1169, "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": "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": 0.111, "acp_interactions": 1, "workspace_count": 1, "message_count": 2, "user_message_count": 1, "channel_breakdown": { "web": 1 }, "frequency_bucket": "低频", "depth_bucket": "低轮次", "behavior_mode": "低频低轮次", "avg_acp_per_ws": 1.0 }, { "user_email": "chunlu.zhang@pingcap.com", "name": "张纯璐", "en_name": "Marian Zhang", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "mapping_source": "pingcap_members_by_team.csv", "cost": 0.0637, "acp_interactions": 1, "workspace_count": 1, "message_count": 3, "user_message_count": 1, "channel_breakdown": { "lark": 1 }, "frequency_bucket": "低频", "depth_bucket": "低轮次", "behavior_mode": "低频低轮次", "avg_acp_per_ws": 1.0 } ], "message_categories": [ { "category": "查询纠偏", "user_message_count": 2, "share": 0.03125, "estimated_cost_by_turn": 0.4647, "estimated_cost_by_output_weight": null, "avg_user_chars": 506.5, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "产出物迭代", "user_message_count": 9, "share": 0.140625, "estimated_cost_by_turn": 2.0911, "estimated_cost_by_output_weight": null, "avg_user_chars": 1198.44, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "Ad hoc 查询", "user_message_count": 24, "share": 0.375, "estimated_cost_by_turn": 5.5764, "estimated_cost_by_output_weight": null, "avg_user_chars": 100.83, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "诊断启动", "user_message_count": 7, "share": 0.109375, "estimated_cost_by_turn": 1.6264, "estimated_cost_by_output_weight": null, "avg_user_chars": 72.86, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "解释追问", "user_message_count": 2, "share": 0.03125, "estimated_cost_by_turn": 0.4647, "estimated_cost_by_output_weight": null, "avg_user_chars": 21.5, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "流程控制/确认", "user_message_count": 10, "share": 0.15625, "estimated_cost_by_turn": 2.3235, "estimated_cost_by_output_weight": null, "avg_user_chars": 2417.4, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "方法论/能力咨询", "user_message_count": 2, "share": 0.03125, "estimated_cost_by_turn": 0.4647, "estimated_cost_by_output_weight": null, "avg_user_chars": 20.0, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "背景补充", "user_message_count": 8, "share": 0.125, "estimated_cost_by_turn": 1.8588, "estimated_cost_by_output_weight": null, "avg_user_chars": 136.12, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" } ], "unmatched_users": [], "top_changed_workspaces": [ { "workspace_id": "ws-1780626679715-191baf8df", "title": "PROD]ChangefeedStateFailed", "workspace_lifecycle": "new", "user_email": "yuhang.shi@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "scenario_group": "diagnosis", "scenario_category": "cdc_or_replication_lag", "cost": 2.0163, "message_count": 10, "user_message_count": 5 }, { "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": 1.1976, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1780669929460-46423aee1", "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": 1.1872, "message_count": 0, "user_message_count": 0 }, { "workspace_id": "ws-1780554260331-d475448e3", "title": "KONAMI　メジャスピ", "workspace_lifecycle": "updated_existing", "user_email": "taichi.kusaka@pingcap.com", "team_path": "Japan Business Group / PreSales", "scenario_group": "non_diagnosis", "scenario_category": "support_case_triage_or_customer_response", "cost": 1.1116, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780645342262-75a760863", "title": "10542225016081428407 这个集群刚刚升级完成，检查下 tidb log", "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": 1.0403, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1780650442165-634e23584", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "zefeng.nie@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 0.9231, "message_count": 5, "user_message_count": 2 }, { "workspace_id": "ws-1780577921669-4ef107b63", "title": "TCID-12769", "workspace_lifecycle": "updated_existing", "user_email": "mizuki.masuda@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 0.9146, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1780644816139-0007872e3", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "zhouzemin@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "scenario_group": "non_diagnosis", "scenario_category": "fleet_inventory_or_capacity_analysis", "cost": 0.692, "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": 0.6637, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780629475457-4fe29250e", "title": "ST-2732", "workspace_lifecycle": "new", "user_email": "yikai.puah@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "scenario_group": "diagnosis", "scenario_category": "pd_tso_or_scheduling", "cost": 0.6615, "message_count": 21, "user_message_count": 10 }, { "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": 0.4638, "message_count": 0, "user_message_count": 0 }, { "workspace_id": "ws-1780635115496-1d3e9aa8b", "title": "https://tidb.atlassian.net/browse/TCID-12771", "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": 0.4411, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1780644920143-ab22daebc", "title": "1372813089209274541 这个集群刚刚升级完成，检查下 tidb log", "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": 0.428, "message_count": 10, "user_message_count": 5 }, { "workspace_id": "ws-1780649522989-134e96ec2", "title": "SELECT", "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": 0.336, "message_count": 8, "user_message_count": 4 }, { "workspace_id": "lark-ws-571f260c-dc6f-40a6-bc6e-1fba0e3834e1", "title": "Lark O11Y-2582320", "workspace_lifecycle": "new", "user_email": "zhitao.chen@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "scenario_group": "diagnosis", "scenario_category": "backup_or_restore", "cost": 0.2741, "message_count": 6, "user_message_count": 2 }, { "workspace_id": "lark-ws-03535773-ffb2-4d44-a88c-ac5740aa28a7", "title": "Lark O11Y-2582262", "workspace_lifecycle": "new", "user_email": "xieyujie@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "scenario_group": "diagnosis", "scenario_category": "cdc_or_replication_lag", "cost": 0.2517, "message_count": 3, "user_message_count": 1 }, { "workspace_id": "ws-1780612292030-d52210922", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "zhangjinpeng@pingcap.com", "team_path": "Engineering Group / Storage Service Engineering", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 0.249, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780640430549-440270429", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "lanyuan@pingcap.com", "team_path": "APAC Business Group / APAC Presales", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 0.189, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1780626501670-c8ae0f2c9", "title": "O11Y-2582122", "workspace_lifecycle": "new", "user_email": "yansu.yuan@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "scenario_group": "non_diagnosis", "scenario_category": "fleet_inventory_or_capacity_analysis", "cost": 0.1574, "message_count": 6, "user_message_count": 2 }, { "workspace_id": "lark-ws-82087467-3ef3-4dc5-a011-5c40545a024c", "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": "pd_tso_or_scheduling", "cost": 0.1459, "message_count": 6, "user_message_count": 2 } ], "charts": { "daily_cost_acp": [ { "date": "2026-06-05", "cost": 14.8703, "acp_interactions": 36, "workspace_count": 31, "active_users": 21 } ], "team_cost_bar": [ { "team": "Technical Service", "team_path": "Japan Business Group / Technical Service", "cost": 3.0287, "acp_interactions": 3, "workspace_count": 4, "active_users": 3 }, { "team": "Starter", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "cost": 2.8864, "acp_interactions": 7, "workspace_count": 3, "active_users": 3 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "cost": 2.7124, "acp_interactions": 17, "workspace_count": 8, "active_users": 4 }, { "team": "TiDB Scalability Service", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "cost": 1.5121, "acp_interactions": 3, "workspace_count": 2, "active_users": 1 }, { "team": "Enterprise Customer Engineering", "team_path": "Engineering Group / Enterprise Customer Engineering", "cost": 1.2027, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "PreSales", "team_path": "Japan Business Group / PreSales", "cost": 1.1308, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "cost": 0.759, "acp_interactions": 4, "workspace_count": 5, "active_users": 1 }, { "team": "TiDB X Core Product", "team_path": "Product / TiDB X Core Product", "cost": 0.4638, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "Intelligent Support Enablement", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "cost": 0.274, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "Storage Service Engineering", "team_path": "Engineering Group / Storage Service Engineering", "cost": 0.249, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "APAC Presales", "team_path": "APAC Business Group / APAC Presales", "cost": 0.189, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "Technical Account Management", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "cost": 0.1344, "acp_interactions": 4, "workspace_count": 1, "active_users": 1 }, { "team": "Scalable SQL & Data Service", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "cost": 0.1169, "acp_interactions": 3, "workspace_count": 1, "active_users": 1 }, { "team": "Observability & Diagnostics Service", "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "cost": 0.111, "acp_interactions": 1, "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": "Technical Service", "team_path": "Japan Business Group / Technical Service", "x": 0.75, "y": 1.0096, "size": 4, "cost": 3.0287 }, { "team": "Starter", "team_path": "Engineering Group / Service Orchestration Engineering / Starter", "x": 2.3333, "y": 0.4123, "size": 3, "cost": 2.8864 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "x": 2.125, "y": 0.1596, "size": 8, "cost": 2.7124 }, { "team": "TiDB Scalability Service", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "x": 1.5, "y": 0.504, "size": 2, "cost": 1.5121 }, { "team": "Enterprise Customer Engineering", "team_path": "Engineering Group / Enterprise Customer Engineering", "x": 0.0, "y": null, "size": 1, "cost": 1.2027 }, { "team": "PreSales", "team_path": "Japan Business Group / PreSales", "x": 0.0, "y": null, "size": 1, "cost": 1.1308 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "x": 0.8, "y": 0.1898, "size": 5, "cost": 0.759 }, { "team": "TiDB X Core Product", "team_path": "Product / TiDB X Core Product", "x": 1.0, "y": 0.4638, "size": 1, "cost": 0.4638 }, { "team": "Intelligent Support Enablement", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support Enablement", "x": 1.0, "y": 0.274, "size": 1, "cost": 0.274 }, { "team": "Storage Service Engineering", "team_path": "Engineering Group / Storage Service Engineering", "x": 1.0, "y": 0.249, "size": 1, "cost": 0.249 }, { "team": "APAC Presales", "team_path": "APAC Business Group / APAC Presales", "x": 0.0, "y": null, "size": 1, "cost": 0.189 }, { "team": "Technical Account Management", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "x": 4.0, "y": 0.0336, "size": 1, "cost": 0.1344 }, { "team": "Scalable SQL & Data Service", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "x": 3.0, "y": 0.039, "size": 1, "cost": 0.1169 }, { "team": "Observability & Diagnostics Service", "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "x": 1.0, "y": 0.111, "size": 1, "cost": 0.111 }, { "team": "(unknown)", "team_path": "(unknown)", "x": 0.0, "y": null, "size": 2, "cost": 0.0 } ], "message_category_stack": [ { "team": "Technical Service", "category": "Ad hoc 查询", "count": 8 }, { "team": "Technical Service", "category": "产出物迭代", "count": 2 }, { "team": "Technical Service", "category": "背景补充", "count": 2 }, { "team": "Technical Service", "category": "诊断启动", "count": 2 }, { "team": "Starter", "category": "Ad hoc 查询", "count": 10 }, { "team": "Starter", "category": "方法论/能力咨询", "count": 2 }, { "team": "Starter", "category": "流程控制/确认", "count": 2 }, { "team": "Starter", "category": "诊断启动", "count": 2 }, { "team": "Intelligent Support", "category": "Ad hoc 查询", "count": 1 }, { "team": "Intelligent Support", "category": "产出物迭代", "count": 2 }, { "team": "Intelligent Support", "category": "方法论/能力咨询", "count": 1 }, { "team": "Intelligent Support", "category": "查询纠偏", "count": 2 }, { "team": "Intelligent Support", "category": "流程控制/确认", "count": 8 }, { "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": 3 }, { "team": "TiDB Scalability Service", "category": "Ad hoc 查询", "count": 2 }, { "team": "TiDB Scalability Service", "category": "产出物迭代", "count": 8 }, { "team": "TiDB Scalability Service", "category": "背景补充", "count": 2 }, { "team": "TiDB Scalability Service", "category": "诊断启动", "count": 2 }, { "team": "Enterprise Customer Engineering", "category": "产出物迭代", "count": 4 }, { "team": "PreSales", "category": "Ad hoc 查询", "count": 2 }, { "team": "Global Control", "category": "Ad hoc 查询", "count": 5 }, { "team": "Global Control", "category": "背景补充", "count": 1 }, { "team": "Intelligent Support Enablement", "category": "诊断启动", "count": 2 }, { "team": "Storage Service Engineering", "category": "背景补充", "count": 1 }, { "team": "APAC Presales", "category": "Ad hoc 查询", "count": 1 }, { "team": "Technical Account Management", "category": "Ad hoc 查询", "count": 4 }, { "team": "Scalable SQL & Data Service", "category": "Ad hoc 查询", "count": 1 }, { "team": "Scalable SQL & Data Service", "category": "背景补充", "count": 2 }, { "team": "Observability & Diagnostics Service", "category": "Ad hoc 查询", "count": 1 } ], "user_behavior_quadrant": [ { "user_email": "chunlu.zhang@pingcap.com", "x": 1, "y": 1.0, "cost": 0.0637, "mode": "低频低轮次" }, { "user_email": "lanyuan@pingcap.com", "x": 1, "y": 0.0, "cost": 0.189, "mode": "低频低轮次" }, { "user_email": "lingtao.li@pingcap.com", "x": 1, "y": 1.0, "cost": 0.111, "mode": "低频低轮次" }, { "user_email": "mizuki.masuda@pingcap.com", "x": 1, "y": 0.0, "cost": 0.9336, "mode": "低频低轮次" }, { "user_email": "peiliang.liu@pingcap.com", "x": 1, "y": 4.0, "cost": 0.1344, "mode": "低频高轮次" }, { "user_email": "qiaodan@pingcap.com", "x": 1, "y": 1.0, "cost": 0.4638, "mode": "低频低轮次" }, { "user_email": "ruihao.chen@pingcap.com", "x": 1, "y": 3.0, "cost": 0.1169, "mode": "低频低轮次" }, { "user_email": "taichi.kusaka@pingcap.com", "x": 1, "y": 0.0, "cost": 1.1308, "mode": "低频低轮次" }, { "user_email": "takahiko.miyasaka@pingcap.com", "x": 2, "y": 0.5, "cost": 1.1341, "mode": "高频低轮次" }, { "user_email": "wai.ho@pingcap.com", "x": 1, "y": 1.0, "cost": 1.1872, "mode": "低频低轮次" }, { "user_email": "weizhin.lim@pingcap.com", "x": 2, "y": 2.0, "cost": 0.2608, "mode": "高频低轮次" }, { "user_email": "wenxuan.zhang@pingcap.com", "x": 2, "y": 1.5, "cost": 1.5121, "mode": "高频低轮次" }, { "user_email": "xieyujie@pingcap.com", "x": 1, "y": 1.0, "cost": 0.274, "mode": "低频低轮次" }, { "user_email": "yangkexin.liang@pingcap.com", "x": 1, "y": 0.0, "cost": 1.2027, "mode": "低频低轮次" }, { "user_email": "yansu.yuan@pingcap.com", "x": 1, "y": 2.0, "cost": 0.1574, "mode": "低频低轮次" }, { "user_email": "yikai.puah@pingcap.com", "x": 4, "y": 2.75, "cost": 1.2007, "mode": "高频低轮次" }, { "user_email": "yuhang.shi@pingcap.com", "x": 1, "y": 5.0, "cost": 2.0284, "mode": "低频高轮次" }, { "user_email": "zefeng.nie@pingcap.com", "x": 1, "y": 2.0, "cost": 0.961, "mode": "低频低轮次" }, { "user_email": "zhangjinpeng@pingcap.com", "x": 1, "y": 1.0, "cost": 0.249, "mode": "低频低轮次" }, { "user_email": "zhitao.chen@pingcap.com", "x": 5, "y": 0.8, "cost": 0.759, "mode": "高频低轮次" }, { "user_email": "zhouzemin@pingcap.com", "x": 1, "y": 0.0, "cost": 0.7006, "mode": "低频低轮次" } ] }, "workspace_changes_ref": "workspace_changes.json" }