{ "date": "2026-06-25", "timezone": "Asia/Shanghai", "window_start": "2026-06-25T00:00:00+08:00", "window_end": "2026-06-26T00:00:00+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": 27.4444, "total_acp_interactions": 50, "active_users": 18, "workspace_count": 30, "created_workspace_count": 20, "new_workspace_count": 29, "updated_existing_workspace_count": 20, "changed_workspace_count": 49, "message_count": 169, "user_message_count": 81, "assistant_message_count": 85, "unknown_user_count": 0, "unknown_cost": 0.0 }, "teams": [ { "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "team": "TiDB Scalability Service", "cost": 9.5847, "acp_interactions": 4, "workspace_count": 7, "active_users": 2, "message_count": 74, "user_message_count": 37, "cost_per_ws": 1.3692, "cost_per_acp": 2.3962, "acp_per_ws": 0.5714, "message_per_ws": 10.5714, "message_per_acp": 18.5, "correction_message_ratio": null }, { "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "cost": 6.1946, "acp_interactions": 12, "workspace_count": 5, "active_users": 3, "message_count": 65, "user_message_count": 34, "cost_per_ws": 1.2389, "cost_per_acp": 0.5162, "acp_per_ws": 2.4, "message_per_ws": 13.0, "message_per_acp": 5.4167, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "cost": 2.6891, "acp_interactions": 19, "workspace_count": 5, "active_users": 4, "message_count": 36, "user_message_count": 17, "cost_per_ws": 0.5378, "cost_per_acp": 0.1415, "acp_per_ws": 3.8, "message_per_ws": 7.2, "message_per_acp": 1.8947, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution", "team": "SQL Optimization & Execution", "cost": 2.2379, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 18, "user_message_count": 8, "cost_per_ws": 2.2379, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 18.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Engineering Group / Storage Service Engineering / KV Service", "team": "KV Service", "cost": 1.1342, "acp_interactions": 5, "workspace_count": 2, "active_users": 1, "message_count": 18, "user_message_count": 9, "cost_per_ws": 0.5671, "cost_per_acp": 0.2268, "acp_per_ws": 2.5, "message_per_ws": 9.0, "message_per_acp": 3.6, "correction_message_ratio": null }, { "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium", "team": "Essential & Premium", "cost": 1.0911, "acp_interactions": 4, "workspace_count": 4, "active_users": 1, "message_count": 32, "user_message_count": 14, "cost_per_ws": 0.2728, "cost_per_acp": 0.2728, "acp_per_ws": 1.0, "message_per_ws": 8.0, "message_per_acp": 8.0, "correction_message_ratio": null }, { "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services", "team": "Professional Services", "cost": 0.9943, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 4, "user_message_count": 2, "cost_per_ws": 0.9943, "cost_per_acp": 0.9943, "acp_per_ws": 1.0, "message_per_ws": 4.0, "message_per_acp": 4.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "team": "Advanced Intelligent Support", "cost": 0.8804, "acp_interactions": 2, "workspace_count": 2, "active_users": 1, "message_count": 9, "user_message_count": 4, "cost_per_ws": 0.4402, "cost_per_acp": 0.4402, "acp_per_ws": 1.0, "message_per_ws": 4.5, "message_per_acp": 4.5, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "team": "Observability & Diagnostics Service", "cost": 0.8612, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 2, "user_message_count": 1, "cost_per_ws": 0.8612, "cost_per_acp": 0.8612, "acp_per_ws": 1.0, "message_per_ws": 2.0, "message_per_acp": 2.0, "correction_message_ratio": null }, { "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "team": "Technical Account Management", "cost": 0.844, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 18, "user_message_count": 6, "cost_per_ws": 0.844, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 18.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Product / TiDB X Core Product", "team": "TiDB X Core Product", "cost": 0.6246, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 4, "user_message_count": 2, "cost_per_ws": 0.6246, "cost_per_acp": 0.6246, "acp_per_ws": 1.0, "message_per_ws": 4.0, "message_per_acp": 4.0, "correction_message_ratio": null }, { "team_path": "Product / Enterprise & Partner Product", "team": "Enterprise & Partner Product", "cost": 0.3081, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 4, "user_message_count": 2, "cost_per_ws": 0.3081, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 4.0, "message_per_acp": null, "correction_message_ratio": null } ], "users": [ { "user_email": "wenxuan.zhang@pingcap.com", "name": "张文轩", "en_name": "Wenxuan", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "team": "TiDB Scalability Service", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 7.8299, "acp_interactions": 4, "workspace_count": 5, "message_count": 34, "user_message_count": 17, "channel_breakdown": { "web": 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": "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": 5.469, "acp_interactions": 8, "workspace_count": 3, "message_count": 23, "user_message_count": 12, "channel_breakdown": { "web": 8 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 2.6667 }, { "user_email": "cuiyiding@pingcap.com", "name": "崔一丁", "en_name": "", "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", "cost": 2.2379, "acp_interactions": 0, "workspace_count": 1, "message_count": 9, "user_message_count": 4, "channel_breakdown": {}, "frequency_bucket": "低频", "depth_bucket": "低轮次", "behavior_mode": "低频低轮次", "avg_acp_per_ws": 0.0 }, { "user_email": "yuhao.zhang@pingcap.com", "name": "张昱豪", "en_name": "Yuhao Zhang", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "team": "TiDB Scalability Service", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 1.7548, "acp_interactions": 0, "workspace_count": 2, "message_count": 8, "user_message_count": 4, "channel_breakdown": {}, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 0.0 }, { "user_email": "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": 1.4956, "acp_interactions": 15, "workspace_count": 1, "message_count": 30, "user_message_count": 15, "channel_breakdown": { "web": 15 }, "frequency_bucket": "低频", "depth_bucket": "高轮次", "behavior_mode": "低频高轮次", "avg_acp_per_ws": 15.0 }, { "user_email": "debin.jia@pingcap.com", "name": "贾德宾", "en_name": "Derek Jia", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "team": "KV Service", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 1.1342, "acp_interactions": 5, "workspace_count": 2, "message_count": 10, "user_message_count": 5, "channel_breakdown": { "web": 5 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 2.5 }, { "user_email": "jianghuaxi@pingcap.com", "name": "江华禧", "en_name": "Huaxi Jiang", "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium", "team": "Essential & Premium", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 1.0911, "acp_interactions": 4, "workspace_count": 4, "message_count": 19, "user_message_count": 9, "channel_breakdown": { "cli": 2, "lark": 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": "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": 0.9943, "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": "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": 0.9045, "acp_interactions": 3, "workspace_count": 2, "message_count": 0, "user_message_count": 0, "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": "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": 0.8804, "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": "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": 0.8612, "acp_interactions": 1, "workspace_count": 1, "message_count": 2, "user_message_count": 1, "channel_breakdown": { "cli": 1 }, "frequency_bucket": "低频", "depth_bucket": "低轮次", "behavior_mode": "低频低轮次", "avg_acp_per_ws": 1.0 }, { "user_email": "cong.cao@pingcap.com", "name": "曹聪", "en_name": "Cong Cao", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "team": "Technical Account Management", "mapping_source": "pingcap_members_by_team.csv", "cost": 0.844, "acp_interactions": 0, "workspace_count": 1, "message_count": 9, "user_message_count": 3, "channel_breakdown": {}, "frequency_bucket": "低频", "depth_bucket": "低轮次", "behavior_mode": "低频低轮次", "avg_acp_per_ws": 0.0 }, { "user_email": "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": 0.6246, "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": "qiaoxinke@pingcap.com", "name": "乔心轲", "en_name": "Xinke Qiao", "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.4347, "acp_interactions": 4, "workspace_count": 1, "message_count": 8, "user_message_count": 4, "channel_breakdown": { "web": 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": "nicole.li@pingcap.com", "name": "Li Yao", "en_name": "Nicole Li", "team_path": "Product / Enterprise & Partner Product", "team": "Enterprise & Partner Product", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.3081, "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": "yahonda@pingcap.com", "name": "Yasuo Honda", "en_name": "", "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.2909, "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": "cherubin.j@pingcap.com", "name": "Cherubin John", "en_name": "", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.1579, "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 }, { "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": 0.1311, "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": 5, "share": 0.061728, "estimated_cost_by_turn": 1.6941, "estimated_cost_by_output_weight": null, "avg_user_chars": 1282.2, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "产出物迭代", "user_message_count": 15, "share": 0.185185, "estimated_cost_by_turn": 5.0823, "estimated_cost_by_output_weight": null, "avg_user_chars": 988.33, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "Ad hoc 查询", "user_message_count": 25, "share": 0.308642, "estimated_cost_by_turn": 8.4705, "estimated_cost_by_output_weight": null, "avg_user_chars": 1626.96, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "诊断启动", "user_message_count": 15, "share": 0.185185, "estimated_cost_by_turn": 5.0823, "estimated_cost_by_output_weight": null, "avg_user_chars": 519.2, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "解释追问", "user_message_count": 6, "share": 0.074074, "estimated_cost_by_turn": 2.0329, "estimated_cost_by_output_weight": null, "avg_user_chars": 41.67, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "流程控制/确认", "user_message_count": 7, "share": 0.08642, "estimated_cost_by_turn": 2.3717, "estimated_cost_by_output_weight": null, "avg_user_chars": 57.57, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "背景补充", "user_message_count": 8, "share": 0.098765, "estimated_cost_by_turn": 2.7106, "estimated_cost_by_output_weight": null, "avg_user_chars": 833.88, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" } ], "unmatched_users": [], "top_changed_workspaces": [ { "workspace_id": "ws-1782200348376-633fc7217", "title": "TCID-12752 BNE", "workspace_lifecycle": "updated_existing", "user_email": "takahiko.miyasaka@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 3.8384, "message_count": 17, "user_message_count": 9 }, { "workspace_id": "ws-1782264549445-89c5fcecf", "title": "分析一下 https://tidb.atlassian.net/browse/GTOC-8537", "workspace_lifecycle": "updated_existing", "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": 3.2867, "message_count": 10, "user_message_count": 5 }, { "workspace_id": "ws-1782381769648-485481770", "title": "Cluster 10511800512400660539", "workspace_lifecycle": "new", "user_email": "cuiyiding@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 2.2237, "message_count": 9, "user_message_count": 4 }, { "workspace_id": "ws-1782374951127-d2ce3dfeb", "title": "O11Y-2599010", "workspace_lifecycle": "new", "user_email": "wenxuan.zhang@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "scenario_group": "non_diagnosis", "scenario_category": "support_case_triage_or_customer_response", "cost": 1.8109, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1782366256212-a596bda22", "title": "O11Y-2598864", "workspace_lifecycle": "new", "user_email": "wenxuan.zhang@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "scenario_group": "non_diagnosis", "scenario_category": "support_case_triage_or_customer_response", "cost": 1.7384, "message_count": 8, "user_message_count": 4 }, { "workspace_id": "ws-1782364875823-017c83fc2", "title": "Analysis", "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": 1.4956, "message_count": 30, "user_message_count": 15 }, { "workspace_id": "ws-1782266830110-6bffe30ed", "title": "26/06/25 DigiPlus RC 巡检问题", "workspace_lifecycle": "updated_existing", "user_email": "yuhao.zhang@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 1.3041, "message_count": 6, "user_message_count": 3 }, { "workspace_id": "ws-1778561397864-af8e050e7", "title": "TCID-12638 Mercari Timeout issue", "workspace_lifecycle": "updated_existing", "user_email": "takahiko.miyasaka@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 1.2122, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1782351660225-bb37d6c53", "title": "UE Cassandra Report 10658480506726873193", "workspace_lifecycle": "new", "user_email": "zhi.xie@pingcap.com", "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 0.9798, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1781598701127-da28e5bfa", "title": "tikv自动巡检", "workspace_lifecycle": "updated_existing", "user_email": "lingtao.li@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "scenario_group": "non_diagnosis", "scenario_category": "inspection_or_report_generation", "cost": 0.8612, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1782359465975-4695d43f0", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "qizheng@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "scenario_group": "diagnosis", "scenario_category": "memory_or_oom_pressure", "cost": 0.832, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "lark-ws-a7be85fc-5979-4890-ab08-692fb5441a43", "title": "Lark chat", "workspace_lifecycle": "new", "user_email": "cong.cao@pingcap.com", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "scenario_group": "diagnosis", "scenario_category": "memory_or_oom_pressure", "cost": 0.8181, "message_count": 9, "user_message_count": 3 }, { "workspace_id": "ws-1782360757475-0294b1ac9", "title": "O11Y-2598785", "workspace_lifecycle": "new", "user_email": "wenxuan.zhang@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "scenario_group": "diagnosis", "scenario_category": "backup_or_restore", "cost": 0.6329, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1782314329822-a2ffe2f61", "title": "https://tidb.atlassian.net/browse/O11Y-2593057", "workspace_lifecycle": "updated_existing", "user_email": "debin.jia@pingcap.com", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "scenario_group": "diagnosis", "scenario_category": "backup_or_restore", "cost": 0.6253, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1782093604300-9cae58dee", "title": "未命名工作空间", "workspace_lifecycle": "updated_existing", "user_email": "qiaodan@pingcap.com", "team_path": "Product / TiDB X Core Product", "scenario_group": "non_diagnosis", "scenario_category": "fleet_inventory_or_capacity_analysis", "cost": 0.6113, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "lark-ws-871c2eee-9b31-42f0-848e-54b8e62982ae", "title": "Lark O11Y-2598422", "workspace_lifecycle": "new", "user_email": "jianghuaxi@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium", "scenario_group": "diagnosis", "scenario_category": "component_failure_or_bug", "cost": 0.5843, "message_count": 9, "user_message_count": 3 }, { "workspace_id": "ws-1782399413044-29d83daec", "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": 0.4878, "message_count": 0, "user_message_count": 0 }, { "workspace_id": "ws-1782360077070-a09907948", "title": "Cluster 2034353583595458560", "workspace_lifecycle": "new", "user_email": "debin.jia@pingcap.com", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 0.4812, "message_count": 6, "user_message_count": 3 }, { "workspace_id": "ws-1782359616095-a5875b7be", "title": "無題のワークスペース", "workspace_lifecycle": "new", "user_email": "qiaoxinke@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 0.4347, "message_count": 8, "user_message_count": 4 }, { "workspace_id": "ws-1782343643353-aa630496f", "title": "O11Y-2598541 TiKV very low space investigation", "workspace_lifecycle": "new", "user_email": "jianghuaxi@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 0.4189, "message_count": 4, "user_message_count": 2 } ], "charts": { "daily_cost_acp": [ { "date": "2026-06-25", "cost": 27.4444, "acp_interactions": 50, "workspace_count": 30, "active_users": 18 } ], "team_cost_bar": [ { "team": "TiDB Scalability Service", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "cost": 9.5847, "acp_interactions": 4, "workspace_count": 7, "active_users": 2 }, { "team": "Technical Service", "team_path": "Japan Business Group / Technical Service", "cost": 6.1946, "acp_interactions": 12, "workspace_count": 5, "active_users": 3 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "cost": 2.6891, "acp_interactions": 19, "workspace_count": 5, "active_users": 4 }, { "team": "SQL Optimization & Execution", "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution", "cost": 2.2379, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "KV Service", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "cost": 1.1342, "acp_interactions": 5, "workspace_count": 2, "active_users": 1 }, { "team": "Essential & Premium", "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium", "cost": 1.0911, "acp_interactions": 4, "workspace_count": 4, "active_users": 1 }, { "team": "Professional Services", "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services", "cost": 0.9943, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "Advanced Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "cost": 0.8804, "acp_interactions": 2, "workspace_count": 2, "active_users": 1 }, { "team": "Observability & Diagnostics Service", "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "cost": 0.8612, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "Technical Account Management", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "cost": 0.844, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "TiDB X Core Product", "team_path": "Product / TiDB X Core Product", "cost": 0.6246, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "Enterprise & Partner Product", "team_path": "Product / Enterprise & Partner Product", "cost": 0.3081, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 } ], "team_ratio_scatter": [ { "team": "TiDB Scalability Service", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "x": 0.5714, "y": 2.3962, "size": 7, "cost": 9.5847 }, { "team": "Technical Service", "team_path": "Japan Business Group / Technical Service", "x": 2.4, "y": 0.5162, "size": 5, "cost": 6.1946 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "x": 3.8, "y": 0.1415, "size": 5, "cost": 2.6891 }, { "team": "SQL Optimization & Execution", "team_path": "Engineering Group / Database Service Engineering / Intelligent Query Processing Service / SQL Optimization & Execution", "x": 0.0, "y": null, "size": 1, "cost": 2.2379 }, { "team": "KV Service", "team_path": "Engineering Group / Storage Service Engineering / KV Service", "x": 2.5, "y": 0.2268, "size": 2, "cost": 1.1342 }, { "team": "Essential & Premium", "team_path": "Engineering Group / Service Orchestration Engineering / Essential & Premium", "x": 1.0, "y": 0.2728, "size": 4, "cost": 1.0911 }, { "team": "Professional Services", "team_path": "APAC Business Group / Customer Success & Alliances / Professional Services", "x": 1.0, "y": 0.9943, "size": 1, "cost": 0.9943 }, { "team": "Advanced Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "x": 1.0, "y": 0.4402, "size": 2, "cost": 0.8804 }, { "team": "Observability & Diagnostics Service", "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "x": 1.0, "y": 0.8612, "size": 1, "cost": 0.8612 }, { "team": "Technical Account Management", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "x": 0.0, "y": null, "size": 1, "cost": 0.844 }, { "team": "TiDB X Core Product", "team_path": "Product / TiDB X Core Product", "x": 1.0, "y": 0.6246, "size": 1, "cost": 0.6246 }, { "team": "Enterprise & Partner Product", "team_path": "Product / Enterprise & Partner Product", "x": 0.0, "y": null, "size": 1, "cost": 0.3081 } ], "message_category_stack": [ { "team": "TiDB Scalability Service", "category": "Ad hoc 查询", "count": 19 }, { "team": "TiDB Scalability Service", "category": "产出物迭代", "count": 2 }, { "team": "TiDB Scalability Service", "category": "查询纠偏", "count": 3 }, { "team": "TiDB Scalability Service", "category": "流程控制/确认", "count": 1 }, { "team": "TiDB Scalability Service", "category": "解释追问", "count": 5 }, { "team": "TiDB Scalability Service", "category": "诊断启动", "count": 7 }, { "team": "Technical Service", "category": "Ad hoc 查询", "count": 4 }, { "team": "Technical Service", "category": "产出物迭代", "count": 15 }, { "team": "Technical Service", "category": "流程控制/确认", "count": 6 }, { "team": "Technical Service", "category": "背景补充", "count": 3 }, { "team": "Technical Service", "category": "诊断启动", "count": 6 }, { "team": "Intelligent Support", "category": "Ad hoc 查询", "count": 7 }, { "team": "Intelligent Support", "category": "产出物迭代", "count": 1 }, { "team": "Intelligent Support", "category": "查询纠偏", "count": 2 }, { "team": "Intelligent Support", "category": "流程控制/确认", "count": 1 }, { "team": "Intelligent Support", "category": "背景补充", "count": 1 }, { "team": "Intelligent Support", "category": "解释追问", "count": 2 }, { "team": "Intelligent Support", "category": "诊断启动", "count": 3 }, { "team": "SQL Optimization & Execution", "category": "流程控制/确认", "count": 2 }, { "team": "SQL Optimization & Execution", "category": "背景补充", "count": 2 }, { "team": "SQL Optimization & Execution", "category": "诊断启动", "count": 4 }, { "team": "KV Service", "category": "流程控制/确认", "count": 1 }, { "team": "KV Service", "category": "背景补充", "count": 5 }, { "team": "KV Service", "category": "解释追问", "count": 3 }, { "team": "Essential & Premium", "category": "Ad hoc 查询", "count": 6 }, { "team": "Essential & Premium", "category": "产出物迭代", "count": 4 }, { "team": "Essential & Premium", "category": "查询纠偏", "count": 2 }, { "team": "Essential & Premium", "category": "诊断启动", "count": 2 }, { "team": "Professional Services", "category": "产出物迭代", "count": 2 }, { "team": "Advanced Intelligent Support", "category": "Ad hoc 查询", "count": 2 }, { "team": "Advanced Intelligent Support", "category": "流程控制/确认", "count": 2 }, { "team": "Observability & Diagnostics Service", "category": "产出物迭代", "count": 1 }, { "team": "Technical Account Management", "category": "诊断启动", "count": 6 }, { "team": "TiDB X Core Product", "category": "Ad hoc 查询", "count": 2 }, { "team": "Enterprise & Partner Product", "category": "Ad hoc 查询", "count": 2 } ], "user_behavior_quadrant": [ { "user_email": "cherubin.j@pingcap.com", "x": 1, "y": 0.0, "cost": 0.1579, "mode": "低频低轮次" }, { "user_email": "cong.cao@pingcap.com", "x": 1, "y": 0.0, "cost": 0.844, "mode": "低频低轮次" }, { "user_email": "cuiyiding@pingcap.com", "x": 1, "y": 0.0, "cost": 2.2379, "mode": "低频低轮次" }, { "user_email": "debin.jia@pingcap.com", "x": 2, "y": 2.5, "cost": 1.1342, "mode": "高频低轮次" }, { "user_email": "jianghuaxi@pingcap.com", "x": 4, "y": 1.0, "cost": 1.0911, "mode": "高频低轮次" }, { "user_email": "lingtao.li@pingcap.com", "x": 1, "y": 1.0, "cost": 0.8612, "mode": "低频低轮次" }, { "user_email": "nicole.li@pingcap.com", "x": 1, "y": 0.0, "cost": 0.3081, "mode": "低频低轮次" }, { "user_email": "qiaodan@pingcap.com", "x": 1, "y": 1.0, "cost": 0.6246, "mode": "低频低轮次" }, { "user_email": "qiaoxinke@pingcap.com", "x": 1, "y": 4.0, "cost": 0.4347, "mode": "低频高轮次" }, { "user_email": "qizheng@pingcap.com", "x": 1, "y": 2.0, "cost": 0.8804, "mode": "低频低轮次" }, { "user_email": "takahiko.miyasaka@pingcap.com", "x": 3, "y": 2.6667, "cost": 5.469, "mode": "高频低轮次" }, { "user_email": "wai.ho@pingcap.com", "x": 2, "y": 1.5, "cost": 0.9045, "mode": "高频低轮次" }, { "user_email": "weizhin.lim@pingcap.com", "x": 1, "y": 1.0, "cost": 0.1311, "mode": "低频低轮次" }, { "user_email": "wenxuan.zhang@pingcap.com", "x": 5, "y": 0.8, "cost": 7.8299, "mode": "高频低轮次" }, { "user_email": "yahonda@pingcap.com", "x": 1, "y": 0.0, "cost": 0.2909, "mode": "低频低轮次" }, { "user_email": "yikai.puah@pingcap.com", "x": 1, "y": 15.0, "cost": 1.4956, "mode": "低频高轮次" }, { "user_email": "yuhao.zhang@pingcap.com", "x": 2, "y": 0.0, "cost": 1.7548, "mode": "高频低轮次" }, { "user_email": "zhi.xie@pingcap.com", "x": 1, "y": 1.0, "cost": 0.9943, "mode": "低频低轮次" } ] }, "workspace_changes_ref": "workspace_changes.json" }