{ "date": "2026-07-14", "timezone": "Asia/Shanghai", "window_start": "2026-07-14T00:00:00+08:00", "window_end": "2026-07-15T00:00:00+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": 39.7243, "total_acp_interactions": 110, "active_users": 20, "workspace_count": 40, "created_workspace_count": 48, "new_workspace_count": 54, "updated_existing_workspace_count": 16, "changed_workspace_count": 70, "message_count": 333, "user_message_count": 150, "assistant_message_count": 174, "unknown_user_count": 0, "unknown_cost": 0.0 }, "teams": [ { "team_path": "Japan Business Group / Technical Service", "team": "Technical Service", "cost": 12.651, "acp_interactions": 43, "workspace_count": 6, "active_users": 3, "message_count": 158, "user_message_count": 78, "cost_per_ws": 2.1085, "cost_per_acp": 0.2942, "acp_per_ws": 7.1667, "message_per_ws": 26.3333, "message_per_acp": 3.6744, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "team": "Scalable SQL & Data Service", "cost": 7.7542, "acp_interactions": 10, "workspace_count": 7, "active_users": 1, "message_count": 93, "user_message_count": 41, "cost_per_ws": 1.1077, "cost_per_acp": 0.7754, "acp_per_ws": 1.4286, "message_per_ws": 13.2857, "message_per_acp": 9.3, "correction_message_ratio": null }, { "team_path": "Product / Enterprise & Partner Product", "team": "Enterprise & Partner Product", "cost": 5.2351, "acp_interactions": 22, "workspace_count": 2, "active_users": 2, "message_count": 160, "user_message_count": 80, "cost_per_ws": 2.6176, "cost_per_acp": 0.238, "acp_per_ws": 11.0, "message_per_ws": 80.0, "message_per_acp": 7.2727, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "team": "TiDB Scalability Service", "cost": 4.3735, "acp_interactions": 9, "workspace_count": 7, "active_users": 2, "message_count": 47, "user_message_count": 23, "cost_per_ws": 0.6248, "cost_per_acp": 0.4859, "acp_per_ws": 1.2857, "message_per_ws": 6.7143, "message_per_acp": 5.2222, "correction_message_ratio": null }, { "team_path": "Japan Business Group / PreSales", "team": "PreSales", "cost": 3.2632, "acp_interactions": 5, "workspace_count": 1, "active_users": 1, "message_count": 30, "user_message_count": 15, "cost_per_ws": 3.2632, "cost_per_acp": 0.6526, "acp_per_ws": 5.0, "message_per_ws": 30.0, "message_per_acp": 6.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality", "team": "Efficiency & Quality", "cost": 1.9565, "acp_interactions": 9, "workspace_count": 6, "active_users": 1, "message_count": 60, "user_message_count": 20, "cost_per_ws": 0.3261, "cost_per_acp": 0.2174, "acp_per_ws": 1.5, "message_per_ws": 10.0, "message_per_acp": 6.6667, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "cost": 1.0024, "acp_interactions": 8, "workspace_count": 6, "active_users": 5, "message_count": 13, "user_message_count": 5, "cost_per_ws": 0.1671, "cost_per_acp": 0.1253, "acp_per_ws": 1.3333, "message_per_ws": 2.1667, "message_per_acp": 1.625, "correction_message_ratio": null }, { "team_path": "Engineering Group / Enterprise Customer Engineering", "team": "Enterprise Customer Engineering", "cost": 0.9555, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 22, "user_message_count": 10, "cost_per_ws": 0.9555, "cost_per_acp": 0.9555, "acp_per_ws": 1.0, "message_per_ws": 22.0, "message_per_acp": 22.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "team": "Advanced Intelligent Support", "cost": 0.6444, "acp_interactions": 0, "workspace_count": 2, "active_users": 2, "message_count": 7, "user_message_count": 3, "cost_per_ws": 0.3222, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 3.5, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "team": "Observability & Diagnostics Service", "cost": 0.6245, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 2, "user_message_count": 1, "cost_per_ws": 0.6245, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 2.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "team": "Global Control", "cost": 0.6074, "acp_interactions": 2, "workspace_count": 3, "active_users": 1, "message_count": 15, "user_message_count": 5, "cost_per_ws": 0.2025, "cost_per_acp": 0.3037, "acp_per_ws": 0.6667, "message_per_ws": 5.0, "message_per_acp": 7.5, "correction_message_ratio": null }, { "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "team": "Technical Account Management", "cost": 0.4356, "acp_interactions": 0, "workspace_count": 1, "active_users": 1, "message_count": 12, "user_message_count": 4, "cost_per_ws": 0.4356, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 12.0, "message_per_acp": null, "correction_message_ratio": null }, { "team_path": "Engineering Group / Engineering Mission Pods", "team": "Engineering Mission Pods", "cost": 0.1808, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 2, "user_message_count": 1, "cost_per_ws": 0.1808, "cost_per_acp": 0.1808, "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": 4, "active_users": 0, "message_count": 14, "user_message_count": 7, "cost_per_ws": 0.0, "cost_per_acp": null, "acp_per_ws": 0.0, "message_per_ws": 3.5, "message_per_acp": null, "correction_message_ratio": null } ], "users": [ { "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": 8.6035, "acp_interactions": 19, "workspace_count": 3, "message_count": 74, "user_message_count": 37, "channel_breakdown": { "web": 19 }, "frequency_bucket": "高频", "depth_bucket": "高轮次", "behavior_mode": "高频高轮次", "avg_acp_per_ws": 6.3333 }, { "user_email": "oliver.sheng@pingcap.com", "name": "吕夫洋", "en_name": "Oliver Sheng", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "team": "Scalable SQL & Data Service", "mapping_source": "pingcap_members_by_team.csv", "cost": 7.7542, "acp_interactions": 10, "workspace_count": 7, "message_count": 43, "user_message_count": 19, "channel_breakdown": { "web": 10 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 1.4286 }, { "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": 4.3735, "acp_interactions": 9, "workspace_count": 5, "message_count": 22, "user_message_count": 11, "channel_breakdown": { "web": 9 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 1.8 }, { "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": 3.4098, "acp_interactions": 24, "workspace_count": 1, "message_count": 0, "user_message_count": 0, "channel_breakdown": { "web": 24 }, "frequency_bucket": "低频", "depth_bucket": "高轮次", "behavior_mode": "低频高轮次", "avg_acp_per_ws": 24.0 }, { "user_email": "kentaro.kitagawa@pingcap.com", "name": "Kentaro Kitagawa", "en_name": "Kentaro Kitagawa", "team_path": "Japan Business Group / PreSales", "team": "PreSales", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 3.2632, "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": "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": 2.8441, "acp_interactions": 22, "workspace_count": 1, "message_count": 44, "user_message_count": 22, "channel_breakdown": { "web": 22 }, "frequency_bucket": "低频", "depth_bucket": "高轮次", "behavior_mode": "低频高轮次", "avg_acp_per_ws": 22.0 }, { "user_email": "yu.zheng@pingcap.com", "name": "郑宇", "en_name": "", "team_path": "Product / Enterprise & Partner Product", "team": "Enterprise & Partner Product", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 2.391, "acp_interactions": 0, "workspace_count": 1, "message_count": 14, "user_message_count": 7, "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": "shaoxiqian@pingcap.com", "name": "邵希茜", "en_name": "Anita Shao", "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality", "team": "Efficiency & Quality", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 1.9565, "acp_interactions": 9, "workspace_count": 6, "message_count": 39, "user_message_count": 13, "channel_breakdown": { "lark": 9 }, "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": 0.9555, "acp_interactions": 1, "workspace_count": 1, "message_count": 11, "user_message_count": 5, "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": "jianghongmei@pingcap.com", "name": "江红梅", "en_name": "Hongmei Jiang", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "team": "Advanced Intelligent Support", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.6444, "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": "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": 0.6377, "acp_interactions": 0, "workspace_count": 2, "message_count": 14, "user_message_count": 6, "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": "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": 0.6245, "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": "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": 0.6074, "acp_interactions": 2, "workspace_count": 3, "message_count": 15, "user_message_count": 5, "channel_breakdown": { "lark": 2 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 0.6667 }, { "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": 0.5382, "acp_interactions": 4, "workspace_count": 2, "message_count": 0, "user_message_count": 0, "channel_breakdown": { "web": 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": "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": 0.4356, "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": "yikai.puah@pingcap.com", "name": "Puah Yi Kai", "en_name": "", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.1885, "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": "nizheming@pingcap.com", "name": "倪哲鸣", "en_name": "Zheming Ni", "team_path": "Engineering Group / Engineering Mission Pods", "team": "Engineering Mission Pods", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.1808, "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": "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": 0.1418, "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": "looperth.wong@pingcap.com", "name": "Wong Loo Perth", "en_name": "", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 0.1339, "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": "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": 0.0, "acp_interactions": 1, "workspace_count": 0, "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": 0.0 } ], "message_categories": [ { "category": "查询纠偏", "user_message_count": 6, "share": 0.04, "estimated_cost_by_turn": 1.589, "estimated_cost_by_output_weight": null, "avg_user_chars": 122.0, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "产出物迭代", "user_message_count": 23, "share": 0.153333, "estimated_cost_by_turn": 6.0911, "estimated_cost_by_output_weight": null, "avg_user_chars": 1784.17, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "Ad hoc 查询", "user_message_count": 59, "share": 0.393333, "estimated_cost_by_turn": 15.6249, "estimated_cost_by_output_weight": null, "avg_user_chars": 252.9, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "诊断启动", "user_message_count": 10, "share": 0.066667, "estimated_cost_by_turn": 2.6483, "estimated_cost_by_output_weight": null, "avg_user_chars": 41.4, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "解释追问", "user_message_count": 16, "share": 0.106667, "estimated_cost_by_turn": 4.2373, "estimated_cost_by_output_weight": null, "avg_user_chars": 185.56, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "流程控制/确认", "user_message_count": 13, "share": 0.086667, "estimated_cost_by_turn": 3.4428, "estimated_cost_by_output_weight": null, "avg_user_chars": 603.23, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "背景补充", "user_message_count": 19, "share": 0.126667, "estimated_cost_by_turn": 5.0317, "estimated_cost_by_output_weight": null, "avg_user_chars": 394.53, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "未归类", "user_message_count": 4, "share": 0.026667, "estimated_cost_by_turn": 1.0593, "estimated_cost_by_output_weight": null, "avg_user_chars": 4787.0, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" } ], "unmatched_users": [], "top_changed_workspaces": [ { "workspace_id": "ws-1784000853451-e178ba94e", "title": "https://tidb.atlassian.net/browse/TCID-12914", "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": 3.9196, "message_count": 32, "user_message_count": 16 }, { "workspace_id": "ws-1783903153993-a177bfce9", "title": "TCID-12879 Mercari store.limit", "workspace_lifecycle": "updated_existing", "user_email": "takahiko.miyasaka@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "diagnosis", "scenario_category": "pd_tso_or_scheduling", "cost": 3.8122, "message_count": 38, "user_message_count": 19 }, { "workspace_id": "ws-1784014051030-87b005be3", "title": "", "workspace_lifecycle": "updated_existing", "user_email": "yahonda@pingcap.com", "team_path": "Japan Business Group / Technical Service", "scenario_group": "unknown", "scenario_category": null, "cost": 3.4098, "message_count": 0, "user_message_count": 0 }, { "workspace_id": "ws-1784001890254-90d4a8a0d", "title": "無題のワークスペース", "workspace_lifecycle": "new", "user_email": "kentaro.kitagawa@pingcap.com", "team_path": "Japan Business Group / PreSales", "scenario_group": "non_diagnosis", "scenario_category": "fleet_inventory_or_capacity_analysis", "cost": 3.2387, "message_count": 10, "user_message_count": 5 }, { "workspace_id": "ws-1784015867271-93c237531", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "oliver.sheng@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "scenario_group": "diagnosis", "scenario_category": "data_import_or_load", "cost": 3.0631, "message_count": 9, "user_message_count": 4 }, { "workspace_id": "ws-1783904081611-2cf7538fa", "title": "这样吧，你就先查询这个集群的拓扑，然后画出各个组件过去一天内的 CPU 使用曲线", "workspace_lifecycle": "updated_existing", "user_email": "nicole.li@pingcap.com", "team_path": "Product / Enterprise & Partner Product", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 2.7411, "message_count": 44, "user_message_count": 22 }, { "workspace_id": "ws-1784003783588-d4c099708", "title": "Cluster 10400917620589115003", "workspace_lifecycle": "new", "user_email": "yu.zheng@pingcap.com", "team_path": "Product / Enterprise & Partner Product", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 2.3508, "message_count": 14, "user_message_count": 7 }, { "workspace_id": "ws-1784018129085-d38e8458c", "title": "检查一下这个集群 https://clinic.pingcap.com/portal/#/orgs/", "workspace_lifecycle": "new", "user_email": "wenxuan.zhang@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "scenario_group": "diagnosis", "scenario_category": "gc_or_allocator_pressure", "cost": 2.1475, "message_count": 12, "user_message_count": 6 }, { "workspace_id": "ws-1784043239656-8fa691b73", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "oliver.sheng@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 1.4546, "message_count": 9, "user_message_count": 4 }, { "workspace_id": "ws-1784015928764-8c0e71ca8", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "oliver.sheng@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "scenario_group": "diagnosis", "scenario_category": "data_import_or_load", "cost": 1.3698, "message_count": 11, "user_message_count": 5 }, { "workspace_id": "lark-ws-c0797be8-8a21-4b85-af9f-e19fe6942d52", "title": "Lark chat", "workspace_lifecycle": "new", "user_email": "yangkexin.liang@pingcap.com", "team_path": "Engineering Group / Enterprise Customer Engineering", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 0.913, "message_count": 11, "user_message_count": 5 }, { "workspace_id": "ws-1784025285049-0934d96a8", "title": "调查一下 O11Y-2615829 和 O11Y-2615830 报警的原因", "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": 0.7855, "message_count": 4, "user_message_count": 2 }, { "workspace_id": "ws-1784025166636-f578091bd", "title": "调查一下 O11Y-2615826 和 O11Y-2615827 报警的原因", "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": 0.7028, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1783996124542-c30c8268a", "title": "tidb cloud 集群 1379661944646413605，需要把 tikv", "workspace_lifecycle": "new", "user_email": "jianghongmei@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "scenario_group": "diagnosis", "scenario_category": "tikv_hotspot_or_coprocessor", "cost": 0.6374, "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": 0.6245, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "lark-ws-de2aabf2-05e3-4642-8832-a0dfd009fe74", "title": "Lark chat", "workspace_lifecycle": "new", "user_email": "shaoxiqian@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 0.6143, "message_count": 15, "user_message_count": 5 }, { "workspace_id": "lark-ws-651a9996-64e6-4f05-8888-a9303c8fc342", "title": "Lark chat", "workspace_lifecycle": "new", "user_email": "shaoxiqian@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality", "scenario_group": "diagnosis", "scenario_category": "sql_plan_or_query", "cost": 0.5842, "message_count": 6, "user_message_count": 2 }, { "workspace_id": "ws-1783665442111-81630d590", "title": "2603 升级 post check", "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": "memory_or_oom_pressure", "cost": 0.5543, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "ws-1784015802663-84eb0c9ff", "title": "未命名工作空间", "workspace_lifecycle": "new", "user_email": "oliver.sheng@pingcap.com", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "scenario_group": "non_diagnosis", "scenario_category": "fleet_inventory_or_capacity_analysis", "cost": 0.5139, "message_count": 7, "user_message_count": 3 }, { "workspace_id": "ws-1784020673350-9058cbd9c", "title": "https://tidb.atlassian.net/browse/TCID-12917", "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": 0.4996, "message_count": 4, "user_message_count": 2 } ], "charts": { "daily_cost_acp": [ { "date": "2026-07-14", "cost": 39.7243, "acp_interactions": 110, "workspace_count": 40, "active_users": 20 } ], "team_cost_bar": [ { "team": "Technical Service", "team_path": "Japan Business Group / Technical Service", "cost": 12.651, "acp_interactions": 43, "workspace_count": 6, "active_users": 3 }, { "team": "Scalable SQL & Data Service", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "cost": 7.7542, "acp_interactions": 10, "workspace_count": 7, "active_users": 1 }, { "team": "Enterprise & Partner Product", "team_path": "Product / Enterprise & Partner Product", "cost": 5.2351, "acp_interactions": 22, "workspace_count": 2, "active_users": 2 }, { "team": "TiDB Scalability Service", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "cost": 4.3735, "acp_interactions": 9, "workspace_count": 7, "active_users": 2 }, { "team": "PreSales", "team_path": "Japan Business Group / PreSales", "cost": 3.2632, "acp_interactions": 5, "workspace_count": 1, "active_users": 1 }, { "team": "Efficiency & Quality", "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality", "cost": 1.9565, "acp_interactions": 9, "workspace_count": 6, "active_users": 1 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "cost": 1.0024, "acp_interactions": 8, "workspace_count": 6, "active_users": 5 }, { "team": "Enterprise Customer Engineering", "team_path": "Engineering Group / Enterprise Customer Engineering", "cost": 0.9555, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "Advanced Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "cost": 0.6444, "acp_interactions": 0, "workspace_count": 2, "active_users": 2 }, { "team": "Observability & Diagnostics Service", "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "cost": 0.6245, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "cost": 0.6074, "acp_interactions": 2, "workspace_count": 3, "active_users": 1 }, { "team": "Technical Account Management", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "cost": 0.4356, "acp_interactions": 0, "workspace_count": 1, "active_users": 1 }, { "team": "Engineering Mission Pods", "team_path": "Engineering Group / Engineering Mission Pods", "cost": 0.1808, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 }, { "team": "(unknown)", "team_path": "(unknown)", "cost": 0.0, "acp_interactions": 0, "workspace_count": 4, "active_users": 0 } ], "team_ratio_scatter": [ { "team": "Technical Service", "team_path": "Japan Business Group / Technical Service", "x": 7.1667, "y": 0.2942, "size": 6, "cost": 12.651 }, { "team": "Scalable SQL & Data Service", "team_path": "Engineering Group / Database Service Engineering / Scalable SQL & Data Service", "x": 1.4286, "y": 0.7754, "size": 7, "cost": 7.7542 }, { "team": "Enterprise & Partner Product", "team_path": "Product / Enterprise & Partner Product", "x": 11.0, "y": 0.238, "size": 2, "cost": 5.2351 }, { "team": "TiDB Scalability Service", "team_path": "Engineering Group / Database Service Engineering / TiDB Scalability Service", "x": 1.2857, "y": 0.4859, "size": 7, "cost": 4.3735 }, { "team": "PreSales", "team_path": "Japan Business Group / PreSales", "x": 5.0, "y": 0.6526, "size": 1, "cost": 3.2632 }, { "team": "Efficiency & Quality", "team_path": "Engineering Group / Database Service Engineering / Efficiency & Quality", "x": 1.5, "y": 0.2174, "size": 6, "cost": 1.9565 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "x": 1.3333, "y": 0.1253, "size": 6, "cost": 1.0024 }, { "team": "Enterprise Customer Engineering", "team_path": "Engineering Group / Enterprise Customer Engineering", "x": 1.0, "y": 0.9555, "size": 1, "cost": 0.9555 }, { "team": "Advanced Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Advanced Intelligent Support", "x": 0.0, "y": null, "size": 2, "cost": 0.6444 }, { "team": "Observability & Diagnostics Service", "team_path": "Engineering Group / Database Service Engineering / Observability & Diagnostics Service", "x": 0.0, "y": null, "size": 1, "cost": 0.6245 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "x": 0.6667, "y": 0.3037, "size": 3, "cost": 0.6074 }, { "team": "Technical Account Management", "team_path": "APAC Business Group / Customer Success & Alliances / Technical Account Management", "x": 0.0, "y": null, "size": 1, "cost": 0.4356 }, { "team": "Engineering Mission Pods", "team_path": "Engineering Group / Engineering Mission Pods", "x": 1.0, "y": 0.1808, "size": 1, "cost": 0.1808 }, { "team": "(unknown)", "team_path": "(unknown)", "x": 0.0, "y": null, "size": 4, "cost": 0.0 } ], "message_category_stack": [ { "team": "Technical Service", "category": "Ad hoc 查询", "count": 29 }, { "team": "Technical Service", "category": "产出物迭代", "count": 19 }, { "team": "Technical Service", "category": "未归类", "count": 4 }, { "team": "Technical Service", "category": "查询纠偏", "count": 3 }, { "team": "Technical Service", "category": "流程控制/确认", "count": 2 }, { "team": "Technical Service", "category": "背景补充", "count": 13 }, { "team": "Technical Service", "category": "解释追问", "count": 7 }, { "team": "Technical Service", "category": "诊断启动", "count": 1 }, { "team": "Scalable SQL & Data Service", "category": "Ad hoc 查询", "count": 23 }, { "team": "Scalable SQL & Data Service", "category": "产出物迭代", "count": 6 }, { "team": "Scalable SQL & Data Service", "category": "查询纠偏", "count": 3 }, { "team": "Scalable SQL & Data Service", "category": "解释追问", "count": 2 }, { "team": "Scalable SQL & Data Service", "category": "诊断启动", "count": 7 }, { "team": "Enterprise & Partner Product", "category": "Ad hoc 查询", "count": 34 }, { "team": "Enterprise & Partner Product", "category": "产出物迭代", "count": 5 }, { "team": "Enterprise & Partner Product", "category": "查询纠偏", "count": 6 }, { "team": "Enterprise & Partner Product", "category": "流程控制/确认", "count": 8 }, { "team": "Enterprise & Partner Product", "category": "背景补充", "count": 12 }, { "team": "Enterprise & Partner Product", "category": "解释追问", "count": 15 }, { "team": "TiDB Scalability Service", "category": "Ad hoc 查询", "count": 14 }, { "team": "TiDB Scalability Service", "category": "流程控制/确认", "count": 6 }, { "team": "TiDB Scalability Service", "category": "背景补充", "count": 2 }, { "team": "TiDB Scalability Service", "category": "解释追问", "count": 1 }, { "team": "PreSales", "category": "产出物迭代", "count": 3 }, { "team": "PreSales", "category": "未归类", "count": 3 }, { "team": "PreSales", "category": "查询纠偏", "count": 3 }, { "team": "PreSales", "category": "流程控制/确认", "count": 3 }, { "team": "PreSales", "category": "背景补充", "count": 3 }, { "team": "Efficiency & Quality", "category": "Ad hoc 查询", "count": 6 }, { "team": "Efficiency & Quality", "category": "产出物迭代", "count": 4 }, { "team": "Efficiency & Quality", "category": "未归类", "count": 2 }, { "team": "Efficiency & Quality", "category": "流程控制/确认", "count": 2 }, { "team": "Efficiency & Quality", "category": "背景补充", "count": 1 }, { "team": "Efficiency & Quality", "category": "解释追问", "count": 5 }, { "team": "Intelligent Support", "category": "Ad hoc 查询", "count": 1 }, { "team": "Intelligent Support", "category": "产出物迭代", "count": 1 }, { "team": "Intelligent Support", "category": "流程控制/确认", "count": 1 }, { "team": "Intelligent Support", "category": "背景补充", "count": 2 }, { "team": "Enterprise Customer Engineering", "category": "Ad hoc 查询", "count": 2 }, { "team": "Enterprise Customer Engineering", "category": "背景补充", "count": 2 }, { "team": "Enterprise Customer Engineering", "category": "诊断启动", "count": 6 }, { "team": "Advanced Intelligent Support", "category": "Ad hoc 查询", "count": 1 }, { "team": "Advanced Intelligent Support", "category": "诊断启动", "count": 2 }, { "team": "Observability & Diagnostics Service", "category": "产出物迭代", "count": 1 }, { "team": "Global Control", "category": "Ad hoc 查询", "count": 3 }, { "team": "Global Control", "category": "流程控制/确认", "count": 1 }, { "team": "Global Control", "category": "背景补充", "count": 1 }, { "team": "Technical Account Management", "category": "Ad hoc 查询", "count": 2 }, { "team": "Technical Account Management", "category": "解释追问", "count": 2 }, { "team": "Engineering Mission Pods", "category": "产出物迭代", "count": 1 }, { "team": "(unknown)", "category": "Ad hoc 查询", "count": 1 }, { "team": "(unknown)", "category": "产出物迭代", "count": 1 }, { "team": "(unknown)", "category": "流程控制/确认", "count": 2 }, { "team": "(unknown)", "category": "背景补充", "count": 1 }, { "team": "(unknown)", "category": "诊断启动", "count": 2 } ], "user_behavior_quadrant": [ { "user_email": "cherubin.j@pingcap.com", "x": 1, "y": 0.0, "cost": 0.1418, "mode": "低频低轮次" }, { "user_email": "chunlu.zhang@pingcap.com", "x": 0, "y": 0.0, "cost": 0.0, "mode": "低频低轮次" }, { "user_email": "cong.cao@pingcap.com", "x": 1, "y": 0.0, "cost": 0.4356, "mode": "低频低轮次" }, { "user_email": "jianghongmei@pingcap.com", "x": 1, "y": 0.0, "cost": 0.6444, "mode": "低频低轮次" }, { "user_email": "kentaro.kitagawa@pingcap.com", "x": 1, "y": 5.0, "cost": 3.2632, "mode": "低频高轮次" }, { "user_email": "lingtao.li@pingcap.com", "x": 1, "y": 0.0, "cost": 0.6245, "mode": "低频低轮次" }, { "user_email": "looperth.wong@pingcap.com", "x": 1, "y": 1.0, "cost": 0.1339, "mode": "低频低轮次" }, { "user_email": "nicole.li@pingcap.com", "x": 1, "y": 22.0, "cost": 2.8441, "mode": "低频高轮次" }, { "user_email": "nizheming@pingcap.com", "x": 1, "y": 1.0, "cost": 0.1808, "mode": "低频低轮次" }, { "user_email": "oliver.sheng@pingcap.com", "x": 7, "y": 1.4286, "cost": 7.7542, "mode": "高频低轮次" }, { "user_email": "shaoxiqian@pingcap.com", "x": 6, "y": 1.5, "cost": 1.9565, "mode": "高频低轮次" }, { "user_email": "shigeyuki.fujishima@pingcap.com", "x": 2, "y": 0.0, "cost": 0.6377, "mode": "高频低轮次" }, { "user_email": "takahiko.miyasaka@pingcap.com", "x": 3, "y": 6.3333, "cost": 8.6035, "mode": "高频高轮次" }, { "user_email": "wai.ho@pingcap.com", "x": 2, "y": 2.0, "cost": 0.5382, "mode": "高频低轮次" }, { "user_email": "wenxuan.zhang@pingcap.com", "x": 5, "y": 1.8, "cost": 4.3735, "mode": "高频低轮次" }, { "user_email": "yahonda@pingcap.com", "x": 1, "y": 24.0, "cost": 3.4098, "mode": "低频高轮次" }, { "user_email": "yangkexin.liang@pingcap.com", "x": 1, "y": 1.0, "cost": 0.9555, "mode": "低频低轮次" }, { "user_email": "yikai.puah@pingcap.com", "x": 1, "y": 2.0, "cost": 0.1885, "mode": "低频低轮次" }, { "user_email": "yu.zheng@pingcap.com", "x": 1, "y": 0.0, "cost": 2.391, "mode": "低频低轮次" }, { "user_email": "zhitao.chen@pingcap.com", "x": 3, "y": 0.6667, "cost": 0.6074, "mode": "高频低轮次" } ] }, "workspace_changes_ref": "workspace_changes.json" }