{ "date": "2026-08-16", "timezone": "Asia/Shanghai", "window_start": "2026-08-16T00:00:00+08:00", "window_end": "2026-08-17T00:00:00+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": 8.578, "total_acp_interactions": 13, "active_users": 3, "workspace_count": 9, "created_workspace_count": 7, "new_workspace_count": 7, "updated_existing_workspace_count": 3, "changed_workspace_count": 10, "message_count": 34, "user_message_count": 13, "assistant_message_count": 21, "unknown_user_count": 0, "unknown_cost": 0.0 }, "teams": [ { "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "team": "Data Integration", "cost": 4.7731, "acp_interactions": 8, "workspace_count": 7, "active_users": 1, "message_count": 24, "user_message_count": 8, "cost_per_ws": 0.6819, "cost_per_acp": 0.5966, "acp_per_ws": 1.1429, "message_per_ws": 3.4286, "message_per_acp": 3.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "team": "Global Control", "cost": 3.0832, "acp_interactions": 4, "workspace_count": 1, "active_users": 1, "message_count": 16, "user_message_count": 8, "cost_per_ws": 3.0832, "cost_per_acp": 0.7708, "acp_per_ws": 4.0, "message_per_ws": 16.0, "message_per_acp": 4.0, "correction_message_ratio": null }, { "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "team": "Intelligent Support", "cost": 0.7217, "acp_interactions": 1, "workspace_count": 1, "active_users": 1, "message_count": 2, "user_message_count": 1, "cost_per_ws": 0.7217, "cost_per_acp": 0.7217, "acp_per_ws": 1.0, "message_per_ws": 2.0, "message_per_acp": 2.0, "correction_message_ratio": null } ], "users": [ { "user_email": "jiangjianyuan@pingcap.com", "name": "蒋建元", "en_name": "", "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "team": "Data Integration", "mapping_source": "investibook-usage-team-overrides.csv", "cost": 4.7731, "acp_interactions": 8, "workspace_count": 7, "message_count": 24, "user_message_count": 8, "channel_breakdown": { "lark": 8 }, "frequency_bucket": "高频", "depth_bucket": "低轮次", "behavior_mode": "高频低轮次", "avg_acp_per_ws": 1.1429 }, { "user_email": "fangdong.jia@pingcap.com", "name": "贾仿栋", "en_name": "Fangdong Jia", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "team": "Global Control", "mapping_source": "pingcap_members_by_team.csv", "cost": 3.0832, "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": "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": 0.7217, "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 } ], "message_categories": [ { "category": "Ad hoc 查询", "user_message_count": 7, "share": 0.538462, "estimated_cost_by_turn": 4.6189, "estimated_cost_by_output_weight": null, "avg_user_chars": 43.0, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" }, { "category": "诊断启动", "user_message_count": 6, "share": 0.461538, "estimated_cost_by_turn": 3.9591, "estimated_cost_by_output_weight": null, "avg_user_chars": 41.0, "avg_next_assistant_chars": null, "classification_method": "rule_based_keywords_v2" } ], "unmatched_users": [], "top_changed_workspaces": [ { "workspace_id": "ws-1780366521923-9530bc4bb", "title": "未命名工作空间", "workspace_lifecycle": "updated_existing", "user_email": "fangdong.jia@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 3.0477, "message_count": 8, "user_message_count": 4 }, { "workspace_id": "lark-ws-5b2f701f-41cc-4a76-814f-c2c2a07e0611", "title": "Lark O11Y-2639104", "workspace_lifecycle": "new", "user_email": "jiangjianyuan@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "scenario_group": "non_diagnosis", "scenario_category": "support_case_triage_or_customer_response", "cost": 1.3341, "message_count": 6, "user_message_count": 2 }, { "workspace_id": "ws-1786814775867-3c75faec5", "title": "APID-29356", "workspace_lifecycle": "new", "user_email": "wai.ho@pingcap.com", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "scenario_group": "unknown", "scenario_category": null, "cost": 0.7217, "message_count": 2, "user_message_count": 1 }, { "workspace_id": "lark-ws-668ea23b-f874-44bd-a7f7-92aa5ee98d89", "title": "Lark O11Y-2639077", "workspace_lifecycle": "new", "user_email": "jiangjianyuan@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "scenario_group": "non_diagnosis", "scenario_category": "support_case_triage_or_customer_response", "cost": 0.7051, "message_count": 3, "user_message_count": 1 }, { "workspace_id": "lark-ws-0dbcfdc2-f4b7-48d3-8729-2881f91db076", "title": "Lark O11Y-2639084", "workspace_lifecycle": "new", "user_email": "jiangjianyuan@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "scenario_group": "non_diagnosis", "scenario_category": "support_case_triage_or_customer_response", "cost": 0.6965, "message_count": 3, "user_message_count": 1 }, { "workspace_id": "lark-ws-f6191b1b-af4e-48ce-8d03-45df966a36f6", "title": "Lark O11Y-2639074", "workspace_lifecycle": "new", "user_email": "jiangjianyuan@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / 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"user_message_count": 1 }, { "workspace_id": "lark-ws-259dd892-5d40-4760-9f0d-76d8ef5a2e25", "title": "Lark O11Y-2638451", "workspace_lifecycle": "updated_existing", "user_email": "jiangjianyuan@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "scenario_group": "non_diagnosis", "scenario_category": "support_case_triage_or_customer_response", "cost": 0.4427, "message_count": 3, "user_message_count": 1 }, { "workspace_id": "ws-1780366521923-9530bc4bb", "title": "未命名工作空间", "workspace_lifecycle": "updated_existing", "user_email": "fangdong.jia@pingcap.com", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "scenario_group": "diagnosis", "scenario_category": "storage_or_io_bottleneck", "cost": 0.0355, "message_count": 8, "user_message_count": 4 } ], "charts": { "daily_cost_acp": [ { "date": "2026-08-16", "cost": 8.578, "acp_interactions": 13, "workspace_count": 9, "active_users": 3 } ], "team_cost_bar": [ { "team": "Data Integration", "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "cost": 4.7731, "acp_interactions": 8, "workspace_count": 7, "active_users": 1 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "cost": 3.0832, "acp_interactions": 4, "workspace_count": 1, "active_users": 1 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "cost": 0.7217, "acp_interactions": 1, "workspace_count": 1, "active_users": 1 } ], "team_ratio_scatter": [ { "team": "Data Integration", "team_path": "Engineering Group / Service Orchestration Engineering / Data Integration", "x": 1.1429, "y": 0.5966, "size": 7, "cost": 4.7731 }, { "team": "Global Control", "team_path": "Engineering Group / Service Orchestration Engineering / Global Control", "x": 4.0, "y": 0.7708, "size": 1, "cost": 3.0832 }, { "team": "Intelligent Support", "team_path": "Engineering Group / Global Support Intelligence / Intelligent Support", "x": 1.0, "y": 0.7217, "size": 1, "cost": 0.7217 } ], "message_category_stack": [ { "team": "Data Integration", "category": "Ad hoc 查询", "count": 5 }, { "team": "Data Integration", "category": "诊断启动", "count": 3 }, { "team": "Global Control", "category": "Ad hoc 查询", "count": 4 }, { "team": "Global Control", "category": "诊断启动", "count": 4 }, { "team": "Intelligent Support", "category": "诊断启动", "count": 1 } ], "user_behavior_quadrant": [ { "user_email": "fangdong.jia@pingcap.com", "x": 1, "y": 4.0, "cost": 3.0832, "mode": "低频高轮次" }, { "user_email": "jiangjianyuan@pingcap.com", "x": 7, "y": 1.1429, "cost": 4.7731, "mode": "高频低轮次" }, { "user_email": "wai.ho@pingcap.com", "x": 1, "y": 1.0, "cost": 0.7217, "mode": "低频低轮次" } ] }, "workspace_changes_ref": "workspace_changes.json" }