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  "body": "# Changeover Time Optimization Agent\n\n> M-5104 • Production & Shop Floor\n\n## Overview\n\n- **Persona:** Production Supervisor\n- **Department:** manufacturing\n- **Objective:** Cut average changeover time from 47 minutes to 28 minutes and reduce changeovers exceeding standard from 35% to 9% by correlating Siemens Opcenter MES machine_events and SAP S/4HANA PP work_center_confirmations against crew- and product-family-level benchmarks in BigQuery, then recommending changeover-family-aware resequencing of the SAP S/4HANA PP planned process_orders sequence.\n\n## KPI summary\n\n- **Average changeover time**: 47 min → 28 min\n- **Changeovers exceeding standard**: 35% → 9%\n- **Weekly capacity recovered**: 0 hrs → 11 hrs\n\n## Contents\n\n- [Playbook — role, scope, guardrails](/playbook.md)\n- [Source Systems](/systems/index.md)\n- [Data Entities](/tables/index.md)\n- [Agent Tools](/tools/index.md)\n- [Workflow Stages](/workflow/index.md)\n- [Query Capabilities](/queries/index.md)\n- [Eval Scenarios](/tests/in",
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