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  "body": "# Specification Standardization Agent\n\n> A-1211 • Strategic Sourcing\n\n## Overview\n\n- **Persona:** Category Manager\n- **Department:** procurement\n- **Objective:** Gemini reads engineering specs and understands that '316L stainless, 2mm wall, 150mm OD' and 'SS316L seamless tube, NPS 6, Sch 10S' are the same part described differently. LLM reasons about whether differences are functionally meaningful: 'Plant A requires FDA-compliant surface finish, Plant B does not — these cannot be consolidated.' so the Category Manager can move the Spec clusters identified KPI.\n\n## KPI summary\n\n- **Spec clusters identified**: Manual review → Automated across all BUs\n- **Volume leverage from consolidation**: Unknown fragmentation → 15-25% addressable\n- **Unique part numbers reduced**: Baseline → 20-30% reduction\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](/",
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