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  "body": "# Supplier Scorecard Generator\n\n> A-1701 • Supplier Performance\n\n## Overview\n\n- **Persona:** Supplier Relationship Manager\n- **Department:** procurement\n- **Objective:** Automated KPI aggregation with statistical significance testing on performance changes — flags real shifts vs. noise. LLM generates scorecard commentary: 'OTIF dropped from 96% to 89% — driven by a single large order requiring 3 partial shipments due to raw material shortage, not systemic.' so the Supplier Relationship Manager can move the Scorecard cycle time KPI.\n\n## KPI summary\n\n- **Scorecard cycle time**: 5-7 days manual → Automated overnight\n- **KPI data sources**: 3-4 siloed → 12+ integrated\n- **Commentary quality**: Numbers only → Contextual narrative\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 S",
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