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  "tagline": "ML clustering detects near-duplicates across entities using fuzzy matching on multiple features. Gemini reads line items to distinguish true",
  "body": "# Duplicate Invoice Detector\n\n> A-2203 • Accounts Payable\n\n## Overview\n\n- **Persona:** AP Manager\n- **Department:** finance\n- **Objective:** ML clustering detects near-duplicates across entities using fuzzy matching on multiple features. Gemini reads line items to distinguish true duplicates from legitimate recurring invoices. so the AP Manager can move the Duplicate detection rate KPI.\n\n## KPI summary\n\n- **Duplicate detection rate**: 60% (manual) → 99%\n- **False positives**: High (blocks legit) → < 5%\n- **Duplicate payments prevented**: $200K/year leaked → Near-zero\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/index.md)\n- [Source Documents](/documents/index.md)\n- [Claims](/claims/index.md)\n- [Policies](/policies/index.md)\n- [Proof Obligations](/proof-o",
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