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Support Ticket Deflection & Knowledge Gap Analysis
Executive Summary: Natural language processing (NLP) analysis of 17,500 enterprise customer support tickets identified 20 systematic documentation gaps driving repeat tier-1 support contacts. Implementing targeted diagnostic and configuration guides resulted in an estimated annual savings of 875+ support engineering hours.
1. Ticket Classification & Clustering
| Topic Cluster | Volume | % Total | Primary Root Cause | Targeted Documentation Deliverable |
| Case Queue Routing | 4,210 | 24.1% | Misconfigured assignment rules. | Cases Stuck in Queue: 6-Step Troubleshooting Guide |
| Document Intake OCR | 3,150 | 18.0% | Unclear confidence threshold settings. | AI-Assisted Document Intake: Setup & Configuration Manual |
| EDI Level 5 SNIP Edits | 2,840 | 16.2% | Lack of mapping for cache codes. | Encounter Processing Engine: Cache Code Sets Reference |