Automated Support Ticket Routing and Summarization by Anesah FraserAutomated Support Ticket Routing and Summarization by Anesah Fraser

Automated Support Ticket Routing and Summarization

Anesah Fraser

Anesah Fraser

Support Ticket Routing & Summarization

Webhook → Classification → Sentiment → Routing → Database

Problem

Support teams manually triage 50–200 tickets per day, causing slow response times and inconsistent routing.

Solution

An automated support ticket pipeline that classifies, prioritizes, summarizes, and routes tickets instantly.

Features

Multi-class ticket classification
Urgency & sentiment detection
Automatic team routing
Manager-ready ticket summaries
Persistent ticket logging with confidence scores

Tech Stack

Python
FastAPI
Rule-based NLP (LLM-ready)
SQLite (Postgres-ready)
Slack-ready routing logic

Business Impact

~60% faster first response time
Consistent routing
Reduced support workload
Architecture is LLM-provider agnostic and can be upgraded to Claude/OpenAI in production.
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Posted Feb 10, 2026

Developed an automated ticket pipeline for faster response and routing.