使用 AI 自動化 IT Ticket Triage

Most IT managers think they have a staffing problem when they actually have a routing problem. Triage is the ultimate 'low-value' task that humans are surprisingly bad at because of alert fatigue and subjective bias. By the time a human reads a ticket, categorizes it, and clicks 'assign,' 20 minutes of your SLA have already evaporated. AI handles this in milliseconds. However, here is the honest truth: AI triage is only as good as your documentation. If your internal 'Knowledge Base' is a scattered mess of Google Docs, the AI will struggle to suggest the right resolutions. You don't need a massive team to fix your IT backlog; you need a clean data structure and an LLM that knows who handles what. My recommendation? Don't let the AI close tickets immediately. Start by letting it handle the 'initial touch'—tagging and routing. Once your accuracy hits 95% on the sorting, then you can move toward automated 'Level 0' self-service resolutions for simple tasks like password resets and software access.