An AI-driven first-response workflow for IT helpdesks — acknowledges incoming requests, asks targeted clarifying questions, and routes only the cases that truly need a human.
Outcome: ~30% of Tier-1 IT inquiries resolved without human handoff. Reduced back-and-forth on the rest, and faster time-to-resolution overall.
Problem
IT teams were losing time because tickets arrived with too little detail. Every Tier-1 ticket triggered a manual round-trip just to discover what the user actually needed.
Solution
Automatic first-response email on ticket creation
AI-generated clarifying questions tailored to the issue category
User reply tracking and structured data extraction
IT notification only after the ticket reaches a useful state
Routing to self-serve resolution when the AI can answer confidently
Tech stack
LLM-backed email workflow with prompt design tuned for clarification (not premature resolution), state tracking across user replies, and webhook integration into the existing ticketing system.