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DesignLLM flows

Support ticket auto-reply

Sorts a ticket, finds the right runbook, drafts a reply, and hands it to a person when unsure.

The problem

Most tickets are the same few questions — but the rare ones are exactly where an automatic reply does damage.

How it works

  1. 01Classify
  2. 02Retrieve
  3. 03Draft
  4. 04Policy check
  5. 05Send or escalate

What was hard

  • Setting the “hand to a human” threshold from real outcomes, not a guess.
  • Keeping the draft tied to the runbook so it cannot invent a policy.

The goal

Common tickets close with a source attached; unclear ones reach a person with the research done.

This is a design I worked out on paper — the problem, the approach and the trade-offs. It is not a shipped product.

Built with

RAGClassificationAudit log