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SaaS10 weeks

AI-Assisted Support Triage

Applied machine learning that routes and drafts responses for inbound support tickets, with a human always in the loop.

Client & Context

SaaS engagement, 10 weeks in scope.

Technical Challenge

Support volume was outpacing headcount, and generic chatbot deflection was hurting satisfaction scores.

Engineering Solution

Built a triage model trained on the client's own resolved-ticket history, routing tickets to the right specialist and drafting a first-pass reply for review rather than replacing the agent.

Quantifiable Impact
  • First-response drafts generated for every routine ticket
  • Routing accuracy validated against 12 months of historical tickets
  • Human reviewer stays the final approver on every reply
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