AI Agents Deflect 42% of Support Tickets

Deployed retrieval-augmented assistants connected to knowledge base and ticketing to resolve common issues automatically.

Support agent dashboard with AI insights

Overview

We integrated an RAG pipeline with the help center, Slack, and the ticketing platform.

Approach

  • Indexing with embeddings + guardrails
  • Evaluation in staging with real transcripts
  • Hand-off to human for edge cases

Outcome

Support teams focus on complex issues while common requests are handled by AI assistants.

Impact

  • Ticket deflection: 42%
  • First-response time: -58%
  • CSAT: +11pt