What are the best AI systems for ticket deflection?

The best AI systems for ticket deflection are AI agents that resolve requests end to end using your knowledge and business systems, not just suggest help articles. Look for grounding in live data, the ability to take approved actions, easy handoff to humans, and reporting on true resolution, not just avoided tickets.

Types of AI deflection systems

TypeHow it deflectsLimitation
Article suggestionsShows help content as the customer typesCustomer still has to solve it
FAQ chatbotAnswers from the knowledge baseCan’t act on accounts
AI agentAnswers and completes tasks via integrationsNeeds good data and guardrails
In-product helpContext-aware tips and fixesOnly covers in-app issues

Evaluation checklist

  • Measured resolution rate on your own historical tickets
  • Connections to order, billing, CRM and product data
  • Approval rules for refunds and account changes
  • Reopen rate and CSAT on AI-handled conversations
  • How quickly it learns from new content and agent corrections

A note on “deflection”

Deflection counts contacts that didn’t reach an agent. It can look good while customers give up. Track resolution and reopen rates alongside it.

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