---
Title: "Best AI Systems for Ticket Deflection: How to Choose"
Url: "https://computer.io/answers/what-are-the-best-ai-systems-for-ticket-deflection"
Topic: "AI in support"
Description: "The best AI systems for ticket deflection resolve requests, not just suggest articles. Compare AI agents, smart help centers and in-product help."
---

# 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

| Type | How it deflects | Limitation |
|---|---|---|
| Article suggestions | Shows help content as the customer types | Customer still has to solve it |
| FAQ chatbot | Answers from the knowledge base | Can't act on accounts |
| AI agent | Answers and completes tasks via integrations | Needs good data and guardrails |
| In-product help | Context-aware tips and fixes | Only 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.

## FAQ

### What is ticket deflection?

Ticket deflection is resolving a customer's question through self-service or AI so it never becomes a ticket for a human agent.

### What is a good ticket deflection rate?

It varies widely by product and channel. Focus on true resolution and CSAT rather than a target deflection number.

### How do I increase ticket deflection?

Improve knowledge content, add an AI agent that can take actions, place help where questions arise, and close gaps found in transcripts.

## Related terms

- [Ticket deflection](https://computer.io/glossary/ticket-deflection)
- [Deflection rate](https://computer.io/glossary/deflection-rate)
- [AI resolution rate](https://computer.io/glossary/ai-resolution-rate)
- [Which metric measures the percentage of tickets avoided due to AI or self-service?](https://computer.io/answers/which-metric-measures-tickets-deflected-by-ai)

## How Computer helps

- [Customer agent](https://devrev.ai/solutions/customer-agent)

## Compare

- [Devrev vs intercom](https://devrev.ai/compare/devrev-vs-intercom)
- [Devrev vs zendesk](https://devrev.ai/compare/devrev-vs-zendesk)
- [Devrev vs salesforce](https://devrev.ai/compare/devrev-vs-salesforce)

## Further reading

- [Ticket deflection](https://devrev.ai/blog/ticket-deflection)
- [Autonomous customer service](https://devrev.ai/blog/autonomous-customer-service)
- [Zendesk ai vs computer](https://devrev.ai/blog/zendesk-ai-vs-computer)