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How to set up ai agents for ticket routing

How to set up ai agents for ticket routing — answered from your own docs. How Chatref – AI-Powered Help Desk Software teams use Chatref (ai agents, ai agents) t

Chatref Team5 min read / Updated June 25, 2026

Setting up an AI agent for ticket routing with Chatref – AI-Powered Help Desk Software means training a bot on your help docs, embedding the widget, and letting it resolve common questions automatically while escalating complex ones to your team. It cuts repeat tickets and frees your support staff for high-value work.

Before you start

You need three things before you can route tickets through an AI agent:

  • A Chatref account (sign up at app.chatref.ai – $50 in free credit, no card required)
  • Help content to train the agent – PDFs, a help-centre URL, or sitemap of your knowledge base
  • Access to the website or app where you will embed the widget

The agent will answer directly from your content. It does not search the web or guess, so the quality of its routing depends on the completeness of your knowledge base. If a user asks a question that has no matching source, the agent will flag it for human review rather than fabricate a response.

Step-by-step setup

  1. Add your knowledge base. After logging in, navigate to the Knowledge section and upload your help docs, point to your public documentation URL, or submit a sitemap. Chatref indexes your content in the background – no coding work needed.

  2. Create an agent for ticket routing. Under Agents, click “New agent.” Give it a name like “Support” and set the primary colour to match your brand. The agent’s personality will automatically reflect the tone of your source content, so make sure your help docs are consistent and customer-friendly.

  3. Test the agent in the playground. Use the built-in chat playground to ask the questions your team sees most – password resets, billing queries, integration hiccups. Verify the agent pulls the correct answer from your docs and does not invent details. If an answer misses the mark, the playground shows which source was used; you can then improve the content in your knowledge base.

  4. Embed the widget on your site. Copy the snippet from the Embed tab and paste it above the closing </body> tag on your help desk pages, login portal, or entire site. The widget loads instantly and starts answering questions from your content right where users need it.

  5. Set escalation rules (handoff). By default, the agent handles queries it can answer confidently. When it encounters a question with low confidence or outside its training, it tells the user a team member will follow up. Those conversations appear in your Chatref dashboard, where you or your team can pick up the thread with full context. You do not need to write routing policies – the agent escalates automatically based on content relevance.

  6. Refine with insights. As the agent fields tickets, Chatref auto-tags conversations by topic and sends weekly digest emails that highlight the most common unresolved questions. Use this insight to strengthen your knowledge base, which directly improves the agent’s routing accuracy.

Check it works

After embedding, simulate real traffic:

  • Ask a question that your docs cover thoroughly. The agent should reply with a clear, sourced answer in a few seconds.
  • Ask a deliberately ambiguous question that falls outside your documentation. The agent should not guess – instead, it will state that it cannot help and offer to connect you with the team. Check your dashboard to confirm the conversation appears for review.
  • Repeat the test across a few topics (billing, setup, permissions) to ensure no edge cases are missed.

If any response looks off, revisit the knowledge base and add or clarify the relevant article. The playground lets you re-test immediately with the updated content.

Common issues

The agent gives a wrong or incomplete answer. This usually means the source document does not contain the full information, or it uses language that differs from how customers phrase the question. Rewrite the help article to include the exact terminology users type in chat. Re-index and test again.

The agent never escalates to a human. The confidence threshold is internal and not adjustable, but if your content is very broad, the agent may find a partial match for nearly every question, even when a handoff is more appropriate. Fix this by adding a “When to contact support” section in your knowledge base that explicitly lists scenarios the bot cannot handle. The agent will learn to trigger escalation for those topics.

The widget does not appear on your site. Confirm the snippet is placed on a live page with the correct origin allowlist setting. Make sure the agent is published (not in draft mode). Check the browser console for CSP or mixed-content errors if your site is on HTTPS but the snippet refers to HTTP.

Escalated conversations are not being picked up by your team. The Chatref dashboard does not send push notifications; you need to check it periodically or set up email alerts via the team settings. In the meantime, the widget informs users that someone will get back to them, preventing frustration from silence.

FAQ

What causes ticket routing problems for Chatref – AI-Powered Help Desk Software?

Most routing issues stem from the knowledge base: outdated or missing articles lead the agent to answer incorrectly, while overly broad content can prevent it from escalating. Another common cause is that customers phrase questions differently than your documentation, so the agent cannot match them. Chatref insights help by highlighting the phrases and topics that trigger the most escalations, showing you exactly where to improve your content.

How do I improve ticket routing for Chatref – AI-Powered Help Desk Software?

Start with the insights digest to identify the top unresolved topics. Update your knowledge base to cover those areas with clear, step-by-step answers. Then use the playground to test each scenario and validate the routing behaviour. Regularly monitor conversation tags for new patterns and adjust your docs accordingly. This feedback loop – insights → content updates → test – makes the agent’s routing more accurate over time with no configuration changes needed.

Put this into practice

Chatref answers your customers from your own content, day and night. Add it to your site and go live in minutes – free to start.

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