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How to set up ai agents for escalation handoff

How to set up ai agents for escalation handoff — answered from your own docs. How Antivirus Software Support teams use Chatref (ai agents, ai agents) to solve i

Chatref Team3 min read / Updated June 25, 2026

When an AI agent can’t resolve a stuck scan, a false-positive alert, or a licensing question, escalation handoff lets your human team step into the same conversation with full context. You enable handoff per Chatref agent, define triggers, and connect a shared inbox so no customer gets stranded without a real person.

Before you start

You need a Chatref account topped up with credit, an AI agent already trained on your antivirus support docs (setup guides, troubleshooting articles, malware removal steps), and that agent embedded on your site. At least one team member must be assigned to monitor the inbox. Escalation is especially important for antivirus software support, where issues like false-positives or license-activation errors often need human judgment or account verification. See Antivirus Software Support for how the platform fits your workflow.

Step-by-step setup

  1. Open your agent’s settings. From the Chatref dashboard, select the agent you use for antivirus support, then click Settings.
  2. Enable handoff. Go to Handoff & Inbox and toggle the feature on. This places a “connect to a human” option in the widget and sends qualifying conversations to your shared inbox.
  3. Choose escalation triggers. Set the AI confidence threshold (start at 70%). Conversations where the agent’s confidence drops below this level auto-escalate. Also enable User requests a human so customers can explicitly ask for a person.
  4. Assign your team. In the inbox settings, add team members who will respond to antivirus escalations. They get real-time visibility when a handoff happens.
  5. Tag escalations for later insight. Turn on automatic conversation-tagging. Chatref’s insights feature will later show which topics escalate most often—like virus-detection failures or billing disputes—so you can close knowledge gaps.
  6. Save and let it run. The agent now tracks confidence, hands off low-certainty chats, and passes the full conversation history to your team.

Check it works

Simulate a query your agent can’t answer, such as “Why didn’t the scanner catch this ransomware variant?” or type “talk to a human.” Watch the Inbox in real time—the conversation appears with the complete transcript. Reply as a human and confirm the customer sees the response in the widget. Repeat a confident query (one well covered in your docs) to make sure it doesn’t escalate unnecessarily. Run these checks during a quiet period, then monitor for a few days.

Common issues

Escalation never triggers. Your confidence threshold might be too high. Lower it to 60-65% and test again. Also double-check that handoff is toggled on, not just the inbox.

Team doesn’t see new escalations. A team member may not have accepted the inbox invitation. In Inbox > Team, confirm every assigned person is listed and active.

Too many handoffs. This usually means the knowledge base is missing key antivirus content. Check Insights for the most frequent escalation topics (like “license key invalid” or “false positive”) and add or update those articles. Retrain the agent afterward.

Customers get stuck without a human option. Set the agent to always offer a handoff button when confidence falls below the threshold, or enable the user-requested-human trigger. Some widgets also need the handoff UI to be visible in the widget’s design – review your widget settings.

Handoff happens but a human doesn’t reply. If the inbox shows unread escalations but no one is responding, assign an on-duty schedule or trigger mobile notifications outside business hours. For antivirus software support, consider coverage during weekends when malware outbreaks often surge.

FAQ

What causes escalation handoff problems for Antivirus Software Support?

Missing or misconfigured triggers (confidence threshold too aggressive, user-requested handoff disabled), no active team members assigned, or a knowledge base that can’t handle common antivirus scenarios like stuck scans or false-positives. This leads to either no handoffs (customers stuck) or excessive handoffs (team overload). Use Chatref’s insights to identify the exact topics causing friction.

How do I improve escalation handoff for Antivirus Software Support?

Review escalation-frequency reports in Insights and fill the most common gaps in your docs. Adjust the confidence threshold so the agent hands off only when it truly can’t answer. Separate handoff rules for billing/license issues from technical malware cases if your team structure supports it. Finally, ensure someone is always monitoring the inbox during peak attack hours, and set the agent to always offer a human option for high-stakes situations like suspected zero-day complaints.

Put this into practice

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