1. Hand off whenever the customer asks
If a customer types "talk to a person", they should get one — immediately, from the first message, whatever the bot's confidence in its own answer. Refusing or deflecting that request is the fastest way to turn a minor question into a complaint.
2. Hand off when the bot isn't confident
Each answer should carry a confidence score. Below the threshold you set, the bot should say it doesn't know and pass the conversation on, rather than guess. Set that threshold per topic: stricter for billing and refunds, looser for low-stakes how-tos.
3. Never automate the topics that need judgment
Some conversations should go to a person no matter how confident the bot is: cancellations tied to a retention conversation, safety complaints, legal or compliance questions. Mark them never-automate so they skip the bot's judgment entirely.
4. Send the full context with the handoff
The agent who picks up should be able to reply usefully in their first message. That means the handoff carries:
- The full transcript of the conversation so far
- The customer record — who they are, their plan or recent orders
- What the bot already tried, and which articles it cited
- Why it escalated: low confidence, a never-automate topic, or a direct request
5. Route it to the right person, not a generic queue
Route by topic: billing questions to whoever handles billing, technical issues to the team that can fix them, sales questions to a rep. A handoff that lands in the right place first time cuts the wait between escalation and a useful reply. Set this up once your thresholds are stable and you know which topics tend to escalate.
6. Be honest about the wait
If no one is online, say so and say when someone will reply, rather than leaving the customer staring at a typing indicator. Offer to continue by email so the conversation survives the customer closing the tab.
7. Keep it one conversation
The best handoffs don't feel like a transfer at all — the bot and your team work in the same widget and the same inbox, so the customer stays in one thread and the agent sees everything above their first reply. Tools that run the chatbot and live chat as separate products tend to break this.
8. Review escalations every week
Escalated conversations tell you where the bot's knowledge ends. A topic that keeps escalating with different phrasings is a missing article; a topic that escalates even when the bot was confident probably has a threshold set too tight. Adjust, then watch the next week's numbers.