The handoff is the moment customers judge your AI. A fast, wrong answer followed by a clumsy transfer ("Please describe your issue") feels worse than no AI at all. A clean handoff, where the person who picks up already knows what's going on, makes the whole system feel competent.
Hand off on rules, not on failure
Many setups only hand off when the AI gives up. Better setups decide in advance when a person should step in. Common rules:
- The customer asks for a person. Always honour it, immediately.
- Money above a threshold. Refunds, credits or custom quotes over a set value.
- Sensitive topics. Medical, legal or financial advice; complaints; anything involving safety.
- Frustration. Repeated questions, strong language, or "this is the third time".
- High value. A large basket or a known VIP customer.
- No confident source. The agent couldn't find an approved answer.
In LiveCart these are steps in an AI Studio workflow, so you can see and test them.
Pass the context, every time
The person who picks up should never need to ask what's already been said. Send:
- The transcript, in full.
- A two- or three-line summary: what the customer wants and what's been tried.
- The reason for the handoff, such as "refund over $200".
- Customer and order details: name, channel, order number, product.
That's what handoff with context means in practice.
Tell the customer what's happening
A handoff message should say three things: a person is taking over, roughly when, and that they don't need to repeat themselves.
"I'm passing this to Priya on our team, who can approve the refund. She'll reply here within about 15 minutes and can see everything we've discussed."
If nobody's online, say so honestly and offer the next best option: a reply by a specific time, or a scheduled call.
Route to the right person
Send handoffs where they can be solved: returns to the returns team, trade enquiries to sales, VIPs to their usual advisor. Round-robin is fine for general queues, but ownership beats speed for important customers.
Let the AI take it back
After a person resolves the tricky part, routine follow-ups such as "When will the refund arrive?" can go back to the agent. That keeps your team on the work only they can do.
Measure handoffs, then reduce the avoidable ones
Track:
- Handoff rate overall and by reason
- Time to first human reply after handoff
- Handoffs that a document could have answered
The last one is your to-do list. Each time the agent hands off because a source was missing, add the source. Over a few weeks, avoidable handoffs fall and the ones that remain are the ones that genuinely need a person.




