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AI for customer support2 min read

AI customer service: automation and human review

By Shraddha Agarwal · How we write our guides

What AI can automate

Automation works when the answer comes from a known source and the next step is already approved.

Customer asksThe AIEvidence it needs
“Are you open on Friday?”Answers from your hoursCurrent opening hours
“Where is my order?”Looks up the statusA matched customer and order
“Can I book tomorrow?”Takes the booking requestYour services and booking rules
“Can you waive this charge?”Passes it to your teamA person with authority

Good first jobs:

  • product details and opening hours;
  • order and booking status;
  • qualifying questions with set fields;
  • appointment confirmations and reminders.

An AI reply agent should never invent a policy or promise a refund it cannot issue. Writing a reply and completing an action are separate jobs.

Chatbot or conversational AI?

A chatbot is the interface, and it may run on fixed menus with no AI at all. Conversational AI understands a request and replies across several turns. For either, ask what evidence it uses, what it may do and when it stops.

What the agent needs to know

QuestionSource
Policies, products, hoursYour knowledge base
A specific order, booking or accountLive records
What the customer already saidThe conversation

The conversation adds context, but it never overrides a policy. The grounding guide shows how to test whether a reply used the right source.

When a person should take over

  • an exception to a refund, price or delivery policy;
  • a complaint that disputes the facts;
  • a safety, legal, financial or medical question;
  • conflicting records, or a customer you cannot match;
  • any commitment outside what the AI is allowed to do.

Set the boundary by the action and its impact, not by the model's confidence. A model can be confident about something it has no authority to do.

How Otobiz passes a chat to your team

Two things trigger it:

SituationWhat happens
The AI lacks the answerIt asks one question or says the team will check; a second miss goes to a person
A request for a person, a refund, a payment dispute, or a legal or medical questionDraft held; the customer is told your team will reply, and the AI stops

In the shared inbox, the chat shows a Needs a person badge. A reply from your team takes over by default, and Take and Release let a person claim the chat or return it to the AI.

The customer stays in one thread and never repeats the request.

What to measure

Measure completed jobs, not messages sent:

  • time to the first useful answer;
  • conversations resolved without reopening;
  • chats passed to a person, and why;
  • failed actions, and whether anyone saw them;
  • satisfaction on completed conversations.

Conversation analytics shows volume, response time and recurring topics. Revenue and refunds need your business records.

How to test a system

Run four scenarios with your own information:

  • a routine question;
  • a question your sources cannot answer;
  • a customer-specific status check;
  • a request that needs discretion.

For each, check the reply, its source, the action and where it stopped. The platform checklist covers ownership, consent and data export.

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