Sentiment Analysis

Sentiment Analysis helps you understand how customers feel during their conversations with AI. Once enabled, the system evaluates the emotional tone of each completed conversation and assigns one of the following levels:

  • Strongly Negative

  • Slightly Negative

  • Neutral

  • Slightly Positive

  • Strongly Positive

For negative experiences, it also identifies the main reason behind the sentiment (e.g., product complaints, delivery delays, pricing concerns, service dissatisfaction). This makes it easy to see what is driving frustration and where improvements will have the most impact.


1. Define Sentiment Reasons

Create and manage sentiment reasons in:

Settings → AI & Automation → Sentiment Analysis

Each reason can include:

  • Name — the category

  • Description — guidance for AI classification (optional)

  • Channels — limit the reason to specific channels (optional)

Example reasons:

Reason Name
Description

Customer Service

Issues with service quality, response times, or agent behavior

Product

Problems with product quality, features, or functionality

Price/Value

Concerns about pricing, perceived value, discounts

Shipping/Delivery

Delays, damaged packages, tracking issues

Returns/Refunds

Issues with the refund or return process

Payments/Checkout

Billing problems or checkout failures

Other

Anything not covered by the above categories


2. Automatic Classification

After each conversation is closed/resolved or handed off:

  • The system analyzes the overall emotional tone

  • Assigns a sentiment level

  • Applies the most relevant sentiment reason

Sentiment Levels:

  • Strongly Negative

  • Slightly Negative

  • Neutral

  • Slightly Positive

  • Strongly Positive


Analytics

Sentiment performance is available in:

Metrics → Sentiments

Two insights views:

Customer Sentiment

A stacked chart showing how conversations distribute across sentiment levels over time.


Negative Sentiment Reasons

Breaks down negative conversations by the reason assigned.

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