Review analytics

Understand the feedback behind your reviews.

Explore review themes and response activity to better understand what customers are sharing. Analytics help with observation; they do not promise a particular business outcome.

Human review before publishing
Illustrative review themesConcept visual · no real statistics
Service
Product or experience
Response activity
Review suggestions and approve before publishing
Features

Turn review activity into a clearer conversation.

Review analytics gives your team a way to look across feedback and response activity. Use what you learn to ask better questions, notice recurring topics and decide what deserves attention.

Explore feedback without overclaiming

  • Notice topics customers mention in reviews.
  • Review response activity alongside customer feedback.
  • Use observations to guide your next discussion.
Review analytics

A careful way to read the signals

01

Choose a time or topic

Focus on the feedback you want to understand.

02

Review the pattern

Look for recurring themes without assuming why they occur.

03

Read examples in context

Return to individual reviews to understand nuance.

04

Decide what to explore

Use findings as prompts for discussion, not guarantees.

Use cases

Questions analytics can help you explore

What topics appear in feedback?

Compare the themes customers choose to mention, then read reviews to understand the details.

How is response activity changing?

Review response activity over time and use it to ask whether your workflow needs attention.

Frequently asked questions

Analytics questions

AIRespond

Make room to understand customer feedback.

Explore review and response activity with a clear view of what the data can and cannot tell you.

Get started with AIRespond