AI customer feedback analysis that reads between the lines

AI customer feedback analysis that streamlines every piece of input into actual insights — UserVoice reads free-text feedback, scores sentiment, and clusters by theme automatically, so you see what customers mean, not just what they typed.

Join 70,000+ product innovators already using UserVoice
Feedback analysis · Live
54% positive29% neutral17% negative
"the export button is buried three menus deep"
NavigationNegative
SupportPositive
How It Works

From raw feedback to a clear signal

1Ingest

Every survey response, review, support ticket, and open-text answer flows into UserVoice as it comes in.

2Analyze

AI reads each piece of feedback for theme and sentiment, in context, across every language your customers write in.

3Surface

See the themes driving satisfaction and churn, ranked by volume and account value, without reading a single spreadsheet.

Customer Intelligence

AI groups it, revenue ranks it

When five people mention the same problem, AI groups the language — but UserVoice goes further: every mention is linked to the account behind it and weighted by revenue, so the themes that rise to the top are the ones that matter most.

3 people at Acme Co ask separately
SK
"We need SAML/SSO"
1 vote
MT
"Add single sign-on"
1 vote
PR
"SSO please, blocking our renewal"
1 vote
Linked by account, merged into one theme
Counted once, prioritized right
SSO for enterprise login
Acme Co · $84k ARR3 people, 1 count
What You Get

Everything you need to turn raw feedback into a clear signal

Chat with AI about your data

Ask questions in plain language — "what are our enterprise accounts asking for this quarter?" — and get an answer drawn from your own feedback, without building a report or exporting a spreadsheet.

Theme clustering

Free-text feedback is grouped into themes automatically, so ten ways of saying the same thing become one insight.

Multilingual by default

Analysis runs across dozens of languages, so global feedback rolls up into one view.

From raw feedback to a clear signal, automatically

AI does the reading so your team can spend its time on the deciding.

Theme

See feedback grouped by what it's actually about, not by which channel it came from.

Sentiment

Know whether customers are frustrated, neutral, or delighted about any given theme.

Volume

Weigh a theme by how many customers raised it, not by who raised it loudest.

Trend

Watch sentiment move release over release, so you catch problems while they're still small.

70,000+
product innovators trust UserVoice
30-day
trial to get your team started
SOC 2 Type II
Certified, out of the box

Comparing AI feedback analysis tools?

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Integrations

UserVoice works out-of-the-box with what you already use

Fullstory integration logo
Dragonboat integration logo
Salesforce integration logo
Slack integration logo
Zendesk integration logo
Azure DevOps integration logo
Skyvia integration logo
Jira integration logo
Gainsight integration logo
Microsoft Teams integration logo

Stop reading feedback one row at a time.

Let AI surface the themes that matter, so your team can spend its time deciding, not sorting.

AI customer feedback analysis — your questions, answered

What is AI customer feedback analysis?

AI customer feedback analysis reads open-text feedback — reviews, survey responses, support tickets — and automatically identifies themes and sentiment, instead of requiring someone to read and tag it by hand.

Does it work across support tickets and surveys, or just one channel?

Both, and more. UserVoice analyzes feedback from surveys, support tickets, sales calls, reviews, and in-app widgets in one system.

How accurate is the sentiment scoring?

Sentiment is scored in context, not just by keyword, and continually reviewed against real outcomes so it improves over time.

Can it analyze feedback in languages other than English?

Yes, theme and sentiment analysis run across dozens of languages, so global feedback rolls up into one view.

How much does AI customer feedback analysis cost?

UserVoice pricing scales with your feedback volume and integrations rather than charging per seat. Book a demo and we'll put together a quote tailored to your team's size and use case.

Do you offer a trial?

Yes — start with a 30-day trial. Book a demo and we'll set it up for your team.