Voice of customer · Feedback analytics

Feedback analytics that turns thousands of comments into ranked, quantified themes

A pile of feedback feels like insight but rarely is. Read a hundred comments and you remember the three that stung, not the pattern across all hundred. Tag them by hand and the taxonomy drifts, two analysts code the same message differently, and by the time the analysis is done the next thousand have arrived.

UserInsight does feedback analytics that scales and stays honest. It themes every comment consistently, quantifies how often each theme appears and who it comes from, and ties the analysis to behavior so you can see which themes actually move retention or expansion. Tools like Enterpret and Chattermill made categorization automatic; UserInsight adds the behavioral half so a theme is not just frequent but consequential. It runs on aggregate, consented data with no PII exposed, and every theme links to its verbatims.

or see it on a sample product ↓

Unify · surface the why · traced to evidence

Insight Studio

Aggregate & consented · no PII

Sample product

Unified sources

Ready to analyze

has signals waiting across usage, tickets and reviews. Surface the insights to see why users churn and what to build next.

Usage spark Support ticket Review ★ Survey Session → one clear answer

Surfacing insights

Analyzing

Headline insight

Live, interactive · aggregate sample data

Every insight traced to its source signals · aggregate & consented · no PII exposure

USAGE FEEDBACK TICKETS REVIEWS SURVEYS

Traced to source evidence

No PII · GDPR-friendly

Why it works

What your team gets with feedback analytics

Consistent themes

Every comment is categorized the same way every time, so your analysis does not drift with whoever tagged it.

Quantified, not anecdotal

Each theme carries a real count and a profile of who said it, replacing the memorable anecdote with the actual pattern.

Consequential, not just loud

Themes are tied to behavior so you can tell which ones affect retention and revenue, not just which ones get the most comments.

What it handles

Unified, analyzed and surfaced, automatically

UserInsight unifies your sources, reads behavior and voice together, and surfaces the churn reasons, feature requests, friction steps and themes, each traced to the signals behind it.

Themes feedback automatically and consistently
Quantifies how often each theme appears
Profiles who is behind each theme
Connects themes to retention and revenue
Links every theme to its source verbatims

INSIGHT Surfaced

Top churn reason

Onboarding stalls before the first project

+12% churn frustrated

traced to 214 tickets + a 9% drop-off at onboarding step 3

1 Slack + Teams notifications 312

2 Bulk import from Asana 188

Usage + voice · unified Aggregate · no PII

Why UserInsight

One platform that fuses behavior and voice

Not an analytics tool that only shows the what, not a feedback repository that is blind to behavior. UserInsight joins both and surfaces the why, on aggregate consented data with no PII.

Unifies every source

Usage analytics, tickets, reviews, surveys and in-app feedback come together in one model, so behavior and voice finally live in the same place.

Surfaces the why

You do not write a query and wait. UserInsight tells you why churn moved and what to build next, ranked and quantified, the moment it changes.

Traced to evidence

Every insight links back to the specific tickets, reviews and events behind it, so you can click through and trust what you act on. No black box.

Good questions

Questions about feedback analytics

Manual tagging is slow and drifts between people. UserInsight themes feedback consistently at scale, quantifies it, and ties it to behavior. You get a stable, defensible analysis instead of a taxonomy that changes every quarter.

Always. Every theme opens onto the exact verbatims that built it, so the analysis reads as evidence you can quote. It runs on consented, aggregate data with no PII exposed.

Read every user insights question

Explore more

See every use case See pricing Back to the platform

Stop guessing. See why users churn and what to build next.

Unify your usage data, feedback, tickets, reviews and surveys, and UserInsight surfaces the why, automatically. Aggregate and consented, with no PII.

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Unifies usage, feedback, tickets, reviews and surveys · traced to source · no PII