Voice of customer · AI feedback analysis

AI customer feedback analysis that reads every comment and shows you the proof

Reading customer feedback at scale is a job that never ends, so it mostly does not get done. Thousands of comments arrive across support, reviews and surveys, and a human can skim a fraction before the next batch lands. Whatever pattern is hiding in the unread majority simply never reaches the roadmap.

UserInsight uses AI customer feedback analysis to read all of it and keep the receipts. It themes every comment across channels, quantifies each theme, ties it to behavior so you know which themes are consequential, and links every finding to the exact verbatims behind it, so the AI reads as evidence rather than a black box. It runs on aggregate, consented data with no PII exposed, and you can always trace a theme back to who said what.

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 ai feedback analysis

Reads all of it

AI processes every comment across every channel, so the insight is not capped by how much a person can skim.

Proof attached

Each theme links to the exact verbatims that built it, so the analysis is evidence you can cite, not a black box.

Behavior-aware

Themes are tied to what users do, so you can tell a frequent comment from a consequential one.

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.

Reads every comment across support, reviews and surveys
Themes and quantifies feedback automatically
Ties each theme to real product behavior
Shows the verbatims behind every finding
Runs on consented, aggregate data with no PII

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 ai feedback analysis

Yes, because nothing is hidden. Every theme the AI produces links to the exact comments behind it, so you can verify any finding in a click. The AI does the reading and synthesis at scale; the evidence is always there to check.

A raw prompt gives you a summary with no traceability and no behavioral context. UserInsight themes consistently, ties findings to usage, and links each one to its sources, all 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.

See pricing

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