AI prepares
Themes with real quotes
A weekly summary of what customers raised most, the quotes behind each theme, and a flag on anything new or growing.
- Top themes this week
- Quotes behind each theme
- New issues flagged
Customer Engagement
Customer signal gap
Feedback analysis is valuable when it turns reviews, tickets, calls, and surveys into decisions owners can act on. Themes alone are not enough.
Customer Feedback Analysis
Feedback matters when someone owns the fix.
AI feedback analysis reads reviews, support tickets, surveys and call notes, groups what customers keep saying, and flags new problems early. Teams need it when feedback piles up faster than anyone reads it and the same complaints keep catching them off guard.
A person decides
Who acts on each theme
A person gives every theme an owner, decides which ones need a change, and follows up with customers where it counts.
- Owner per theme
- Changes approved
- Customer follow-up
The number to watch
Complaints that stop coming
Watch whether a theme shrinks after its fix ships. That is the only proof the analysis changed anything.
- Theme volume after a fix
- Days from theme to owner
- Repeat complaints
Before you build
Gather feedback in one place.
Analysis cannot see feedback that sits in one person's inbox.
Sources land together
Reviews, tickets, surveys and call notes arrive somewhere the analysis can read them.
Themes use your words
Name categories the way your business talks, so "slow" can mean shipping for one company and page loading for another.
Every area has an owner
Each part of the business has a person who receives its feedback and decides what to do about it.
Common mistakes
Why feedback reports get ignored.
Reading only complaints
Praise shows what to protect. Analyze both, or a fix can break something customers loved.
Trusting sentiment scores blindly
Sarcasm and industry slang confuse sentiment tools. Spot-check the examples behind every score.
Sharing themes without owners
A theme report nobody owns is a list of known problems. Assign each theme before the report goes out.
Buyer questions
What owners ask about feedback analysis.
Which feedback sources should we start with?
The ones with the most volume and the closest link to buying, usually reviews and support tickets, then surveys and call notes.
How is this different from NPS?
NPS gives you a score. Feedback analysis tells you why customers feel that way, in their own words.
How often should feedback be reviewed?
Weekly for themes, and right away for anything about safety, billing or a public complaint.
Next step
Hear the complaint before it repeats.
Show us where feedback lands today. The free plan says whether an analysis workflow, a clear owner, or both are missing.
Get your free plan