The free CSV Feedback Analyzer turns a messy export of customer comments into a quick set of themes, right in your browser. Paste or drop a small sample of support tickets, reviews, or survey replies and get a local preview of the patterns hiding inside.

When to use it

• You exported feedback to a CSV and don't want to read every row by hand.
• You need a fast sense of the top recurring themes before a planning session.
• You want to test the idea of theme clustering before connecting any data.
• You're sharing a quick read-out with a teammate and need structure, not a spreadsheet.

How to read the output

The preview groups similar comments into a handful of themes and surfaces the most frequent signals. Don't over-read a tiny sample — it's a directional preview, not a statistical model. Look for the two or three themes that clearly dominate, and whether any high-intent issue (churn, billing, trust) shows up even at low volume.

Free tool vs RankFade

The free analyzer runs a small local preview with no upload. RankFade Feedback imports your full feedback at scale, clusters it into weighted themes across sources, and tracks how those themes shift over time — turning the one-off preview into an ongoing read on what customers actually need.