Free CSV Feedback Analyzer
Paste a small CSV or review export and preview the themes RankFade Feedback would cluster before import.
Open toolFree tools
Paste public Reddit snippets and get a non-authenticated theme preview for positioning research.
Paste a small CSV or review export and preview the themes RankFade Feedback would cluster before import.
Open toolPaste public Reddit snippets and get a non-authenticated theme preview for positioning research.
Current toolEnter one domain and keywords to preview whether important pages still have visible search traction.
Open toolPaste a URL and recent performance notes to model whether a page is slipping out of its search window.
Open toolPaste a handful of channel messages and preview a daily brief without connecting a Slack workspace.
Open toolPaste meeting notes or channel updates and pull owners, dates, and follow-ups into a clean handoff.
Open toolRuns in your browser for this preview. Do not paste secrets, tokens, private Slack exports, or customer data you cannot share.
Light limit: 12000 characters and 140 lines. Larger batches belong in the product workflow.
Browser anti-abuse limit: 20 valid local previews per day for this tool. This uses local storage, not cookies.
11811 characters remaining20 previews left todayClustered 3 public snippets into themes, source hints, and buyer-language quotes.
"r/SaaS: Trial users churn when setup asks for too much upfront"
Sentiment: needs attention"r/SaaS: Trial users churn when setup asks for too much upfront"
Sentiment: needs attention"r/Entrepreneur: We need examples before we trust an AI summary"
Sentiment: mixedThe free Public Reddit Theme Extractor pulls the recurring topics out of a chunk of public Reddit discussion. Paste a sample of posts or comments and get a quick, local breakdown of what people keep bringing up.
The output clusters the sample into themes and highlights frequent terms. Use it to find the questions and complaints that repeat — those are your content and product signals. Only paste public discussion, and treat the result as qualitative direction from a small sample, not a survey.
This extractor is a browser-only preview of a single pasted sample. RankFade Feedback connects your real customer channels and clusters feedback continuously, so you track themes from the people who actually use (and pay for) your product, not just public chatter.