Turn survey responses into structured themes and real quotes
Upload open-ended survey responses, focus group transcripts, or audience feedback. Get topic-clustered themes with proportions, representative quotes, and segment breakdowns — not a ChatGPT summary.
How it works
- 1
Upload
Drop a CSV or paste survey responses. We auto-detect columns for response text, demographics, and metadata.
- 2
Map
Map your columns to response text, age, gender, country, or custom fields. Preview your data before processing.
- 3
Cluster
Responses are grouped by semantic similarity using embedding-based topic modeling — not keyword matching.
- 4
Extract
Each cluster is labeled as a theme with its proportion of total responses. Representative quotes are selected — actual respondent language, not paraphrased.
- 5
Segment
Tag responses with metadata — audience type, source, or any custom field from your CSV. See how themes differ across segments with k-anonymity protection.
Why not just use ChatGPT?
Language models summarize. They don't analyze. Here's what's different.
| ChatGPT / Raw LLM | AskEveryone | |
|---|---|---|
| Themes | Invented from patterns it guesses at | Extracted from embedding-based clustering with statistical proportions |
| Quotes | Paraphrased or fabricated | Actual respondent language, selected as representative of each cluster |
| Reproducibility | Different answer each time | Same pipeline, consistent results |
| Segmentation | Can't segment by group | Tag responses with any metadata — audience type, source, custom fields. See how themes differ across segments. |
| Scale | Context window limits (~50–100 responses) | Processes thousands of responses |
| Privacy | Your data goes to OpenAI | Your data stays in your account |
Themes
Invented from patterns it guesses at
Extracted from embedding-based clustering with statistical proportions
Quotes
Paraphrased or fabricated
Actual respondent language, selected as representative of each cluster
Reproducibility
Different answer each time
Same pipeline, consistent results
Segmentation
Can't segment by group
Tag responses with any metadata — audience type, source, custom fields. See how themes differ across segments.
Scale
Context window limits (~50–100 responses)
Processes thousands of responses
Privacy
Your data goes to OpenAI
Your data stays in your account
What people analyze
Course feedback
Upload end-of-course surveys. See what students actually valued vs. what they struggled with.
Focus groups
Import transcripts from focus group sessions. Get structured themes instead of hours of re-reading.
Employee surveys
Open-ended employee feedback analyzed in minutes, not weeks. See patterns across departments.
Audience research
Existing survey data from Typeform, Google Forms, or SurveyMonkey — import the CSV and get synthesis.
Ready to analyze your data?
Free plan includes synthesis. Starter plan ($29/mo) unlocks CSV import with segment tagging and breakdowns.
Get started free