Survey Open Text Classification
from CSV
Upload survey exports with open comments and let AI group answers into themes you can quantify, filter, and report.
How to automate classify survey responses from csv with ai in seconds
Open-ended survey questions create rich insight, but they are hard to summarize when hundreds or thousands of answers pile up in a spreadsheet. CSV Analyst turns raw comments into structured categories, themes, and sentiment signals so researchers, HR teams, and product managers can spot patterns without manually coding responses.
What your CSV looks like after enrichment
The AI reads each row and appends the columns you need without formulas or scripts.
1. Original CSV
| Survey Response (Raw) |
|---|
| "I love the product, but the setup instructions were confusing at first." |
| "The mobile app crashes too often when I try to upload receipts." |
| "Please add more templates for nonprofit reporting workflows." |
2. Enriched CSV
| Survey Response (Raw) | AI: Theme | AI: Sentiment | AI: Response Type |
|---|---|---|---|
| "I love the product, but the setup instructions were confusing at first." | Onboarding |
Mixed |
Improvement Suggestion |
| "The mobile app crashes too often when I try to upload receipts." | Bug / Stability |
Negative |
Complaint |
| "Please add more templates for nonprofit reporting workflows." | Feature Request |
Neutral |
Request |
Features and data the AI can extract
- ThemeTopical bucket assigned to each response
- SentimentPositive, mixed, neutral, or negative
- Response TypeComplaint, suggestion, praise, request, or question
- Quantifiable LabelMakes open text easier to chart and compare
Transform thousands of rows in minutes.
Upload your CSV and let AI do the tedious row-by-row analysis. No sign-up required.
Try the live demo - freeFrequently Asked Questions about Classify Survey Responses from CSV with AI
What file formats are supported?
We support CSV, TSV, and XLSX (Excel) files. The system automatically detects encoding and headers.
Do I need to know how to code?
Not at all. You simply describe what you want to extract or categorize in plain English, and the AI handles the rest.