Know what your unstructured text is telling you at scale

Organize messy text from large datasets into clear themes, with insights and next steps in minutes.

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See what your text is saying

CSV / XLSX - Up to 3 MB

Analyze my file

No file yet? Try the interactive demo

How it works

Turn unstructured text into clear themes in minutes. No code required.

Files are processed and never stored

Interactive demo — try it

Try a demo dataset

This is a prebuilt example. Your results will vary.

1. Choose a dataset

2. Choose grouping detail

What you get

A clear theme overview of your dataset, plus insights and recommendations you can act on.

Analysis Results

248 texts grouped into 12 clusters

OverviewChartReport

Customer Feedback Analysis: Key Improvement Areas

Generated on 4/3/2026

📋 Executive Summary

248

Total Texts

Clusters

Avg Size

87%

Coverage

🔍 Key Findings

💡 Recommendations

Insights and recommendations

Surfaces the main takeaways, key pain points, recurring requests, and suggested priorities backed by real examples.

File Preview

Select the column containing text data

Suggested: comments

occupation

comments

lucy.martin@company.io

Analyst

Exploring advanced clustering

oscar.h@techcorp.com

Engineer

Multilingual text processing

anna.k@university.edu

Student

Faster preprocessing pipeline

sam.torres@startup.co

Topic labeling accuracy

Pick the right column fast

We detect likely text columns and suggest the best one so you can start without guesswork.

Configure Clustering

Choose how many groups to create

Choose a clustering option

🎯Few ClustersBroad themes

3clusters

Quick insightsSimple overview

⚖️BalancedDetail and clarity

5clusters

Clear themesActionable groups

🔍Many ClustersDeep analysis

8clusters

Granular insightsSpecific topics

Control grouping detail

Choose Few, Balanced, or Many clusters, or set an exact number.

Cluster Overview

Cluster 1SELECTED

Customer Experience

20% · 4 texts

Cluster 2

Product Quality

20% · 4 texts

Cluster 3

Website Issues

15% · 3 texts

Cluster 1 Texts

TextClusterTopic

Great service! Staff resolved my issue quickly.Cluster 1Customer Exp.

Fast shipping, item arrived in perfect condition.Cluster 1Customer Exp.

Love the new features. Much more user-friendly.Cluster 1Customer Exp.

Support team was incredibly helpful and patient.Cluster 1Customer Exp.

Would be great to have a mobile app version.Cluster 1Customer Exp.

Onboarding flow is a bit confusing at first.Cluster 1Customer Exp.

Pricing is fair for the value you get.Cluster 1Customer Exp.

Themes with real sample entries

Each theme includes real entries so you can validate it quickly.

Analysis Results

248 texts · 12 clusters

Export

📊Export as CSV

📋Export as JSON

📕Export as PDF

Exports for analysis and sharing

Download CSV or JSON for your workflow, or export a PDF for stakeholders.

Works well for comments, reviews, tickets, survey responses, and any other large set of short text.

Simple pricing

Start free. Upgrade when you need more rows, clusters, or credits.

Free

Perfect to get started

$0.00

30 credits/month

30 credits per month
Up to 1,000 rows per analysis
Up to 15 clusters
Few & Balanced clustering
CSV & JSON export
PDF reports

Start for free

Starter

For regular analysis needs

$9.99/mo

100 credits/month

100 credits per month
Up to 10,000 rows per analysis
Up to 50 clusters
All clustering options + custom
CSV & JSON export
PDF reports
Priority support

Get started

Pro

For teams & power users

$49.99/mo

1,000 credits/month

1,000 credits per month
Up to 50,000 rows per analysis
Up to 100 clusters
All clustering options + custom
CSV & JSON export
PDF reports
Priority support

Get started

Need more credits? Top-up packs are available from $4.99 for any plan. Each analysis costs 9-12 credits — no surprises.

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