AI Text Analysis for Open-Ended Text

Turn text responses into instant insights

Examples of Text Data and the Insights You Can Extract

Amazon reviews:

Surface strengths & weaknesses

App store reviews:

Extract feature requests & complaints

Customer emails:

Identify sentiment & intent

Slack messages:

Track morale & engagement

Exam essays:

Compare argument quality

Support chat logs:

Spot recurring issues & urgent cases

Beta feedback forms:

Compare sentiment across versions

Exit interviews:

Uncover reasons for attrition

Performance reviews:

Pinpoint growth areas

College essays:

Evaluate clarity & structure

Research abstracts:

Distill key findings

Job applications:

Highlight strengths & red flags

How it works:

  1. 1
    Import your text data

    Choose CSV, delimited text, or use AI to auto-detect

  2. 2
    Generate instant insights

    Our algorithm does the heavy lifting for you

  3. 3
    Explore and share report

    Quickly uncover trends, patterns, and anomalies

Watch How It Works

Try it for yourself

Upload your text responses and uncover insights in seconds.

Get Instant Insight

Global Insights

What do these text responses mean as a whole?

  • Product Reviews: Strengths, weaknesses, and feature requests to guide improvements.
  • Support Tickets: Common pain points and recurring issues raised by clients.
  • Workplace surveys: Overall job satisfaction and emerging employee concerns.
Ava avatar
Ava
Jack avatar
Jack
Mia avatar
Mia
Noah avatar
Noah
Lily avatar
Lily
James avatar
James
Chloe avatar
Chloe
Henry avatar
Henry

We help you discover overarching patterns across your whole data.

Per-response insights

Which text response is unique, and in what way?

  • Cover Letters: Highlight strengths and red flags in individual applications.
  • Support Tickets: Identify priority level and sentiment for every response.
  • Exam Essays: Evaluate depth of understanding and compare quality of arguments.
    Mia avatar
    Mia
  • Best Applicant
    • Noah avatar
    Noah
  • Critical Ticket

We help you discover meaningful outliers from your data.

See it for yourself

Discover global and per-response insights in real data

Explore Insight Reports

FAQ

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