AI Text Analysis for Surveys, Reviews & Feedback

Turn text responses into instant insights

Survey feedback, product reviews, and text response analysis insights & examples

Product reviews analysis tool | Amazon reviews

Surface strengths, weaknesses, and recurring themes in customer sentiment.

App store reviews analysis

Extract feature requests & complaints, and usability pain points at a glance.

Customer emails

Identify sentiment and intent; flag urgent issues and standout praise.

Employee feedback | Slack messages

Track morale and engagement; spot shifts and outliers in team sentiment.

Exam essay analysis

Compare argument quality and highlight exemplary responses.

Support chat log analysis

Spot recurring issues & rising problems, and high-priority cases automatically.

Survey feedback analysis | Beta forms

Compare sentiment and themes across versions or cohorts.

Exit interview analysis

Uncover reasons for attrition with grouped themes and per-response insights.

Performance review analysis

Pinpoint growth areas and standout contributions across a review cycle.

College essay analysis

Evaluate clarity and structure; surface top responses and common gaps.

Research abstract analysis

Distill key findings; cluster topics and detect emerging directions.

Job application analysis

Highlight strengths and red flags ;Rank standout cover letters

- Text Response Hub -

  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

- Text Response Hub -

  • Built for analyzing responses to the same explicit or implicit question
    We analyze answers together, not in isolation, to reveal deeper insights.
  • Dual insights that most tools can only dream of
    See both global themes across all responses and unique per-response insights.
  • Designed for surveys, reviews, feedback, and research data
    Purpose-built for surveys, product reviews, essays, and interviews.
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Most tools analyze text in isolation. We analyze answers in context.

Try it for yourself

Upload your text responses and uncover insights in seconds

Get Instant Insight

— what your responses say as a whole

What your responses say as a whole
  • Product review analysis: Surface strengths, weaknesses, and feature requests to guide improvements.
  • Support ticket analysis: Spot recurring pain points and common client issues.
  • Workplace survey analysis: Understand overall job satisfaction and uncover emerging employee concerns.
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Ava
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Jack
Mia avatar
Mia
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Noah
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Lily
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James
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Chloe
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Henry

We help you discover overarching patterns across your entire dataset.

— what makes each answer unique

What makes each answer unique
  • Cover letter analysis: Highlight strengths and red flags in individual applications.
  • Support ticket prioritization: Identify urgency level and sentiment for every response.
  • Exam essay evaluation: Assess depth of understanding and compare quality of arguments.
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    Mia
  • Best Applicant
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    Noah
  • Critical Ticket

We help you pinpoint standout responses, anomalies, and insights in individual entries.

See it for yourself

Discover global and per-response insights in real data

Explore Insight Reports

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