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Analyze

Summarize open-ended survey responses

Paste response text and get a concise summary with themes, positive signals, negative signals, and next actions.

Themes grouped
Sentiment signals
Actions recommended
Terms word cloud
Summarize open-ended responses into themes and next actions
1 Context
2 AI works
3 Result

Paste anonymized responses when working with sensitive data.

Where this helps

Use the generated output as a draft, then refine it for your audience and workflow.

Themes

Group repeated ideas across comments.

Sentiment

Separate positive and negative signals.

Actions

Turn raw comments into next-step recommendations.

Related AI tools

Move between planning, creation, improvement, and response analysis.

Question generator

Create practical survey questions from a topic.

Open tool

Survey improver

Review a draft before launch.

Open tool

Research planner

Build a plan around a decision.

Open tool

Persona generator

Draft audience personas.

Open tool

Hypothesis generator

Turn assumptions into test ideas.

Open tool

FAQ

What data can the summary tool analyze?

It works best with open-ended survey comments, feedback form answers, interview notes, reviews, or short support snippets.

What format should responses use?

Plain text is enough. Put one response per line when possible so the output can group themes more cleanly.

Is there a text volume limit?

Yes. Keep each request focused and split large exports into smaller batches for clearer summaries and fewer timeout risks.

How is this different from dashboards?

Dashboards quantify structured answers. This tool gives a fast qualitative read on themes, sentiment, risks, and next actions.

Do I need an account to use this tool?

No. The tool can generate a draft on this page. To save surveys, collect responses, and manage projects, use a SurveyNinja account.

Can I edit the result?

Yes. Treat AI output as a practical first draft. You can rewrite, remove, reorder, or expand it before launch.

Which languages are supported?

English, Spanish, and Portuguese are supported by the AI endpoints. The current locale is used when possible.

Can I continue in another AI tool?

Yes. Start with a plan, questions, personas, or hypotheses, then move to improvement or response summary when the workflow changes.

Are my prompts and responses sensitive?

Avoid pasting personal data, private identifiers, or confidential respondent details into public AI tools unless you have the right basis to process them.

Are there usage limits?

Yes. Public AI endpoints use rate limits so the tools stay responsive. Workspace and team limits depend on the configured plan.

Turn the draft into a live survey

Use AI to get the structure, then publish it with SurveyNinja design, logic, analytics, and team workflows.

Open builder

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