Is the AI generation free?

The workspace and prompt builder are free. Direct generation uses your own OpenRouter API key and provider balance; model availability and charges vary. A ChatGPT or Claude subscription is not an API account.

Where does my data go?

Copying a prompt makes no provider request. Generating sends your source, context and selected settings directly to OpenRouter and the selected model provider. Keys, drafts and result history stay in this open component’s memory and are not automatically saved. Export only material you intend to retain.

Can I rely on the output without review?

No. AI output may omit details or invent facts. Group recurring themes and cite short source excerpts. Distinguish positive, negative and mixed feedback. Do not invent counts, percentages or statistical significance; if reporting counts show which entries support them. Priorities are hypotheses, not measured impact. Never infer sensitive demographic traits. Nothing is published, sent or executed automatically.

Which files and exports are supported?

Import UTF-8 TXT or Markdown up to 1 MB, with at most 30,000 source characters. Export editable results as TXT, Markdown or DOCX. PDF uses a Unicode-preserving image report, not searchable text; keep a text export for accessibility. Session history holds five results and disappears when the workspace closes.

AI Customer Feedback Analyzer

Group supplied feedback into evidence-backed themes, pain points and follow-up opportunities.

Feedback or survey comments

Put each response on a separate line and remove personal information.

0 words0 / 30,000 characters

Product context and research question

Output TaskDetail

Language & Model Settings

Output LanguageModel IDCreativity · 0.4Max Output Tokens

Models have different prices and context limits. This output cap is not a spending limit.

Send this source and context to OpenRouter and my selected model provider. Usage is charged to my provider account.

Editable Result0 words

Session Versions

Last five generated drafts, only in this open workspace. Export important work before closing. Restoring a version replaces unsaved edits.

Add your source material or load the example to get started.

AI can omit or invent information. Review every result. Avoid sharing confidential or personal data without authorization. This tool does not browse URLs, send messages, publish content or execute code. PDF exports are image-only; TXT and Word preserve editable text.

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What Is the AI Customer Feedback Analyzer?

Group supplied feedback into evidence-backed themes, pain points and follow-up opportunities. This workspace is designed for themes and evidence, prioritized opportunities, sentiment with caveats, research follow-up questions. It uses your supplied material and an explicitly selected text model, rather than claiming to verify facts or browse the web.

How It Works

Add feedback or survey comments, choose an output task, then supply product context and research question. Adjust language, detail and model settings. Review the prompt before copying it to your own AI service, or connect your OpenRouter API key and consent to sending the material. Generate creates an editable draft. Review, compare session versions, then export TXT, Markdown, Word or PDF.

When to Use It

Use this when you need themes and evidence based on material you already have. Put each response on a separate line and remove personal information. The example is sample input, not a pre-generated AI result.

Frequently Asked Questions

Is the AI generation free?: The workspace and prompt builder are free. Direct generation uses your own OpenRouter API key and provider balance; model availability and charges vary. A ChatGPT or Claude subscription is not an API account.
Where does my data go?: Copying a prompt makes no provider request. Generating sends your source, context and selected settings directly to OpenRouter and the selected model provider. Keys, drafts and result history stay in this open component’s memory and are not automatically saved. Export only material you intend to retain.
Can I rely on the output without review?: No. AI output may omit details or invent facts. Group recurring themes and cite short source excerpts. Distinguish positive, negative and mixed feedback. Do not invent counts, percentages or statistical significance; if reporting counts show which entries support them. Priorities are hypotheses, not measured impact. Never infer sensitive demographic traits. Nothing is published, sent or executed automatically.
Which files and exports are supported?: Import UTF-8 TXT or Markdown up to 1 MB, with at most 30,000 source characters. Export editable results as TXT, Markdown or DOCX. PDF uses a Unicode-preserving image report, not searchable text; keep a text export for accessibility. Session history holds five results and disappears when the workspace closes.

Found an issue? Send Feedback. See our data sources and update policy for tools that depend on changing information.