Free Text Classifier - Label Text by Keywords

Classify text into your own labels with free keyword matching. See the exact terms that matched plus the most frequent words - private, runs in your browser.

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Text Classifier
Label text with your own keywords and see exactly which terms matched.
Text & Writing
NEW
Paste some text and press Classify.
Keyword matching, not a neural model. It scores how many of the terms for each label appear in your text and shows exactly which ones matched, so you can check every result yourself. It does not understand meaning, sarcasm or context.
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How to use

Text Classifier — how it works

Four simple steps, under ten seconds.

  1. Open Text Classifier and type or paste the text you want to transform.
  2. Choose any options you need — style, format or separator.
  3. Click the button — the result appears instantly.
  4. Copy or download it and use it anywhere. Free.
FAQ

Text Classifier — quick answers

Everything you need to know.

What does Text Classifier do?

Label text with your own keywords and see exactly which terms matched. It is part of the Streams8K free AI toolbox — no sign-up, no watermark, unlimited use.

Is Text Classifier really free to use?

Yes. Text Classifier is 100% free with unlimited uses: no account, no credit card, no hidden limits and no watermark on your downloads.

Do I need to install anything to use Text Classifier?

No. Text Classifier runs right in your browser — just open this page and start. It works on any modern browser (Chrome, Edge, Firefox, Safari) on desktop or mobile.

Is the text I type saved?

No. The words you enter are used only to produce your result and are not stored anywhere.

Does Text Classifier work with non-English text?

Yes — it handles any Unicode text, including Urdu, Hindi, Arabic, Chinese and more.

How do I use Text Classifier?

Follow the four steps above — most jobs take under ten seconds from start to download.

How does the text classifier work?

It counts how many of the terms you set for each label appear in your text, then ranks the labels. Multi-word phrases count more than single words.

Is this a real AI model?

No - it is keyword matching, not a neural network. Every term that matched is shown so you can verify each result, and it never guesses at meaning or context.

Can I use my own labels?

Yes - switch to Custom labels and write one label per line with its terms, for example: Billing: invoice, refund, payment.

Is my text private?

Yes - it runs entirely in your browser and your text is never uploaded to a server.