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Best Natural Language Processing Software in 2026

Natural language processing software handles text through operations including classification, entity extraction, sentiment analysis and language detection. Tools in this category can be free, freemium or paid. Compare the tasks a tool supports, its free plan or starting price, deployment choices and API access. If you plan to work from a Xiaomi or Redmi phone or tablet, check for Android support; listed platform…

28 appsSorted 10 Nov 2026How we rank
26.7

spaCy is a free, open-source Python library for building natural language processing applications, with an emphasis on production use and large volumes of text.

Free planLinuxmacOSSelf-hosted
Free plan
36.0
Symanto logo

Symanto Insights Platform is a paid text analytics service for examining customer or employee feedback.

WebAPI
Price on the maker’s site
  1. 4Relative Insight logo

    Relative Insight

    Relative Insight is a web-based comparative text analytics platform for finding differences, similarities and patterns across text datasets.

    Web
    5.7
  2. 5
    4.8
  3. 6

    fastText

    WebLinuxmacOS
    4.8
  4. 7

    Gensim

    LinuxmacOSWindows
    4.8
  5. 8

    Hugging Face Transformers

    LinuxmacOSWindows
    4.8
  6. 9
    4.8
  7. 10

    Spark NLP

    LinuxmacOSWindows
    4.8
  8. 11

    Amazon Comprehend

    Amazon Web Services (AWS)

    WebAPI
    4.7
  9. 12

    Apache UIMA

    LinuxmacOSWindows
    4.7
  10. 13

    Flair

    LinuxmacOSWindows
    4.7
  11. 14

    HanLP

    LinuxmacOSWindows
    4.7
  12. 15
    4.7
  13. 16

    MALLET

    LinuxmacOSWindows
    4.7
  14. 17

    NLTK

    LinuxmacOSWindows
    4.7
  15. 18

    PaddleNLP

    LinuxmacOSWindows
    4.7
  16. 19

    Polyglot

    LinuxmacOSWindows
    4.7
  17. 20

    Stanford CoreNLP

    LinuxmacOSWindows
    4.7
  18. 21
    4.7
  19. 22

    UDPipe

    LinuxmacOSWindows
    4.7
  20. 23
    4.4
  21. 24

    Google Cloud Natural Language API

    Google Cloud (Google LLC)

    API
    4.4
  22. 25
    4.3

Choosing well

Check the pricing model

Tools on this list offer free plans, including Apache UIMA, DeepPavlov, fastText, Flair, Gensim, HanLP and Hugging Face Transformers. Some paid services show an entry price, such as Amazon Comprehend from $0.00, whereas Expert.ai Platform gives pricing on request.

Review each plan before deciding, particularly if your project depends on a free plan or free trial.

Match the text tasks

Check each tool for text classification, entity extraction, sentiment analysis and language detection support. Apache OpenNLP lists text classification support, while the category comparison shows these capabilities as separate checks.

Choose a tool based on the text operation you need rather than its name alone.

Choose where it runs

The listed deployment choices span Linux, macOS, Windows, web, API and self-hosted arrangements. A web platform may suit browser work, while self-hosting can fit a controlled environment.

Check the platform details for your computer or server, and confirm Android support if phone or tablet access matters.

Review API access

These tools are compared on whether they provide API access. It can matter when another app or service needs to send text for processing.

Check the product documentation for the API option and deployment setup that fit your workflow.

Questions people ask

Is free NLP software available?

Yes. Apache OpenNLP is free and open source. Free plans are listed for Apache UIMA, DeepPavlov, fastText, Flair, Gensim, HanLP and Hugging Face Transformers.

Do NLP tools offer paid plans?

Yes. Amazon Comprehend is paid with pricing from $0.00. Expert.ai Platform is paid with pricing on request. Google Cloud Natural Language API includes a free plan.

Can I use these tools on Android?

Android is not named in the listed platform options. Check the product page for Android support before choosing a tool for a Xiaomi, Redmi or POCO phone or tablet.

Which text features can I compare?

You can compare text classification, entity extraction, sentiment analysis and language detection, as well as pricing, deployment options and API access.

Can I self-host NLP software?

Self-hosted deployment is one of the platform options covered for this category. Confirm the specific tool's deployment documentation before setup.

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