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Top 62 software for Text Analysis, Text Mining, Text Analytics

Top 62 software for Text Analysis, Text Mining, Text Analytics

Top 62 software for Text Analysis, Text Mining, Text Analytics
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Top 62 software for Text Analysis, Text Mining, Text Analytics : Text Analysis, Text Mining, Text Analytics uses statistical pattern learning to find patterns and trends from text data. SAS Text Analytics, IBM Text Analytics, Lexalytics Text Analytics, Smartlogic, Provalis Research, OpenText, Pingar, AlchemyAPI, Attensity, Clarabridge, Content Analyst, Oracle Social Cloud – Collective Intellect, Expert System, Rapid Miner, Angoss Text Analytics, DiscoverText, NetOwl, Language Computer Corporation, Basis Technology, Oracle Endeca, MeaningCloud, StatSoft, Thomson Reuters Open Calais, Verint Systems, Ascribe, Forest Rim’s Textual ETL, muText Mu Sigma, Text2data, LinguaSys, Taste Analytics, Megaputer, LingPipe, Intellexer, ai-one, Rocket Text Analytics, SAP Text Analytics, HP Autonomy, Loop Cognitive Computing Platform, Brainspace Discovery, AYLIEN, Averbis, Buzzlogix, SIFT, VisualText, Twinword, Kanjoya, Luminoso, Semantria, General Sentiment, AUTINDEX, Abzooba, Sysomos, Medallia, Synapsify, Etuma, Bitext, Saplo, indico, Datumbox, SYSTRAN, and Google Cloud Prediction API are some of the key vendors in this area in no particular order.

You may also like to review the Text Analysis, Text Mining, Text Analytics freeware/open source list:

Top Free Software for Text Analysis, Text Mining, Text Analytics

Here is a list of some of the Top 62+ software for Text Analysis, Text Mining, Text Analytics who offers proprietary solutions.

Top 62 software for Text Analysis, Text Mining, Text Analytics

SAS Text Analytics, IBM Text Analytics, Lexalytics Text Analytics, Smartlogic, Provalis Research, OpenText, Pingar, AlchemyAPI, Attensity, Clarabridge, Content Analyst, Oracle Social Cloud – Collective Intellect, Expert System, Rapid Miner, Angoss Text Analytics, DiscoverText, NetOwl, Language Computer Corporation, Basis Technology, Oracle Endeca, MeaningCloud, StatSoft, Thomson Reuters Open Calais, Verint Systems, Ascribe, Forest Rim’s Textual ETL, muText Mu Sigma, Text2data, LinguaSys, Taste Analytics, Megaputer, LingPipe, Intellexer, ai-one, Rocket Text Analytics, SAP Text Analytics, HP Autonomy, Loop Cognitive Computing Platform, Brainspace Discovery, AYLIEN, Averbis, Buzzlogix, SIFT, VisualText, Twinword, Kanjoya, Luminoso, Semantria, General Sentiment, AUTINDEX, Abzooba, Sysomos, Medallia, Synapsify, Etuma, Bitext, Saplo, indico, Datumbox, SYSTRAN, and Google Cloud Prediction API in no particular order.

Top 30 software for Text Analysis, Text Mining, Text Analytics

Top 56+ software for Text Analysis, Text Mining, Text Analytics

1.SAS Text Analytics

SAS provides a comprehensive Text Analytics software suite to discover and extract information from text content. SAS software uses advanced statistical modeling, natural language processing and advanced linguistic technologies to discover patterns and trends from any text in any format. SAS Text Analytics are used in early-warning systems, citizen intelligence, patient safety and digital content performance.

SAS Text Analytics has the following components: SAS Contextual Analysis, SAS Enterprise Content Categorization, SAS Ontology Management, SAS Sentiment Analysis and SAS Text Miner. SAS Text Miner and Teragram integration provides solutions for commercial text analytics, natural language processing, and taxonomy software.

SAS Text Analytics

SAS Text Analytics

SAS Text Analytics

2. IBM Text Analytics

IBM SPSS Text Analytics for Surveys software transform unstructured survey text into quantitative data and gain insight using sentiment analysis. SPSS Text Analytics for Surveys categorizes responses and integrates results with other survey data for better insight and statistical analysis. Automates the categorization process to eliminate the time and expense of manual coding. Uses linguistics-based technologies to reduce the ambiguities of human language, helping you uncover patterns in the attitudes, beliefs and opinions of others.

IBM Text Analytics

IBM Text Analytics

IBM Text Analytics

3. Lexalytics Text Analytics

Lexalytics is a provider of a text analytics engine. Lexalytics builds a multi lingual text analytics engine, Salience. Salience is currently integrated into systems for market research, social media monitoring and sentiment analysis, survey analysis/voice of customer, enterprise search, public policy. Salience supports a number of text processing, natural language processing, and text analytics technologies such as Sentiment Analysis, Named Entity Extraction, Theme (Context) Extraction, Entity-Level Sentiment Analysis, Summarization and Facet and Attribute Extraction . Langauges supported are English, German, French, Portuguese, and Spanish.

Lexalytics Text Analytics

Lexalytics Sentiment Toolkit

Lexalytics Sentiment Toolkit

4. Smartlogic

Smartlogic Semaphore solution provides content intelligence platform containing commercial text analytics, natural language processing, rule-based classification, ontology/taxonomy modelling and information visualization. Smartlogic solution automatically applies the metadata and classification to deliver better search and navigation experience. The solution improves findability of information from text.


Smart Logic Document Library

Smart Logic Document Library

5. Provalis Research

Provalis Research is a developer of text analysis software with qualitative, quantitative and mixed methods programs. WordStat is a content analysis and text mining add-on module of QDA Miner for analyzing large amounts of text data.

Provalis Research

Correspondence plot

WordStat Correspondence plot

6. OpenText

OpenText Content Suite provides a platform to capture, document and records management, workflow, search and archiving as well as applications and add-ons such as email, eDiscovery, auto-classification, contract management and engineering document management.


7. Pingar

Pingar delvers the Pingar API which works with existing enterprise information systems Pingar’s process is intuitive, and yields contextually relevant results and tools to extract information, and transform that information into intelligence. DiscoveryOne automatic categorization, content inventory, sentiment analysis, and automatic metadata.



8. IBM Watson AlchemyAPI

IBM Watson enable Cognitive Computing Features In Your App Using IBM Watson’s Language, Vision, Speech and Data APIs. AlchemyAPI provides cloud based and text analysis infrastructure that eliminates the expense and difficulty of integrating natural language processing systems into application, service, or data processing pipeline.


9. Attensity

Attensity is a hosted, integrated and stand alone text mining and analytics software that uses natural language processing technology to address collective intelligence in social media and forums.




10. Clarabridge

Clarabridge uses proprietary Natural Language Processing and sentiment analysis algorithms to provide accurate, comprehensive text analytics. The Clarabridge Intelligence Platform, powered by the text analytics engine, serves as a hub for multi-source customer feedback analysis that integrates structured and unstructured data for a complete view of the customer.


11. Content Analyst

Content Analyst provide analytics solutions to reduce the time needed to discern relevant information from unstructured data. CAAT, text analytics suite technologies, provides solutions to extract insights from large amounts of unstructured data.

Content Analyst

12. Oracle Social Cloud – Collective Intellect

Collective Intellect’s semantic analytics engine processes millions of conversations daily, transforming social conversations into actionable intelligence. Collective Intellect was acquired by Oracle and integrated with Oracle’s Software-as-a-service Oracle Social Cloud.

Oracle Social Cloud – Collective Intellect

13. Expert System

 Expert System provides Cogito which is based on an advanced semantic analysis engine and a complete semantic network. Cogito offer a complete set of features including: semantic search and natural language search, text analytics, development and management of taxonomies and ontologies, automatic categorization, extraction of data and metadata, and natural language processing.

Expert System

BPER Group’s Alfresco platform Integrate with Expert System’s Cogito semantic technology

14. Rapid Miner

RapidMiner’s Sentiment Analysis application wizard analyze the social media stream and see the customor feedback.

Rapid Miner

15. Angoss Text Analytics

Angoss Text Analytics solution KnowledgeREADER provides entity and theme extraction, topic categorization, sentiment analysis and document summarization capabilities.

Angoss Text Analytics

Angoss Text Analytics

Angoss Text Analytics

16. DiscoverText

DiscoverText is a cloud-based, collaborative text analytics solution that generate valuable insights about customers, products, employees, news, citizens, and more. With dozens of powerful text mining features, the DiscoverText software solution provides tools to quickly and accurately make better decisions. The unique ActiveLearning machine classification engine improves over time.DiscoverText is able to reliably sift and sort all text data including social media, thousands of survey responses, streams of customer service requests, e-mail, or other electronic text.




17. NetOwl

NetOwl is a suite of multilingual text and entity analytics products, including entity extraction, link and event extraction, sentiment analysis, geotagging, name translation.


18.Language Computer Corporation

Language Computer Corporation provides text extraction and analysis tools, available in multiple languages.

Language Computer Corporation

19. Basis Technology

Basis Technology provides a suite of text analysis modules to identify language, enable search in more than 20 languages, extract entities, and efficiently search for and translate entities.

Basis Technology

Basis Technology

20. Oracle Endeca

Oracle Endeca Technologies provides software to analyze and cluster unstructured text including self service Data Mashup, Drag & Drop Dashboards, Consumer Style Exploration.

Oracle Endeca

Oracle Endeca Information Discovery

21. MeaningCloud

MeaningCloud, formerly Textalytics, is a full set of multilingual cloud-based text analytics APIs for automatic classification, entities and concepts extraction, sentiment analysis, and more.


MeaningCloud Sentiment Analysis Powers SocialBro’s Twitter Marketing Platform

22. StatSoft

StatSoft provides STATISTICA Text Miner as an optional extension to STATISTICA data miner.  Its a tool for mining unstructured information with feature extraction/selection and other analytic tools. It is also used to index, classify, cluster, or otherwise include  analyses of unstructured information such as bitmaps imported as data matrices.



23. Open Calais

Thomson Reuters Open Calais offers the easiest and most accurate way to tag the people, places, companies, facts, and events in your content to increase its value, accessibility and interoperability. Open Calais processes the text you submit and returns such as Entities, Topic codes, Events, Relations and SocialTags.  Open Calais will link to permanent entity identifiers, served by the new beta initiative Open PermID.

Thomson Reuters Open Calais

24. Verint Systems

Verint Systems provides capabilities for text analytics to collect, analyze, and act on customer interactions from a variety of text-based communication channels.

Verint Systems

Verint Systems


Ascribe provides flexible Ascribe Intelligence platform, which is a suite of integrated analytic tools that empower companies to gather, classify, code and then visualize customer comments affordable.The Ascribe platform – Inspector, Accelerator, Coder and Illustrator delivers the ease and speed of automation.


26.Forest Rim’s Textual ETL

Forest Rim’s Textual ETL is a technology software that takes raw text, uses textual disambiguation technology and creates disambiguated text into a standard data base ready for analysis. Textual ETL read text in any format in any language and to convert the text to a standard relational data base (DB2, Oracle, Teradata, SQL Server etc) where the text is in a useful meaningful format.

Textual ETL

27.muText Mu Sigma

Mu Sigma’s text mining engine enables knowledge discovery from unstructured and semi-structured data. It enables advanced analytics by mining business intelligence from varied textual sources such as CRM data (identifying frequently occurring customer complaints, quantifying CSAT, etc.), E-mail data (spam filtering, abuse detection, etc.), etc.

muText Mu Sigma


Abzooba’s XPRESSOMeter is a real time social media monitoring application that uses the underlying capabilities of Automated Expression classification for superior social media monitoring. XPRESSOInsightsTM is Abzooba’s Social Media Analytics product built upon its “expression based classification” technology. The system provides insights into products, behavior, expression etc. using the extensive database of unstructured conversations. XPRESSOInsights helps organizations discover meaningful insights which allow them to capitalize on opportunities in their areas of interest.



LinguaSys provides a range of text analytics solution, from named entity extraction and social media listening, to actionable intelligence extraction and crosslingual retrieval based on Carabao Linguistic Virtual Machine platform.



30.Taste Analytics

Taste Analytics provides a robust analytics engine that can ingest any type of unstructured data and quickly identify trends, patterns, and outlying themes. It incorporates state of the art predictive modeling, artificial intelligence, and robust statistical NLP algorithms to find the stories that the data is trying to tell.

Taste Analytics

Taste Analytics


Megaputer provides two separate software packages for text analysis. PolyAnalyst performs linguistic and semantic text analysis and coding, clustering and categorization of documents, entity extraction, visualization of patterns, automated or manual taxonomy creation, text OLAP, and generating interactive graphical reports on results. TextAnalyst provides a list of the most important keywords in a document, a set of related keywords for each word, and the ability to automatically summarize a document or perform natural language queries.


32. LingPipe

LingPipe is tool kit for processing text using computational linguistics. LingPipe is used to do tasks such as find the names of people, organizations or locations in news, automatically classify Twitter search results into categories and suggest correct spellings of queries.


33. Intellexer

Intellexer software is a family of semantic products for information retrieval, and knowledge and document management and offer online API, SDK, and desktop software all of which can be used to enhance capabilities of existing systems or develop new products for information processing and data management.


34. ai-one

ai-one provides application programming interfaces (APIs) that enable developers to build machine learning applications. The product portfolio includes NathanAPP, NathanCORE, NathanNODE, Topic-Mapper, UltraMatch, and Graphalizer. NathanAPP can be used for intelligent agents for data mining, classifications, deep learning systems, communication agents and auto-tagging and classification of unstructured text.

35. Rocket Text Analytics

Rocket Enterprise Search and Text Analytics solutions make it easy for teams to find the information and data they need to get their work done. Rocket Folio enterprise search and publishing solutions provides access and control to structured, semi-structured and unstructured data sources.


36. SAP Text Analytics

SAP Data Services is an enterprise class solution for data integration, quality, profiling, and text analysis which delivers trusted data to support your critical business functions and improve decision making.

SAP BusinessObjects Text Analysis is a text analysis software from SAP that was originally created by Inxight Software.

SAP Text Analytics

37. HP Autonomy

Autonomy provides text mining, clustering and categorization software. HP Autonomy products include Intelligent Data Operating Layer (IDOL). This allows for search and processing of text taken from both structured data and unstructured human information such as e-mail and mobile data originates from a database, audio, video, text files or streams.The processing of such information by IDOL is referred to by Autonomy as Meaning-Based Computing.


38. Loop Cognitive Computing Platform

Loop Cognitive Computing Platform is an artificial intelligence platform that allows organizations to capitalize on the power and potential of their dark data, meaning the digital information they are holding, but they don’t know what’s in it or understand it.

Loop Cognitive Computing Platform

Loop Cognitive Computing Platform

39. OdinText

OdinText makes it easy to understand what is driving various outcomes by allowing to understand what in  text is driving other target data (such as customer satisfaction) up or down and by how much.



40. Brainspace Discovery

Brainspace Discovery is an advanced solution for analyzing unstructured data from data preparation, to exploration and collaboration, Discovery makes smart decisions, evaluate and mitigate risks, and uncover insights and opportunities.

Brainspace Discovery

Brainspace Discovery


AYLIEN Text Analysis API is a package of Natural Language Processing, Information Retrieval and Machine Learning tools for extracting meaning and insight from textual and visual content with ease.



Information Discovery is a text analytics and data exploration platform that allows you to get insights in your structured and unstructured data and explore important information in the most flexible way. Information Discovery collects and analyzes all kind of documents, such as patents, research literature, databases, websites, and other enterprise repositories.



43. Buzzlogix

Buzzlogix Smart Assistant offers a unique set of features that assist the social media specialists to simplify their social media campaigns, measure results, extract valuable insights, automate tasks and make valuable suggestions throughout the process.



44. SIFT

SIFT helps to mine through volumes of unstructured customer feedback in minutes with simple and intuitive functionality to quickly become an expert in gleaning valuable insights from your customers’ opinions.




VisualText is the premier integrated development environment for building information extraction systems, natural language processing systems, and text analyzers.



Twinword provides text analysis APIs that can understand and associate words with features including context and topic extraction ,online consumer sentiment analysis for brands and products and personalized and targeted e-commerce/advertising platforms.



Kanjoya uses quantitative and text-based data and uncover hard-to-get qualities like emotion, sentiment, bias, and intent.Uses natural language processing and machine learning technology, reveals employee emotions, attitude, and intent and predicts behavior enabling with data to make the best people decisions.




Luminoso enables to understand, measure and act on large amounts of unstructured text across multiple channels. Luminoso enables global companies to tap into customer experience, fine-tune marketing strategy, elevate customer service and evolve product offering. Luminoso contextualizes survey responses, satisfaction scales, and rating scores Luminoso recognizes, surfaces, and visualizes all themes, topics, and associations within feedback – and understands their context in relation to each other automatically.




Semantria offers text analysis via API and Excel plugin. It differs from Lexalytics in that it is offered via API and Excel plugin, and in that it incorporates a bigger knowledge base and uses deep learning.



50.General Sentiment

General Sentiment delivers natural language processing and text analytics, in social intelligence platform that interprets online conversations and discovers actionable insights.

General Sentiment

General Sentiment


AUTINDEX is a text mining software package based on sophisticated linguistic. It uses the extraction of key words from a document to represent the semantics of the document. The system is integrated with a thesaurus that defines the standardised terms to be used for key word assignment. AUTINDEX is used in library applications as well as in high quality information systems  and in document management and content management environments.



Text2data analytics solution analyse in-house documents, emails, CRM comments to track customer satisfaction. It can also dynamically change the content of your website based on your user’s opinions and set-up early warning and response triggers.



Sysomos helps you get the true social intelligence you need to make better business decisions. Sysomos MAP, simply type in your keyword, and instantly see results, including reach and context for your topic today and historically.



Medallia is a Customer Experience Management company .Medallia’s Software-as-a-Service application enables companies to capture customer feedback everywhere the customer is (including web, social, mobile, and contact center channels), understand it in real time, and deliver insights and action everywhere from the C-suite to the frontline to improve their performance.




Synapsify Core help to understand open ended survey responses, social media posts, or customer reviews faster by prioritizing the most relevant and meaningful content for faster, more productive analysis and easily identify trends and relationships between your comments in three data discovery views . Synapsify Core API is based on a core set of linguistic algorithms, utilizing natural language and semantic processing, machine learning.



Etuma turns open text customer feedback from social media and all channels into actionable information by categorizing it into topics, viewpoints and sentiment.




Bitext cloud services help market research professionals and data scientists perform sentiment analysis, categorization and entity & concept extraction, easily and effectively. Bitext API offers Sentiment Analysis, Entity Extraction, Concept Extraction and Categorization. Bitext works on Aspect-Based Sentiment Analysis (also known as Topic-Based) which is currently available in 20+ languages.


58. Saplo

Saplo provide services that extract and refine valuable information from large quantities of text through an API (Application programming interface). Services can be used either stand alone or combined into new and exiting concepts and technologies.



indico allows to explore text and image data in a natural way, analyze hundreds of documents in a matter of milliseconds and use deep learning to build state of the art models. Sentiment Analysis API takes a sample of text (tweet, article, email, forum post, report, etc) and returns the positivity.


60. Datumbox

Datumbox API offers a large number of off-the-shelf Classifiers and Natural Language Processing services which can be used in a broad spectrum of applications including: Sentiment Analysis, Topic Classification, Language Detection, Subjectivity Analysis, Spam Detection, Reading Assessment, Keyword and Text Extraction and more.


61. SYSTRAN enables you to utilize and analyze both structured and unstructured multilingual content, such as user-generated content, social media, Web content and more. Easy to use, Scalable and reliable, the new brings the power of SYSTRAN’s best-of-breed language processing technologies to your apps and websites.


62. Google Cloud Prediction API

Google Cloud Prediction API provides a RESTful API to build Machine Learning models. Prediction’s cloud-based machine learning tools can help analyze your data to add various features to your applications, such as customer sentiment analysis, spam detection, recommendation systems, and more

Google Cloud Prediction API

You may also like to review the Text Analysis, Text Mining, Text Analytics freeware/open source list:
Top Free Software for Text Analysis, Text Mining, Text Analytics

You may also like to review the Top Qualitative Data Analysis Software proprietary software list:
Top Qualitative Data Analysis Software

You may also like to review the Top Free Qualitative Data Analysis Software software list:
Top Free Qualitative Data Analysis Software

15 Reviews
  • December 4, 2013 at 3:00 pm

    Did you evaluate DiscoverText?

  • Max Mouneimne
    April 15, 2014 at 12:58 pm

    Angoss’s Text Analytics software KnowledgeREADER has the lexalytics engine embedded inside of the tool. Angoss has the best Decision & Strategy trees on the market and its visualization features enhance its ability to compete with all the top 10 players here and is gaining a lot of attraction in the market.

    I think Angoss should definitely be in the top 10.

  • May 24, 2014 at 11:18 am

    Bill Inmon’s Textual ETL is a serious omission from this list.

  • June 6, 2014 at 7:17 pm

    Ascribe is conspicuously missing the Top 30 Text Analytic Software Companies list. The Ascribe Intelligence Suite provides a unique integrated suite of TA tools that span from semi-automated to full automation.

  • Joe
    June 15, 2014 at 11:53 am

    One more to be added

  • August 14, 2014 at 4:20 pm

    App developers and technology/software companies may want to give zVelo a look. Their contextual analysis engine is used to generate a wide array of data sets about URLs, text, unstructured data, and more. Data sets include categories, language, URL reputation, sentiment, named entities (persons, places, things) and even connections (e.g. how one feels about a particular brand in a social media post).

  • October 5, 2014 at 10:07 pm

    CARP language technologies suite of modules should be included in this list. A strong NLP outfit based in Europe.

  • Kevin
    October 10, 2014 at 9:44 am

    Check out Taste Analytics too. Their platform can turn virtually anybody into a data scientist for unstructured data sets.

  • October 28, 2014 at 10:56 am

    I bumped (again, actually) into this old post. Always happy to see that my company, Expert System, is listed.
    I remember when this was a niche and we were part of a very small group of companies working in this field, now there are hundreds of us 🙂 Actually, most of the old players are gone, turns out that it’s no easy task to build great technology and, at the same time, find a way to make money with it.

    Truth is, this industry is still very young and users don’t really know what to expect from text mining software or how to compare different services, so the past isn’t necessarily a testament to any company’s technical or business skills, nor is it a way to foresee the future. Probably we just have to wait for the market to “grow up”, hopefully helping it in doing so with modern approaches and new business models (we just launched our open beta at since, you know, APIs is what the cool kids do these days and, most of all, you want to give free access to your stuff so that people can assess your real value).

    If I had to leave a suggestion, although merely subjective, for companies struggling in this business, I’d say that understanding that you work on a “solution” is the most important thing. Your technology must be good, naturally, and you’re going to do a lot of networking if you want to market your product, we all know this, but your actual weapon will be to have a real solution to a real problem. In other words: customer first, always.

  • November 17, 2014 at 12:10 pm

    AYLIEN is an obvious omission from the list. Check out for powerful text analysis APIs.

  • February 13, 2015 at 9:20 am

    Don’t for get Brainspace Discovery. The industry’s most advanced platform for text analytics, visualization & investigation.

  • February 18, 2015 at 3:56 pm

    Please also consider, a premier provider of cutting edge technology in text analytics.

  • March 6, 2015 at 1:37 pm

    A specialist company working on clinical text analytics is Health Language Analytics. Clinical documents are very different to general text and require a high degree of in-built knowledge for the tools to be effective. see

  • Rita
    July 22, 2015 at 5:31 pm

    Anyone use Kanjoya Perception? Curious how all these tools compare. They do both sentiment and emotion analysis, along with content analysis.

  • September 15, 2016 at 10:30 am

    You should add to this list, it’ the only Online Natural Language Processing service that helps you tag sentences for export via Click & Tell Sentence Views; which help you refine results, quickly! It groups sentences by Sentiment, Parts Of Speech, Top 25 Positive, Neutral, or Negative Keywords or by Sentences and Conversations!

    Filters to refine results are everywhere! Parses sentences to create dynamic keyword filters! Any sentence, any keyword, all filters! And if that was not enough, combine them to create complex two word filters for the selected View and Sentiment! And when you think there might be something in those joined words, if they were flipped; they have that to!

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