Best Text Mining Software

Compare the Top Text Mining Software as of June 2025

What is Text Mining Software?

Text mining software is a type of software that uses natural language processing (NLP) and machine learning to analyze text data. It can aid in collecting, analyzing, and organizing unstructured data from websites, emails, documents, and other sources for various applications. Text mining software has the capability to crawl web page content or conduct keyword searches to retrieve relevant information. Depending on the purpose, it can also identify relationships between topics or extract terms from different languages. Compare and read user reviews of the best Text Mining software currently available using the table below. This list is updated regularly.

  • 1
    ThinkAutomation

    ThinkAutomation

    Parker Software

    Develop the automations that work for you. With ThinkAutomation, you get an open-ended studio to build any and every automated workflow you could ever need. All without volume limitations, and all without paying per process, license or ‘robot’.
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    Starting Price: $2,700/year
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  • 2
    Keatext

    Keatext

    Keatext

    Customer-centric businesses want to know what issues are hurting their customer journey. But it’s hard to come up with a data-driven plan to address them effectively. Keatext gives you a head start by analyzing feedback and generating AI-based recommendations on what to address first, delivered in a ready-to-share report. Assess the strengths and weaknesses in your customer experience based on their impact on customer satisfaction. Review issues with the most impact that are brought to your attention by AI-based recommendations. Get an executive summary that leverages GPT’s language generation to deliver Keatext’s recommendations in a ready-to-share report. Monitor and quickly discover trends in your customer satisfaction on a customizable dashboard. Connect to your preferred platform like Zendesk, Surveymonkey, ServiceNow, or Qualtrics.
    Starting Price: $550/month
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    Kimola Cognitive
    Kimola Cognitive is a rock-solid Machine Learning Platform that enables users to grab reviews from 20+ channels and analyze + classify customer feedback -or any text data- automatically. Here are the TOP skills of Kimola Cognitive: - Scrape Web and Collect Reviews - Text Analysis with Entity Recognition - Analyze Data with Pre-Built models on Kimola Cognitive Gallery - Create, Train and Store Your Own Custom Models (No Coding Skills are Required) - Create Executive Summary, Generate SWOT Analysis and many powerful marketing materials using GPT Integration - Available in 6 languages (and counting!)
    Starting Price: $199 / 10000 Queries / month
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    Clootrack

    Clootrack

    Clootrack

    Clootrack is an AI Superagent for Fastest Customer Intelligence. It gives access to actionable customer and market insights 7.5X faster, with both qualitative and quantitative analytics. It helps enterprises uncover the exact reasons behind customer sentiment, which is used to enhance overall customer experience, reduce customer churn, accelerate product development, and enter new markets. The insights are based on a comprehensive set of data, both first-party and online. Clootrack insights, including qualitative data, are 98% accurate. Our patented unsupervised analysis ensures qualitative insights are unbiased and actionable. The platform includes 1000+ connectors to enterprise data sources and can crawl data from online sources.
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    OdinText Text Analytics
    At the intersection of Customer Experience and Business Intelligence, Customer Intelligence reveals the critical connection between your customer's thoughts and feelings and the metrics driving business. Explore gives you the power to develop the Answers your company needs to make impactful decisions. You have collected the thoughts and feelings of your customers in various feedback, survey and customer support systems. Start putting this data into OdinExplore to understand at scale. Find which topics are most impactful to your customers by exploring the topics in their feedback. Explore auto-terms, create important topics, apply dictionaries, and analyze emotions and sentiment. Create segments based on specific demographics, ratings, or time periods to discover and highlight the distinctions between different groups of people. Run multiple experiments to gain new perspectives on different customer segments, products, and more.
    Starting Price: $999 per month
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    Medallia

    Medallia

    Medallia

    Medallia allows you to thoughtfully and systematically engage your users with targeted, in-the-moment surveys across digital and traditional touchpoints. Our easily implemented survey solutions ensure you're gathering relevant, actionable data to make measurable customer impact. Once the customer survey data is collected, Medallia's AI technology uses machine learning to analyze structured and unstructured data to uncover sentiment, find commonalities, predict behavior, anticipate needs and prescribe actions to improve experiences. Build the most effective surveys for your customer journeys. Rapidly manage change and innovation to every aspect of your experience management program—from design to emails, questions and translations—with sophisticated targeting logic, flexible conditioning and distribution. Medallia surveys allow you to
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    NaturalText

    NaturalText

    NaturalText

    NaturalText A.I. helps you get more out of your data. Discover relationships, create collections, and unveil hidden insights in documents and other text-based data. NaturalText A.I. uses novel artificial intelligence technology to uncover hidden relationships in data. The software uses various state-of-the-art methods to understand context, analyze patterns, and reveal insights—all in a human-readable way. Reveal insights hidden in your data. Finding everything hidden in your text data is a difficult, if not impossible, task. With traditional search, you can only locate information related to a document. NaturalText A.I., on the other hand, uncovers new information within millions of documents, including scientific papers and patents. Use NaturalText A.I. to reveal insights in the data you are currently missing.
    Starting Price: $5000.00
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    VizRefra

    VizRefra

    VizRefra

    Analyze text with viztext 2D & 3D mapping text analysis topic modeling, sentiment analysis, word cloud. A unique machine learning algorithm to visualize topics in the text you want to discover. Text analysis provides topic modelling with navigation through 2D/ 3D maps. Uses referential framework to make logical relational topic analysis with zoom-in and zoom-out features on 2D and 3D maps including colorful word cloud. Analysis on the level of sentiment in the text with pie chart on ratio between positive, negative and neutral. Graphs top entities in the text with percentage as well as highlights in the text with entity type: government, person, organization, etc. Simple drag and drop, upload text file or paste text from the web or social media posts or enter HTTP address for a website that contains text article you like to analyze.
    Starting Price: $25
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    MeaningCloud

    MeaningCloud

    MeaningCloud

    MeaningCloud is the easiest, most powerful, and most affordable way to extract the meaning from unstructured content: documents, articles, social conversations, web content, etc. We provide text analytics products to extract the most accurate insights from any content in many languages. And we do it SaaS and On-prem. We work for different industries (pharma, finance, media, retail, hospitality, telco, etc.) developing personalized and industry-oriented solutions.  Pay only for what you use, without any activation fees, minimum time commitment and with the most generous free plan of the market. If you don't like it, you can stop using it, just like that. Without software to install or infrastructure to deploy. All the reliability and scalability of solutions in the cloud, and the possibility of testing it for free.
    Starting Price: $99 per month
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    PolyAnalyst

    PolyAnalyst

    Megaputer Intelligence

    PolyAnalyst is a data analysis software used by large organizations across several industries (Insurance, Manufacturing, Finance, etc.). Some of its most notable features and capabilities include its use of a visual composer for complex data analysis modeling rather than coding/programming. It couples structured and poly-structured forms of data for unified analysis (ie multiple-choice questions and open-ended responses) and it can process text data in over 16+ different languages. PolyAnalyst has many features that meet comprehensive data analysis needs, such as loading data, cleansing and preparing data for analysis, deploying machine learning and supervised analysis techniques, and building reports that non-analysts can use to uncover insights.
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    Watson Natural Language Understanding
    Watson Natural Language Understanding is a cloud native product that uses deep learning to extract metadata from text such as entities, keywords, categories, sentiment, emotion, relations, and syntax. Get underneath the topics mentioned in your data by using text analysis to extract keywords, concepts, categories and more. Analyze your unstructured data in more than thirteen languages. Out-of-the-box machine learning models for text mining provide a high degree of accuracy across your content. Deploy Watson Natural Language Understanding behind your firewall or on any cloud. Train Watson to understand the language of your business and extract customized insights with Watson Knowledge Studio. Maintain ownership of your data with the assurance that your data is safe and secure. IBM will not collect or store your data. By using our advanced natural language processing (NLP) service, we give developers the tools to process and extract valuable insights from unstructured data.
    Starting Price: $0.003 per NLU item
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    Repustate

    Repustate

    Repustate

    Repustate provides world-class AI-powered semantic search, sentiment analysis and text analytics for organizations globally. It gives businesses the capability to decode terabytes of information and discover valuable, actionable, business insights more astutely than ever. From our esteemed clients in the Healthcare industry, to recognised leaders in Education, Banking or Governance, Repustate provides continuous deep dives into complex integrated data across industries. Our solution drives sentiment analysis and text analytics for social media listening, Voice of Customer (VOC), and video content analysis (VCA) across platforms. It encompasses the plethora of slangs, emojis and acronyms superseding the rules of formal language in social media. Whether it’s data from Youtube, IGTV, Facebook, Twitter or TikTok, or your own customer review forums, employee surveys, or EHRs, you can identify the critical aspects of your business precisely.
    Starting Price: $299 per month
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    TextRazor

    TextRazor

    TextRazor

    The TextRazor API helps you extract and understand the Who, What, Why and How from your news stories with unprecedented accuracy and speed. Entity Extraction, Disambiguation and Linking. Keyphrase Extraction. Automatic Topic Tagging and Classification. All in 12 languages. Deep analysis of your content to extract Relations, Typed Dependencies between words and Synonyms, enabling powerful context aware semantic applications. Rapidly extract custom products, companies and build problem specific rules for tagging your content with your own categories. TextRazor offers a complete cloud or self-hosted text analysis infrastructure. We combine state-of-the-art natural language processing techniques with a comprehensive knowledgebase of real-life facts to help rapidly extract the value from your documents, tweets or web pages.
    Starting Price: $200 per month
  • 14
    TAS Insight Engine
    Discovering, extracting, retrieving and finding the value in your enterprise data is all about getting insights. TAS Insight Engine provides you all the essential insights leading you to the right business decision. Getting insight means a kind of information extraction out of enterprise data, with the aim of supporting the business decision making. It is obvious why getting insight plays a major role nowadays, since understanding your data and obtaining results and answers are essential to face the challenges of today’s business world. In all areas or sectors, always. To make this possible, TAS Insight Engine combines the latest achievements as benefits of text analytics, Natural Language Processing (NLP) and Machine Learning (ML).
    Starting Price: €550 EUR / month / user
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    Emotics

    Emotics

    Adoreboard

    Emotics is an emotion analytics platform that turns text data from customer and employee feedback into business answers. Emotics assigns emotions and themes into strengths, weaknesses, opportunities and threats so you can take a strategic view of your customer or employee experience. Automatically generates benchmarks to generate insights on how you compare to competitors and the specific aspects of CX that you need to improve or optimize. Provides a window into the causes of emotional responses by providing a warning system for emotions that provoke actions. Measure the intensity of emotion expressed by customers across 8 emotion indexes and 24 emotions to pinpoints emotions driving themes that damage or improve the perception of CX. Enables a 360° view of customer by connection with NPS, CSAT, product reviews, social data and tools like SurveyMonkey and Zendesk. Emotics makes sentiment analysis redundant and goes further than NPS.
    Starting Price: $289 per month
  • 16
    Klazify

    Klazify

    Klazify

    All-in-one domain data source to get website logos, company data, categorization, and much more from a URL or email. Our website categorization API is highly accurate, a simple lookup of a company will classify its industry within 385 possible topic categories. Our classification taxonomy is based on the IAB V2 standard, it can be used for 1-1 personalization, marketing segmentation, online filtering, and more. Our classification taxonomy is based on the IAB V2 standard, it can be used for 1-1 personalization, marketing segmentation, online filtering, and more. We offer three top-level category structures to choose from. Whether you need the IAB taxonomy's deep categorization or prefer a more straightforward category structure, we’ve got you covered. Our website categorization API uses a machine learning (ML) engine to scan a website’s content and meta tags. It extracts text to classify the site and assigns up to three categories aided by natural language processing (NLP).
    Starting Price: $89 per month
  • 17
    Allganize

    Allganize

    Allganize

    Allganize's industry-leading AI solutions provide businesses with the best tool to automate customer and employee support. Automate an average of 72% of all monthly support tickets within the first 4 months of implementation. Let our AI automate simple customer requests and free up your agents’ time to handle more complex issues. Employees can ask questions in a conversational way and find answers from multiple document types. Conversational AI chat bot pre-trained for your websites and automates customer service. Intelligent search that extracts accurate answers from any document, instantaneously. Automatically extracts important keywords from any document and categorizes them, providing valuable insights. Understands the context of product reviews using one's natural language to automatically detect positive or negative experiences. Assigns predefined categories from customer support conversions to accurately determine user intent.
    Starting Price: $2 per month
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    Speak

    Speak

    Speak

    Turn your language data into insights, fast and with no code. Join 10,000+ companies, researchers, and marketers using Speak to reduce manual labor, unlock competitive advantages, build stronger customer relationships, and make better decisions. Whether you are doing qualitative research, academic research, marketing research, competitive analysis, digital marketing, or other crucial functions of your organization, Speak has enabled easy individual and bulk uploading of audio, video, and text data. Convert audio and video to text with automated transcription, import CSVs for bulk analysis, capture recordings with an embeddable recorder, create directly in Speak, or use popular integrations to automate capture. Whether it is customer interviews, Zoom recordings, YouTube videos, podcasts, focus groups, Amazon Reviews, tweets, or other crucial qualitative feedback channels, Speak will help you identify actionable, competitive insights in your data.
    Starting Price: $8 per month
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    Mozenda

    Mozenda

    Mozenda

    Mozenda is a powerful data extraction software that enables businesses to collect data from various sources and transform them into wisdom and action. The platform automatically identifies lists of data, captures name-value pair lists, captures data from complex table structures, and more. It also offers a large suite of features such as error handling, scheduling and notifications, publishing and exporting, premium harvesting, and history tracking.
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    MonkeyLearn

    MonkeyLearn

    MonkeyLearn

    MonkeyLearn makes it simple to clean, label and visualize customer feedback — all in one place. Powered by cutting edge Artificial Intelligence. All-in-one text analysis and data visualization studio. Gain instant insights when you run an analysis on your data. Use ready-made machine learning models, or build and train your own – code free. Discover our templates, tailored for different business scenarios and equipped with pre-made text analysis models and dashboards. Identify the topics and interests that matter most to target markets. Execute demand generation and sales strategies based on accurate analyses of customer opinions and feelings. Slice and dice your survey responses by requests, intent, and sentiment. See more than the survey intended.
    Starting Price: $99 per month
  • 21
    Semantria

    Semantria

    Lexalytics

    Semantria is a natural language processing (NLP) API from Lexalytics, leaders in enterprise sentiment analysis and text analytics since 2004. Semantria offers multi-layered sentiment analysis, categorization, entity recognition, theme analysis, intention detection and summarization in an easy-to-integrate RESTful API package. Semantria is totally customizable through graphical configuration tools, supports 24 languages, and can be deployed across private, public and hybrid clouds. Semantria scales effortlessly from single servers to entire data centers and back again to meet your on-demand processing needs. Integrate Semantria to add powerful, flexible text analytics and natural language processing capabilities to your cloud-based data analytics products or enterprise business intelligence infrastructure. Or add Lexalytics storage and visualization tools to create a complete business intelligence platform for storing, managing, analyzing and visualizing text documents.
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    Etuma

    Etuma

    Etuma

    Etuma text analysis service turns all your open-ended customer feedback into consistent and actionable information. You receive high volumes of open-text feedback comments from multiple channels, and you struggle with systematically turning them into actionable insight in a timely manner. Manually reading and categorizing all comments is slow, expensive, and inconsistent. You’ve tried keyword analysis, but it doesn’t provide statistically meaningful or actionable information. Feedback results from different processes and channels are not aggregated, so a lot of valuable information gets lost in organizational silos where it can only be utilized by those who have access to it. Etuma has existing connectors to dozens of survey, customer experience management, and contact center platforms. You can also connect any spontaneous feedback channel like email or webforms.
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    Professional Document Analyzer
    The redesigned Professional Document Analyzer leverages AI Natural Language Processing (NLP) for enhanced content analysis and advanced readability. Our recent redesign simplifies the user experience (UX) with a common user interface (UI), delivers enhanced settings for creation and maintenance, and provides enhanced flexibility and reduced complexity to empower both casual users and super users. Analyzes (parse / shred) your RFPs for words like Must, Shall, Will and your custom keywords/phrases – Supports 6 File Types. Create a Compliance Matrix with 2 clicks in an Excel template or MS Word document. Analysis Results panel – Manipulate your analysis results by splitting, combining, annotating, and filtering. Share your Compliance Matrix and reports with 2 clicks.
    Starting Price: $166.50 per user per year
  • 24
    Semeon Analytics

    Semeon Analytics

    Semeon Analytics

    Semeon can help you understand and prioritize large-scale employee, customer and marketplace feedback data from anywhere like social, surveys, reviews and CRM data. Our platform automatically extracts the most relevant multi-word concepts from your data, measures sentiment and generates insightful dashboards. Available in 10+ native languages, government entities, security and defense agencies, brands and organizations around the world rely on Semeon’s technology to improve customer experience and citizens’ life, reduce operational costs and drive growth.
    Starting Price: $1200/month
  • 25
    Archeo

    Archeo

    Communicate

    Quickly find your business-associated messages and get a complete overview in a user-friendly web interface. Archeo provides insight that enables you to take control over your business process. Find your messages easy when all logged text-based content is searchable based on freetext. Log all information to a REST API in Azure. Accessible from all your applications and integrations. Quickly find your business-associated messages and get a complete overview in a user-friendly web interface. Archeo provides insight that enables you to take control over your business process. Log all information to REST API in Azure. Accessible from all your applications and integrations. Generate custom graphs and dashboards which provide you with a complete overview of your flows and transactions. Let anyone in your organization use the application, and let the end users use Archeo to follow up their own business processes.
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    Grooper
    Grooper was built from the ground up by BIS, a company with 35 years of continuous experience developing and delivering new technology. Grooper is an intelligent document processing and digital data integration solution that empowers organizations to extract meaningful information from paper/electronic documents and other forms of unstructured data. The platform combines patented and sophisticated image processing, capture technology, machine learning, natural language processing, and optical character recognition to enrich and embed human comprehension into data. By tackling tough challenges that other systems cannot resolve, Grooper has become the foundation for many industry-first solutions in healthcare, financial services, oil and gas, education, and government.
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    Sphinx iQ3

    Sphinx iQ3

    Le Sphinx

    Sphinx iQ 3 is the intuitive and efficient multi-channel survey solution to support you at every stage of your projects: from the design of your questionnaires to the analysis of results and their communication. Combining quantitative and qualitative approaches to data visualization, Sphinx iQ 3 makes your data speak to obtain a vision of results that is as synthetic as it is rich and precise. Sphinx iQ 3, is the innovative solution to get the most out of your studies and guide your decisions. Individualize your invitation messages. Develop your tailor-made forms (design, number of questions per page, types of questions, thank you message, etc.). Ask the right question to the right contact by scripting your form with conditional questions and referrals. Distribute dynamic and interactive questionnaires with a display adapted to different media, computers, tablets, smartphones, etc. for a better user experience (responsive design).
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    Moderation API

    Moderation API

    Moderation API

    The Moderation API automates text analysis using state-of-the-art artificial intelligence, so you can become more efficient, privacy-friendly, and scale faster.
    Starting Price: $49/month
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    Atomic Intelligence

    Atomic Intelligence

    Atomic Intelligence

    Atomic Intelligence provides a web-based service for the automated analysis of text content. We monitor large volumes of content, such as news, social media, and regulatory filings, and detect the opinions expressed along with mentions of company names, products, and topics. Our service is used by investment firms who use the data as part of their proprietary trading strategies, by consumer product companies who need to understand what their customers are saying, and by technology companies who want to outsource text analysis. Atomic Intelligence scans text to find mentions of companies, products, sentiment, topics, and more. Natural language processing and machine learning is used to identify important mentions, which may be explicit or implicit in the text. Atomic Intelligence works with any type of unstructured content. Upload files through the web interface, or via an API, or customize Atomic to perform automated scheduled fetching from your chosen sources.
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    Text Analyzer

    Text Analyzer

    online-utility.org

    Free software utility that allows you to find the most frequent phrases and frequencies of words. Non-English language texts are supported. It also counts a number of words, characters, sentences, and syllables.
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