Best Text Mining Software
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Compare the Top Text Mining Software as of April 2025
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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.
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1
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’.Starting Price: $2,700/year -
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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 -
3
Kimola Cognitive
Kimola
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 -
4
Clootrack
Clootrack Software Labs
Respond to customer perceptions faster than ever before. Discover and rank your top brand drivers. Score brand equity vis a vis competitors. Discover emerging trends in your category. Keep your marketing and positioning at par with latest trends. Discover your customer beliefs. Strike a chord by talking their language. Understand how change in customer perceptions impact your brand – with the help of Artificial Intelligence. Our intelligence platform analyzes billions of customer opinions from all data sources in real-time to reveal topics that matter most to the customers. Clootrack can distinguish between a high-quality review and a pointless comment. It understands the emotional intensity of the opinions to clearly identify customers’ pressing needs. -
5
Amenity Analytics
Amenity Analytics
Our NLP uncovers insight from text at scale with an accuracy that is unrivaled in the industry and with the flexibility to integrate into your specific business and workflow requirements. Achieve meaningful, repeatable results. Many of our models in production achieve greater than 90% accuracy in precision and recall. Compared with the industry average of 68%, it’s no surprise why Amenity’s NLP is trusted by some of the largest players across multiple industries. Extract value-relevant text, while ignoring noise. Our NLP extracts, distills, and structures text from millions of documents into actionable business insights. It determines the context and meaning of text and how they might change from the phrase to the paragraph. Transform any source of text into industry-specific analysis and sentiment tied to business events with a clear view on the “why” behind the results. No black boxes here. Our NLP is configurable to what you need and where you need it. -
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Get insightful text analysis with machine learning that extracts, analyzes, and stores text. Train high-quality machine learning custom models without a single line of code with AutoML. Apply natural language understanding (NLU) to apps with Natural Language API. Use entity analysis to find and label fields within a document, including emails, chat, and social media, and then sentiment analysis to understand customer opinions to find actionable product and UX insights. Natural Language with speech-to-text API extracts insights from audio. Vision API adds optical character recognition (OCR) for scanned docs. Translation API understands sentiments in multiple languages. Use custom entity extraction to identify domain-specific entities within documents, many of which don’t appear in standard language models, without having to spend time or money on manual analysis. Train your own high-quality machine learning custom models to classify, extract, and detect sentiment.
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7
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 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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spaCy
spaCy
spaCy is designed to help you do real work, build real products, or gather real insights. The library respects your time and tries to avoid wasting it. It's easy to install, and its API is simple and productive. spaCy excels at large-scale information extraction tasks. It's written from the ground up in carefully memory-managed Cython. If your application needs to process entire web dumps, spaCy is the library you want to be using. Since its release in 2015, spaCy has become an industry standard with a huge ecosystem. Choose from a variety of plugins, integrate with your machine learning stack, and build custom components and workflows. Components for named entity recognition, part-of-speech tagging, dependency parsing, sentence segmentation, text classification, lemmatization, morphological analysis, entity linking, and more. Easily extensible with custom components and attributes. Easy model packaging, deployment, and workflow management.Starting Price: Free -
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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
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 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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Lettria
Lettria
Lettria offers a powerful AI platform known as GraphRAG, designed to enhance the accuracy and reliability of generative AI applications. By combining the strengths of knowledge graphs and vector-based AI models, Lettria ensures that businesses can extract verifiable answers from complex and unstructured data. The platform helps automate tasks like document parsing, data model enrichment, and text classification, making it ideal for industries such as healthcare, finance, and legal. Lettria’s AI solutions prevent hallucinations in AI outputs, ensuring transparency and trust in AI-generated results.Starting Price: €600 per month -
14
PrediCX
Warwick Analytics
Your contact center is one of your greatest untapped assets. It’s the place where customers are continuously coaching your business. PrediCX is an AI platform which unlocks this value with predictive insight and automation across all channels to optimize both customer experience and customer services. Use AI to discover predictive insight from every customer conversation and interaction - whatever the channel. Recommended actions to enhance profitability and customer experience. Get early warnings of issues, automatic coaching and QA of your agents for all their interactions. Fast track any urgent enquiries or complaints and signpost your customers to the best channel or resource available. AI uses concepts not keywords to classify incoming feedback so analysis is accurate, insightful and not pre-determined. No customer feedback is overlooked. Triage queries automatically from digital channels, automatically classify and assist agents, and enhance chatbots.Starting Price: $495 per month -
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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
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 -
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TAS Insight Engine
Precognox
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 -
18
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 -
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Deep Talk
Deep Talk
Deep Talk is the fastest way to transform text from chats, emails, surveys, reviews, social networks into real business intelligence. Understand what's inside communications with customers with our easy-to-use AI platform. Unsupervised deep learning models to analyze your unstructured text data. Deepers are pre trained deep learning models to get custom detections inside your data. Use the "Deepers" API to analyze text in real time and tag text or conversations. Reach the people who need a product, request a new feature or express a complaint. Deep Talk offers cloud-based deep learning models as a service. You just need to upload your data or integrate one of the support services to extract all the insights and information from WhatsApp, chat conversations, emails, surveys or social networks.Starting Price: $90 per month -
20
SimpleX
Simple Decisions
Handle text data with a no-code console that can read natural language. Never again with a spreadsheet. Spreadsheets have no clue about words meaning and languages. You do, and SimpleX does too. No complicated queries nor machine learning gibberish. A.I. is well hidden behind a simple and intuitive UI. Analyze 10x faster free text answers. Import, tag, categorize, and filter hundreds of quotes in seconds. Our A.I. does all the heavy lifting for you. Instant treemaps or word clouds, ready to be pasted in your presentation. And tidy exports with all the right insights. Understands and processes natively 50 languages, even mixed up. Deals with up to 10k text answers such as quotes, feedback, comments, and reviews. Extracts insights 10 times faster thanks to AI-powered analytical features. Performs in real-time time-consuming tasks you thought only humans could do. Sophisticated AI is a simple & friendly solution.Starting Price: €6 per month -
21
Komprehend
Komprehend
Komprehend AI APIs are the most comprehensive set of document classification and NLP APIs for software developers. Our NLP models are trained on more than a billion documents and provide state-of-the-art accuracy on most common NLP use cases such as sentiment analysis and emotion detection. Try our free demo now and see the effectiveness of our Text Analysis API. Maintains high accuracy in the real world, and brings out useful insights from open-ended textual data. Works on a variety of data, ranging from finance to healthcare. Supports private cloud deployments via Docker containers or on-premise deployment ensuring no data leakage. Protects your data and follows the GDPR compliance guidelines to the last word. Understand the social sentiment of your brand, product, or service while monitoring online conversations. Sentiment analysis is contextual mining of text which identifies and extracts subjective information in the source material.Starting Price: $79 per month -
22
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 -
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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 -
24
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. -
25
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 -
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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 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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Intellexer API
EffectiveSoft
EffectiveSoft has been engaged in the development of educational and knowledge management software for more than 10 years. We provide optimal solutions of any complexity: from mobile and desktop applications to enterprise-level software based on our proprietary know-how. Our company has the R&D department that actively deals with document management. Today we can retrieve necessary knowledge from clients’ corporate systems and create solutions able to raise their company intellectual capital. Our long experience is accumulated in our proprietary software platform – Intellexer™. It is a complex natural language solution aimed at handling documents of any type. Being aware of the specifics of working with corporate clients, we use Intellexer SDK or online API to integrate our tools with your corporate systems in case the development of custom knowledge management software is unreasonable.Starting Price: $90.00/month -
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Professional Document Analyzer
Scion Analytics
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 -
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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