Best Enterprise Text Mining Software
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Compare the Top Enterprise Text Mining Software as of November 2025
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What is Enterprise 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 Enterprise Text Mining software currently available using the table below. This list is updated regularly.
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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 -
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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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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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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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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 -
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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 -
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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 -
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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
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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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
BIS
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
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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XtractEdge
EdgeVerve
Scale up and process millions of documents across the length and breadth of your enterprise. A one size fits all approach to document extraction, processing and comprehension does not apply in most enterprise scenarios. To successfully unlock business value from enterprise documents regardless of their complexity or domain specificity, a purpose-built document extraction, processing and comprehension platform like XtractEdge Platform is required. With its advanced AI capabilities that use an ensemble of various Machine Learning and Deep Learning based techniques, flexible data management and analytics pipelines, XtractEdge Platform structures world’s complex multi-document data, makes it consumption ready to unlock the latent business value. XtractEdge Platform optimizes the document extraction, processing and comprehension pipeline to help enterprises unlock business value faster. -
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Tackle Ai
Tackle Ai
Capture, comprehend and identify not only types of documents, but business critical information contained within those documents, all automatically. Tackle Ai works with structured, unstructured, highly variable documents and images without any need for human interaction. Tackle Ai quickly enables businesses to gain a richer, more meaningful understanding of their information, while greatly reducing labor and document management expenses for businesses. What used to take humans or other software hours or days, Tackle Ai completes in mere seconds, at a fraction of the cost. Automatically identifies critical information, understands the context of information, and learns the differences between documents. It is faster, completes 10,000 documents in seconds, and there's no new software for employees to learn. Handles virtually any client requests, like auto redaction, data extraction, auto filing, etc. -
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teX.ai
teX.ai
Given the sea of content, your business generates, identifies, and processes only text that is of interest to you, quickly, accurately, and efficiently. Regardless of your business needs, operational agility, faster decisions, obtaining customer insights or more, teXai, a Forbes recognized text analytics company, helps you take advantage of text to propel your business forward. teXai's powerful customizable preprocessor engine identifies and extracts objects of your interest in the nooks and crannies of your organization’s emails, text messages, tables, website, social media, archives, or any documents of your choice. Its intelligent customizable linguistic application identifies text genre, groups, similar content and creates concise summaries so that your business teams can obtain the right context from the right text. The easy-to-use text analytics software extracts the essence of your text and simplifies the decision-making process. -
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Acodis
Acodis
Intelligent document processing automates the processing of data within documents, contextualizing the document, understanding the information, extracting it, and sending it to the right place. With Acodis, you can do all of this in just a few seconds. The world is full of unstructured data hidden in documents and it will be for a long time to come. That's why we built Acodis so that you can extract data from any document, in any language. Get structured data from any document with machine learning, in seconds. Build and combine document processing workflows with a few clicks, no coding required. Once you capture and automate your document's data, integrate the process into your existing systems. Acodis offers an easy-to-use user interface. This enables your team to automate document-related processes and enables you to make faster decisions based on machine learning. Use the REST client in the programming language that you are using and integrate it with your existing business tools. -
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Fractal Analytics
Fractal
Reveal valuable insights by accurately recognizing objects in images and videos. From surveilling people in real-time at events to detecting if products are in the right place in shopping aisles, AI can drive value in many ways. Create in-depth analyses by placing image objects into relevant segments. AI-based algorithms can help insurers analyze home and auto damage to create more accurate claims for customers. Get immediate insights to take action when it matters most. AI algorithms enable real-time processing for a variety of valuable uses, such as face recognition. Understand customer behavior by identifying their actions from video, both in-store and in real-time. AI helps reveal how customers interact with products and brands to drive better experiences. AI-based analytics on satellite images can be used to detect traffic in real-time, analyze parking lots, and segment buildings. -
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I2E
Linguamatics
The Linguamatics I2E application has a proven track record in delivering best of breed text mining capabilities across a broad range of application areas. Its agile nature allows tuning of query strategies to deliver the precision and recall needed for specific tasks, but at an enterprise scale. I2E is an agile and interactive text mining application for the extraction and analysis of information. Because of its underlying Natural Language Processing (NLP) technology, I2E is particularly strong in its ability to answer a wide range of questions, from apparently simple open queries to questions that need advanced linguistic analytics. I2E can speed many research and development and clinical processes. Tasks that used to take months, or were previously not feasible with manual methods, can be done in hours or minutes. According to customers, I2E gets to actionable results at least 10 times faster than a traditional keyword search. -
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Relative Insight
Relative Insight
With a background in protecting children online, our comparative text analysis platform extracts business value from your text data. Relative Insight’s technology helps marketing insights professionals and brand specialists like you extract more value out of the text data you’ve already got. By utilizing a comparative approach, our platform helps you to generate rich audience insights quickly and at scale. This adds sophistication and science to your qualitative analysis. Equipped with unique marketing insights, brands can develop sharper communications, better brand positioning, and more resonant campaigns. Our platform will help you decipher and embrace your unstructured data and reduce the time it takes to analyze. This same approach can be used to analyze other primary research transcripts including videos, interviews, and focus groups, you’re sitting on a data goldmine! Relative Insight enables you to compare your brand messaging against competitors. -
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Adarga
Adarga
We are faced with overwhelming volumes of unstructured data, news feeds, reports, presentations, videos, etc. There is a powerful competitive advantage for organizations able to exploit unstructured data, yet only 1% are able to leverage it as a strategic asset. Adarga’s knowledge platform processes unstructured data at a speed simply unachievable by humans alone, presenting it in comprehensible formats. Users can accelerate reporting, analyze complex situations and understand intricate networks with out-of-the-box AI capability that enhances human decision-making. The Adarga knowledge platform transforms productivity and extends human capability by automating time and knowledge-intensive tasks. It uses cutting-edge AI techniques, including natural language processing and network science, to understand and analyze unstructured data at speed, fusing it into a single, secure software platform. -
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Enterpret
Enterpret
Enterpret enables companies to analyze their customer feedback at scale. We are solving complex problems in NLP, ml-ops, analytics, and data visualization. We exist to solve customer pain - continuously learn about our customer’s most critical pain points and solve them. What we achieve is defined by what we aim to accomplish. We set ambitious goals for ourselves and back ourselves to hit them. Failures we encounter along the way are fuel for us to learn and get better. The system of intelligence for all customer feedback ensures you build the right things first. Leverage the feedback users have already shared by joining it with user behavior segments. Save time setting up user interviews and surveys. -
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Verint Text Analytics
Verint
Extract actionable business intelligence from unstructured data across web chat, email, social media, and call notes to drive an enhanced insight into your customer experience (CX). Use multichannel analytics to better understand your multichannel customers. Your customers are now multichannel and as a result your customer and employee analytics must also be multichannel. While voice remains a critical channel, customers are increasingly choosing digital customer service channels such as chat, email and social media. Adding Text Analytics gives you a holistic analysis of your customer engagement strategy. -
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SAS Text Miner
SAS Institute
Extract information from a collection of text documents and uncover the themes and concepts that are concealed in them. SAS Text Miner enables you to combine quantitative variables with unstructured text and thereby incorporate text mining with other traditional data mining techniques. SAS Text Miner is a component of SAS® Enterprise Miner. SAS Enterprise Miner must be installed on the same machine. SAS High-Performance Text Mining runs on a computer grid or a single computer system with multiple CPUs. Text algorithms are multi-threaded and process in-memory, which increases responsiveness and concurrency, reducing I/O burden. It is accessible as nodes within the SAS High-Performance Data Mining environment or as two procedures PROC HPTMINE and PROC HPTMSCORE. Learn SAS technology quickly and efficiently by taking a course from the analytics experts. -
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Caplena
Caplena
• Categorize Themes • Visualize Results • Topic-Level Sentiment Analysis • Powered by Collaborative AI Caplena is a customer feedback tool that uses augmented intelligence to help market researchers, CX professionals, and consultants uncover deep insights from their open-ended text. Caplena’s story began when co-founders, Maurice and Pascal, realized that most market research firms that handle customer feedback face the same issue: Too many open ends and not enough time to accurately analyze them. Since its inception in the Spring of 2018, Caplena has analyzed over 50 million responses, with 120 new projects added each week. Today Caplena is the text analytics tool of choice for over 100 companies in more than 15 countries, boasting customers such as Swisscom, eBay, DHL, Coop, and Joyn.
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