List of the Top 25 Text Mining Software in 2025

Develop automation solutions tailored to your business needs with ThinkAutomation, which offers a versatile studio for crafting any required automated workflow. This platform provides the freedom to create without limitations on volume and eliminates the need to pay for each individual process, license, or robotic implementation. With such flexibility, you can streamline operations and enhance efficiency seamlessly.

Customer-focused businesses strive to identify the challenges that hinder their clients' experiences, yet developing an effective data-driven plan to resolve these concerns can be quite challenging. Keatext facilitates this process by evaluating customer feedback, providing AI-driven insights on priority issues, and compiling this information into a shareable report. By assessing both the strengths and weaknesses of your customer experience, you can understand how they impact overall satisfaction levels. The AI-generated recommendations will highlight the most pressing concerns that need attention. Additionally, you can generate an executive summary using advanced language-generation tools to present Keatext's findings in an easily digestible format. Furthermore, a customizable dashboard allows for the monitoring and identification of trends in customer satisfaction over time. Lastly, Keatext offers seamless integration with popular platforms like Zendesk, Surveymonkey, ServiceNow, and Qualtrics to enhance your analysis.

Kimola Cognitive stands out as a dependable Machine Learning Platform, enabling users to effortlessly gather reviews from more than 20 various sources while also analyzing and classifying customer feedback and other types of textual information. Key features of Kimola Cognitive include: - Web scraping capabilities to collect reviews - User-friendly text analysis and entity recognition through a drag-and-drop interface - Access to pre-built models in the Kimola Cognitive Gallery for data analysis - The ability to create, train, and save custom machine learning models without any coding required - Integration with GPT to produce executive summaries, SWOT analyses, and other influential marketing documents - Multilingual support available in six languages and continually expanding to reach a wider audience. This platform not only enhances efficiency but also democratizes access to sophisticated analytical tools for users of all backgrounds.

Accelerate your response to customer perceptions by identifying and focusing on your most important brand drivers. Compare your brand equity against your competitors while also recognizing new trends emerging in your sector. It is crucial to ensure that your marketing approaches and brand positioning are in sync with prevailing trends while also gaining a deeper understanding of what your customers believe. Effective communication involves connecting with your audience by using their language and recognizing how changes in customer perceptions affect your brand's image. Our analytics platform harnesses the capabilities of Artificial Intelligence to analyze billions of customer opinions from various sources in real-time, bringing to light the topics that resonate most with consumers. Clootrack proficiently distinguishes between impactful reviews and inconsequential comments, while also capturing the emotional significance behind those opinions to clearly identify urgent customer needs. This holistic understanding equips brands to navigate and succeed in an ever-changing market environment, ensuring they remain relevant and responsive to customer demands. Ultimately, being attuned to customer sentiments allows for more tailored strategies that can lead to greater brand loyalty and improved customer satisfaction.

Employ cutting-edge machine learning methodologies for an in-depth analysis of text that facilitates the extraction, interpretation, and secure storage of textual information. Utilizing AutoML, one can effortlessly build high-performance custom machine learning models without needing to write any code. Enhance your applications by implementing natural language understanding via the Natural Language API, which significantly boosts their capabilities. By employing entity analysis, you can accurately identify and categorize various elements in documents such as emails, chats, and social media exchanges, followed by conducting sentiment analysis to assess customer feedback and generate actionable insights for enhancing products and user experiences. Moreover, the Natural Language API, paired with speech-to-text functionalities, allows you to gather meaningful insights from audio sources as well. The Vision API also adds to your toolkit by providing optical character recognition (OCR) to convert scanned documents into digital formats. Additionally, the Translation API broadens your understanding of sentiment across multiple languages, making it easier to connect with diverse audiences. With the ability to perform custom entity extraction, you can uncover specialized entities within your documents that might be overlooked by conventional models, thereby saving time and resources that would otherwise be spent on manual processing. Furthermore, this robust methodology allows you to train your own high-quality machine learning models, enabling precise classification, extraction, and sentiment assessment, which enhances the efficiency and focus of your analysis. Ultimately, this all-encompassing strategy guarantees a thorough understanding of both textual and audio data, equipping businesses with profound insights to drive better decision-making and strategies.

Customer Intelligence operates at the intersection of Customer Experience and Business Intelligence, revealing the crucial connection between customer feelings and the performance indicators that drive business success. Through Explore, your organization can leverage essential insights to make impactful and well-informed decisions. The feedback, surveys, and support interactions you gather from customers can be analyzed more thoroughly using OdinExplore, allowing for a deeper understanding of the data. By delving into the themes found within customer feedback, you can pinpoint the topics that resonate the most with your audience. Explore includes beneficial features such as auto-terms, the development of key topics, application of dictionaries, and analysis of emotional sentiment. Additionally, you have the option to segment your data based on various demographics, ratings, or time periods to uncover distinctions among different customer groups. Conducting multiple experiments can lead to new discoveries about varied customer segments and products, ultimately refining your business strategies accordingly. This holistic methodology not only improves comprehension but also fosters ongoing enhancements in customer engagement, ensuring that your strategies remain aligned with customer expectations. By continually adapting to these insights, organizations can stay ahead in a competitive market.

Medallia provides users with the ability to engage in meaningful and organized methods through both digital and traditional surveys. Our user-friendly survey solutions guarantee the collection of pertinent and actionable data that can lead to significant customer impacts. Utilizing advanced AI technology, Medallia analyzes both structured and unstructured survey data through machine learning, allowing it to reveal sentiment, forecast behaviors, pinpoint trends, and suggest actionable steps to enhance customer experiences. By creating highly effective surveys, you can transform customer journeys for the better. Furthermore, our platform allows for swift management of innovation and change across all facets of your experience management program, including design, email communications, survey questions, and language translations. With Medallia surveys, you are empowered to drive meaningful improvements in customer engagement and satisfaction.

NaturalText A.I. enables users to extract more value from their data by revealing relationships and building comprehensive collections while uncovering concealed insights within documents and text-based information. Utilizing advanced artificial intelligence technology, this software identifies hidden data connections that might otherwise go unnoticed. By employing cutting-edge techniques, it interprets context and analyzes patterns to present insights in an easily comprehensible format. Finding critical information within extensive text data can be a daunting task, as traditional search methods are limited to indexing document information. In contrast, NaturalText A.I. has the capability to discover new insights across vast collections, including patents and academic research. This innovative tool not only enhances your understanding of existing data but also opens the door to valuable insights that may have previously remained hidden. With NaturalText A.I., you can transform the way you interact with your data, leading to more informed decisions and strategies.

MeaningCloud stands out as the most user-friendly and affordable solution for deriving insights from unstructured content such as articles, documents, and social media interactions. Our suite of text analytics products delivers precise insights from diverse content types across multiple languages, catering to both SaaS and on-premises deployments. We have extensive experience working across various sectors like pharmaceuticals, finance, media, and retail, allowing us to create customized, industry-specific solutions. Our offerings encompass a range of scenarios, including the extraction of insights, analysis of customer, employee, or citizen sentiments, as well as intelligent document automation. Additionally, we provide free access to our APIs, which allow for up to 20,000 calls annually, and offer add-ins compatible with Excel and Google Sheets. Our services also include seamless integrations with platforms like Dataiku and RapidMiner, along with SDKs available in PHP, Python, Java, and JavaScript, making it easy for users to incorporate our technology into their existing workflows. This comprehensive approach ensures that organizations can harness the full potential of their unstructured data efficiently.

PolyAnalyst is a versatile data analysis platform employed by major corporations across various sectors like insurance, manufacturing, and finance. One of its standout attributes is the visual composer, which allows users to engage in complex data analysis without the need for traditional programming skills. This tool excels in integrating both structured and poly-structured data, facilitating a unified approach to analysis that encompasses both multiple-choice and open-ended responses. Additionally, it supports text data processing in over 16 languages, making it accessible to a global audience. With an array of features designed for thorough data analysis, PolyAnalyst enables users to load, cleanse, and prepare datasets efficiently, implement machine learning and supervised analytics techniques, and generate reports that empower non-analysts to derive valuable insights. Ultimately, its user-friendly interface and comprehensive capabilities make PolyAnalyst an essential asset for organizations aiming to leverage data effectively.

Watson Natural Language Understanding is a cloud-based solution that utilizes advanced deep learning methods to extract metadata from text, such as entities, keywords, categories, sentiment, emotions, relationships, and syntactic structures. Engage deeply with your data through text analysis, allowing for the extraction of keywords, concepts, categories, and beyond. This service can analyze unstructured data in more than thirteen different languages. With its pre-built machine learning models for text mining, it achieves an impressive level of accuracy in processing your content. You have the flexibility to deploy Watson Natural Language Understanding behind your firewall or on any preferred cloud platform. Tailor Watson to understand the unique language of your business and obtain customized insights through Watson Knowledge Studio. Your ownership of data is safeguarded, as we prioritize the security and confidentiality of your information, ensuring that IBM will not collect or retain your data. By leveraging our advanced natural language processing (NLP) tools, developers can effectively decipher and extract significant insights from their unstructured data, thereby improving their decision-making processes. This cutting-edge method not only simplifies data analysis but also empowers organizations to fully exploit their information resources, leading to better strategic outcomes. Organizations that embrace this technology are likely to see enhanced efficiency and innovation across their operations.

Lettria introduces an advanced AI solution known as GraphRAG, designed to enhance the accuracy and reliability of generative AI applications. By merging the benefits of knowledge graphs with vector-based AI technologies, Lettria empowers organizations to extract precise information from complex and unstructured data. This platform simplifies various tasks, including document parsing, data model refinement, and text classification, proving to be especially advantageous for industries such as healthcare, finance, and legal. In addition, Lettria’s AI solutions significantly reduce the likelihood of inaccuracies in AI-generated responses, promoting transparency and trust in the outcomes delivered by AI systems. The innovative structure of GraphRAG also enables organizations to make better use of their data, facilitating informed decision-making and strategic insights, ultimately leading to improved operational efficiency and enhanced business outcomes.

Your contact center is a crucial yet frequently underestimated resource within your organization, consistently providing valuable insights derived from customer interactions. PrediCX is an advanced AI platform engineered to tap into this potential by delivering predictive insights and automating processes across diverse communication channels, ultimately enhancing customer experience and service efficiency. By utilizing AI, organizations can mine predictive insights from each interaction, independent of the communication medium, which allows for personalized recommendations that can increase profitability and improve customer satisfaction. The platform also provides timely notifications for emerging issues, enables automatic coaching, and performs quality assurance for agents throughout their interactions. Furthermore, it effectively prioritizes urgent inquiries and complaints, directing customers to the most appropriate resources. Unlike conventional approaches that depend solely on keywords, the AI within PrediCX leverages conceptual understanding to thoroughly analyze incoming feedback, ensuring that every customer opinion is acknowledged and addressed. The system automates the categorization of queries from digital channels, efficiently classifying them, supporting agents in real-time, and enhancing the functionality of chatbots to deliver superior service. This innovative strategy not only optimizes operational efficiency but also cultivates a culture of agility and ongoing improvement in customer interactions, ultimately leading to higher levels of customer loyalty and retention. By embracing these advancements, organizations can position themselves ahead of the competition in today's fast-paced market.

Repustate is an innovative platform that leverages artificial intelligence for semantic search, sentiment analysis, and text evaluation, delivering exceptional data mining capabilities for organizations globally. This tool empowers businesses to sift through vast amounts of data, transforming terabytes of information into meaningful and actionable insights. With a commitment to providing in-depth analyses across various sectors—including Healthcare, Education, Banking, and Governance—Repustate ensures comprehensive understanding of complex, integrated datasets. Its advanced solutions facilitate sentiment analysis, text analytics, Voice of Customer (VOC) insights, and video content evaluation across diverse platforms. Embracing the informal language prevalent in social media, it adeptly handles a wide range of expressions, from acronyms and emojis to slang. Regardless of whether your data originates from YouTube, IGTV, Facebook, Twitter, TikTok, or internal sources like customer review sites and employee surveys, you can identify the key elements that matter most to your business and make informed decisions. In an increasingly data-driven world, Repustate stands out as a vital resource for organizations aiming to harness the full potential of their information.

Gaining insights is essential for effective decision-making. The TAS Insight Engine provides users with the comprehensive information necessary to make informed business choices. To facilitate sound business decisions, obtaining insights involves extracting valuable information from organizational data. In the contemporary business landscape, the significance of insights cannot be overstated. Grasping your data and deriving answers is vital for addressing the challenges faced in today's competitive market, impacting every industry and sector alike. TAS Insight Engine integrates advanced text analytics, natural language processing (NLP), and machine learning (ML) technologies to enable this process efficiently. This powerful combination ensures that users can navigate complex data landscapes with ease, leading to more strategic outcomes.

Emotics serves as a sophisticated emotion analytics platform that deciphers textual data derived from feedback from customers and employees, enabling the provision of actionable insights for businesses. By organizing emotions and themes into categories such as strengths, weaknesses, opportunities, and threats, Emotics equips organizations with a strategic lens through which to view their customer and employee experiences. It automatically establishes benchmarks that reveal how companies compare to their competitors, while also pinpointing specific aspects of customer experience that may require improvement or optimization. Moreover, the platform features a proactive alert system that identifies emotions potentially leading to significant business actions, aiding in uncovering the root causes of emotional responses. With the capability to assess emotional intensity across eight distinct indexes and 24 different emotions, it accurately identifies which emotional elements are shaping customer experiences positively or negatively. In addition, Emotics enhances the understanding of customers by integrating seamlessly with various tools, such as NPS, CSAT, product reviews, and social media data, as well as platforms like SurveyMonkey and Zendesk. By transcending conventional sentiment analysis and augmenting NPS capabilities, Emotics emerges as a vital resource for gaining insights into customer perception and engagement. Ultimately, this platform empowers businesses to make well-informed decisions that are underpinned by profound emotional understanding, paving the way for strategic enhancements in customer relations. Such capabilities ensure that organizations can adapt quickly to changing emotional landscapes, fostering stronger connections with their audiences.

Komprehend AI provides a comprehensive suite of document classification and natural language processing (NLP) APIs tailored for software developers. Utilizing sophisticated NLP models trained on an extensive collection of over a billion documents, we achieve exceptional accuracy across a wide array of common NLP tasks, such as sentiment analysis and emotion detection. You can try our free demo today to see how our Text Analysis API performs in practice, consistently offering high precision when extracting meaningful insights from unstructured text data. Suitable for diverse sectors, including finance and healthcare, our solutions also facilitate private cloud setups through Docker containers or can be deployed on-premise, ensuring your data's confidentiality. We strictly adhere to GDPR compliance standards, emphasizing the safeguarding of your sensitive information. By monitoring online conversations, you can gain a deeper understanding of the social sentiment related to your brand, product, or service. Sentiment analysis involves a detailed contextual review of text to uncover and extract subjective insights, thereby enriching your comprehension of audience opinions. Furthermore, our tools are designed for easy integration into current workflows, simplifying the process for developers to leverage the capabilities of NLP. With these advanced features, Komprehend AI empowers businesses to make data-driven decisions by providing clarity on public sentiment.

A comprehensive domain data source offers insights into website logos, company details, categorization, and other functionalities based on a URL or email. Our categorization API is designed with precision, enabling users to easily identify a business's sector from a choice of 385 specific topic categories. This classification system complies with the IAB V2 standard and is ideal for applications such as personalized marketing, audience segmentation, and online filtering, among others. Users benefit from three main category structures, allowing them to select either the intricate IAB taxonomy or a simpler version that aligns with their requirements. Our sophisticated API utilizes a machine learning engine to thoroughly analyze a website's content and metadata, effectively extracting pertinent text to accurately classify the site while designating up to three categories, enhanced by natural language processing techniques. This adaptability empowers businesses to refine their digital marketing strategies with greater precision, ensuring that they can meet their unique needs more effectively. Ultimately, the ability to choose the right categorization structure enables organizations to engage their target audiences more strategically.

Allganize provides exceptional AI solutions aimed at boosting the effectiveness of customer and employee support within organizations. After just four months of deployment, businesses can automate around 72% of their monthly support inquiries, greatly reducing the workload on their teams. Our AI technology is adept at handling simple customer requests, which frees up support agents to tackle more complex issues. Employees can also interact conversationally to retrieve information from diverse document formats. The conversational AI chatbot, which is pre-trained and tailored for your website, optimizes customer service workflows. Moreover, our advanced search capability quickly retrieves accurate answers from any document type, identifying key terms and organizing them to generate valuable insights. The system excels in understanding the context of product reviews by leveraging natural language processing to determine whether customer experiences are positive or negative. Additionally, it categorizes customer support dialogues into specific groups, allowing for a precise understanding of user intent and enhancing service delivery. This holistic approach not only boosts operational efficiency but also significantly improves the overall experience for both customers and employees, ultimately driving business success. As a result, organizations can look forward to a more streamlined and effective support system.

Effortlessly transform your language data into insightful information without the need for any coding skills. Become part of a thriving community of over 10,000 businesses, researchers, and marketers who are utilizing Speak to reduce manual workloads, gain a competitive advantage, cultivate stronger customer relationships, and improve their decision-making processes. Speak offers robust support for a variety of crucial organizational tasks, such as qualitative research, academic inquiries, marketing evaluations, and competitive analysis. With user-friendly features that facilitate both individual and bulk uploads of audio, video, and text data, users can swiftly convert audio and video files into text via automated transcription, import CSV files for detailed examination, and utilize an embeddable recorder for capturing important recordings. Furthermore, you can generate content directly within the Speak platform or link with popular applications to optimize data collection. Whether analyzing customer interviews, Zoom calls, YouTube videos, podcasts, focus group conversations, Amazon reviews, tweets, or other vital sources of qualitative feedback, Speak enables users to extract actionable insights that foster competitive advantages and guide strategic decisions. By leveraging the capabilities of Speak, organizations not only boost their operational efficiency but also deepen their comprehension of customer preferences and market dynamics. This powerful tool ultimately serves as a catalyst for informed decision-making, positioning businesses for success in an ever-evolving landscape.

Mozenda is an advanced tool for data extraction that empowers companies to gather information from various sources and transform it into actionable insights. This platform excels in automatically detecting data lists, capturing name-value pairs, and managing data within intricate table formats, among other capabilities. Additionally, it offers an extensive suite of features such as error management, scheduling options, notifications, publishing tools, exporting functionalities, premium data harvesting, and comprehensive history tracking. With such a diverse array of features, Mozenda stands out as a valuable asset for businesses aiming to enhance their data management processes.

MonkeyLearn streamlines the task of cleaning, categorizing, and visualizing customer feedback by providing a unified platform, supported by cutting-edge Artificial Intelligence technology. This all-in-one solution for text analysis and data visualization delivers instant insights as you perform analyses on your datasets. You have the option to use pre-built machine learning models or develop and train your personalized models without needing any coding skills. Our templates cater specifically to diverse business scenarios and include ready-to-use text analysis models along with dashboards. You can effectively identify the topics and interests that matter most to your audience. By harnessing detailed analyses of customer sentiments and perspectives, you are able to craft powerful demand generation and sales strategies. In addition, you can examine your survey findings based on requests, intent, and sentiment to uncover deeper insights that go beyond the original survey objectives. This method empowers businesses to make informed, data-driven decisions, ultimately leading to improved engagement strategies and customer satisfaction. Furthermore, the ability to visualize data trends allows companies to adapt their approaches dynamically, ensuring they stay aligned with customer expectations.

Lexalytics, a prominent player in the fields of enterprise sentiment and text analysis since 2004, offers the Semantria API, which excels in natural language processing. This powerful tool provides a comprehensive suite of features, including multi-layered sentiment analysis, categorization, entity recognition, theme analysis, intention detection, and summarization, all accessible via an easy-to-use RESTful API. Users can customize Semantria through intuitive graphical configuration tools, making it adaptable to various needs. It supports 24 different languages and can seamlessly operate on public, private, and hybrid cloud infrastructures. Additionally, Semantria is designed to scale efficiently, accommodating everything from individual servers to extensive data centers, ensuring flexibility based on processing requirements. By integrating Semantria, businesses can enhance their text analytics and natural language processing capabilities, thus enriching cloud-based data analysis products or enterprise business intelligence systems. For a comprehensive business intelligence solution, organizations can also incorporate Lexalytics' storage or visualization tools, enabling them to effectively store, manage, analyze, and visualize their text documents for deeper insights. Such integration allows for a more informed decision-making process within organizations.

The Etuma text analysis platform converts open-ended customer feedback into meaningful and actionable insights. Handling vast amounts of open-text responses from diverse sources can make it difficult to efficiently extract timely and relevant information. The traditional method of manually reviewing and classifying each comment is not only slow and expensive but also inconsistent. Although keyword analysis may have been considered, it frequently falls short of delivering statistically significant or actionable outcomes. Additionally, feedback gathered from various processes and channels often remains isolated, leading to valuable insights being locked away in organizational silos, accessible only to a limited audience. Etuma provides seamless integrations with a variety of survey, customer experience management, and contact center tools, plus it enables connections to spontaneous feedback channels like email or web forms, making sure that all feedback is leveraged effectively. By utilizing this service, organizations can significantly improve their grasp of customer sentiment and enhance overall decision-making. In doing so, they can create a more cohesive strategy that addresses customer needs more effectively.

The newly enhanced Professional Document Analyzer leverages advanced AI Natural Language Processing (NLP) to elevate content assessment and enhance readability significantly. This updated version emphasizes optimizing the user experience (UX) through a cohesive user interface (UI), delivering upgraded capabilities for document creation and management while ensuring increased adaptability and decreased complexity for users of all expertise levels, from novices to professionals. It adeptly analyzes your RFPs by recognizing key terms such as Must, Shall, Will, in addition to your chosen keywords and phrases, and supports six different file formats. Users can conveniently create a Compliance Matrix in just two clicks, available in either an Excel template or a Microsoft Word document. The Analysis Results panel offers extensive options for manipulating findings, including features to split, combine, annotate, and filter the data as needed. Additionally, sharing your Compliance Matrix and reports is also a straightforward task that involves only two clicks. This functionality enhances the tool's power while ensuring a remarkably user-friendly experience for anyone engaged in document analysis. The combination of these features provides a comprehensive solution that adapts to various needs within the realm of professional documentation.