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Text Mining Software with Text Analysis (2026)

Last updated: January 2026

Text Mining Software Key Features

    Based on 135 user opinions, we identified 6 features that are important for any product in Text Mining Software

  • Text Analysis

    Process of extracting and classifying information from text, such as tweets, emails, product reviews, etc

    Average user rating

    4.8

  • Contextual Search

    Average user rating

    4.8

  • Summarization

    Average user rating

    4.7

  • Entity Analysis

    Inspect the given text for key elements such as names of people, places and more

    Average user rating

    4.8

  • Topic Clustering

    Identify topics to prioritize document research

    Average user rating

    4.7

  • Data Analysis Tools

    Analyze survey results via statistical testing or crosstabs directly within the software

    Average user rating

    4.9
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46 software options

ATLAS.ti logo

Qualitative data analysis for text, graphical, audio & video

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ATLAS.ti is a qualitative data analysis platform, which allows businesses to analyze content including text, graphics, audio, and video for quality. The platform can be deployed in the cloud or on-premise using Windows, Mac, Android, or iOS devices.

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Simulation solution for technical computing.

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Wolfram Mathematica is a simulation solution that offers a variety of functions including natural language input, real-world data capabilities, high-powered computation, and more. The platform provides various features such as machine learning, data science, and visualization. Its intuitive interface, predictive suggestions, and rich document organization make it incredibly user-friendly.

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DiscoverText logo

Collaborative text analytics for academics, companies & govt

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DiscoverText supports advanced search, metadata filtering, de-duplication, clustering, human coding, and the development of custom machine-learning classifiers.

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VizRefra logo

Cloud-based text analysis and content management software

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VizRefra is a web-based text mining and analysis tool that provides business managers with AI tools for text intelligence operations. Key attributes include graphical data representation, summarization, tagging, text analysis, topic clustering, sentiment analysis, and predictive modeling.

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Zonka Feedback logo

Turn feedback into intelligence, action, and growth

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Zonka Feedback is an AI-powered Customer Feedback & Intelligence platform to collect, analyze, and act on customer feedback—improving experiences, boosting loyalty, and driving business growth.

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Displayr logo

The all-in-one analysis and reporting software.

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Displayr is an AI-powered, all-in-one platform tailored for market researchers. Streamline analysis, create dynamic reports, and deliver real-time insights with ease. Unlock smarter insights today!

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Clootrack logo

Intelligent CX Analytics to understand why your NPS drops

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Intelligent CX Analytics to understand why your NPS drops

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Chattermill logo

Customer feedback analysis software

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Chattermill unifies customer feedback, customer support, and product feedback into a single platform and uses deep learning artificial intelligence (AI) to analyse customer data at scale and provide actionable insights.

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Mozenda logo

The Experts In Web Data Scraping & Automation

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Capture web data, automate processes and scale. Trusted by thousands of businesses and over 30% of the global Fortune 500 companies. Free phone support.

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InMoment logo

Customer and employee experience management software

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InMoment is a cloud-based CX software that helps midsize and large businesses collect and manage employee and customer feedback to improve brand experience.

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Thematic logo

AI-powered customer feedback analysis

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Thematic unlocks rich insights from unstructured feedback to help you build better products, reduce churn and drive growth. Without coding.

Add data from all channels for the full customer view. Build a product strategy off customer understanding and impact. See emergent issues as they arise.

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Bytesview logo

Extracting insights from unstructred data

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BytesView Analytics is a powerful AI-based platform for text analysis that provides businesses with valuable insights to optimize their online performance.

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NVivo logo

Data analysis software for businesses and nonprofits

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NVivo is a data analysis software, which helps businesses in the education, healthcare, non-profit, public, and other sectors organize, store, or evaluate qualitative data and manage cloud-based collaboration and automated transcription processes.

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Cauliflower logo

Turn open feedback into insights—fast, smart, and scalable.

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Cauliflower is an AI-powered platform for analyzing open-ended survey responses, reviews, and qualitative feedback. It offers topic detection, sentiment and driver analysis, multilingual support, dashboards, and API access—ideal for research and CX teams seeking scalable text analytics.

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HumanFirst logo

NLP solution for analyzing natural language data via prompts

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HumanFirst is a natural language processing (NLP) solution that helps transform natural language data into business insights and artificial intelligence (AI) training data.

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Deep Talk logo

Customer and employee feedback analysis platform

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Easily analyze feedback from various sources such as reviews, chats, emails, surveys, and more to gain a better understanding of your customers and employees.

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SimpleX logo

Generative AI: A Revolution… Except for Your Surveys!

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Generic AI fails at survey analysis. SimpleDecisions clusters, quantifies & delivers real insights—no fluff, just actionable data. Try it now!

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PrediCX logo

Machine learning labelling engine

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PrediCX by Warwick Analytics is an automated predictive analytics tool for text which uses machine learning to classify and label text-based data

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Lumoa logo

Go from customer feedback to action without the guesswork.

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Lumoa is the feedback analytics solution that looks at any interaction with your customers and tells you what to do next to grow your business.

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Centralpoint logo

Digital experience platform & content management solution

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Centralpoint by Oxcyon is a digital experience platform & content management solution for enterprises. The cloud-based tool allows users to control knowledge, data, documents, forms, emails, learning, compliance, & more whilst also providing features for managing employees, clients & partners.

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Keatext logo

Your most impactful improvements start here.

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Keatext is a text analytics solution that delivers AI-based recommendations and ready-to-share reports leveraging GPT to improve customer experience.

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Enterpret logo

Machine learning customer feedback analytics platform

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Enterpret is a platform for analytics on natural language. With itsl machine learning algorithms and API-first design, it offers customers actionable insights from customer feedback.

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licili logo

AI-powered text analysis tool for customer feedback

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licili is an AI-powered text analysis tool that maximizes the value of customer feedback. It features advanced analyses like topic, driver, context, sentiment, and relevance to deeply understand customer preferences. With an intuitive interface and seamless integrations, Licili is essential for enhancing customer satisfaction, solidifying market presence, and fostering product innovation.

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MonkeyLearn logo

Text analysis with machine learning

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MonkeyLearn is a cloud-based text analytics solution that extracts data from emails, surveys, tweets, or any text and turns it into custom visualizations. The platform provides insights and workflow automations for support, product, customer experience (CX), and development teams.

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Klassifier logo

Make Classifying easier

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Klassifier is a platform that allows non-IT folks to take advantage of AI's benefits. Anyone can utilize this procedure because it is so simple.

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