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Text Mining Software with Trend Analysis (2026)

Last updated: March 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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30 software options

ATLAS.ti logo

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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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Uncover insights from open-ended feedback using AI-powered text mining. Spot trends and sentiment fast, without manual analysis.

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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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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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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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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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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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IBM Watson Natural Language Understanding is a natural language processing solution, which provides features such as customized insights, metadata extraction, text analytics, data categorization, high-level concept identification, and sentiment analysis.

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OpenText Magellan is a fully integrated AI & Analytics platform that lets users explore and understand unstructured data from disparate sources. The data provides insights on metadata such as sentiment and emotion for better decision-making while freeing up resources and time.

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Advize is a cloud-based customer feedback analysis & experience automation solution which allows users to combine voice of the customer (VoC) feedback from across the customer journey, identify themes & customer sentiments, & combine reach, loyalty & satisfaction scores to prioritize impact drivers

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Akio.CX is an omnichannel customer relations tool, designed to facilitate web, telephone, email & social media conversations between customers & customer service teams.

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MeaningCloud is a text analytics software designed to help businesses across publishing, banking, insurance, healthcare, and pharmaceutical industries gain data insights into unstructured information sources. It enables employees to extract data from various document types.

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Amenity Analytics is a natural language processing software designed to help businesses in the finance and insurance sector transform data into actionable insights. It offers a key drivers module, which enables administrators to identify emerging risks and analyze the company's health.

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