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Text Mining Software with Semantic Search (2026)

Last updated: February 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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18 software options

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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Zyte logo

We’re the central point of entry for all your web data needs

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Zyte makes web data extraction easy with API & Data Services for clean, reliable data at scale

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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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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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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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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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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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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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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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Repustate logo

Natural language processing tool for automotive businesses

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Repustate is a natural language processing (NLP) software designed to help businesses in the pharmaceutical, automotive, government, and other sectors analyze customers’ sentiments across product reviews, podcasts, and videos. Administrators can utilize AI-enabled tools to automatically extract relevant information from unstructured data in various languages including Arabic, French, German, and Chinese.

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Akio.CX logo
(0)

Multi-channel customer relations management platform

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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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NLP Cloud logo
(0)

Production-ready NLP API

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High performance production-ready NLP API for Named Entity Recognition (NER), sentiment-analysis, classification, summarization, question answering, translation, language detection, tokenization, and POS tagging.
It is based on spaCy and HuggingFace transformers and all models can be used for free.

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NLP Cloud logo
(0)

Production-ready NLP API

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High performance production-ready NLP API for Named Entity Recognition (NER), sentiment-analysis, classification, summarization, question answering, translation, language detection, tokenization, and POS tagging.
It is based on spaCy and HuggingFace transformers and all models can be used for free.

Read more about NLP Cloud

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Amenity Analytics logo
(0)

Natural language processing software for the finance sector

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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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Qemotion logo
(0)

Emotional and semantic analysis software

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Qemotion is a cloud-based semantic and emotional analysis solution designed to help businesses evaluate the opinions of employees and customers via a unifed portal. The platform includes artificial intelligence technology, which lets organizations identify customer issues, track ratings and reviews, and take appropriate measures to ensure an optimized customer experience.

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iFinder logo
(0)

AI-based enterprise search platform

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iFinder is an enterprise search application tool that helps businesses process information quickly and utilize received insights to facilitate decision-making processes. Professionals can search for important information and documents and intelligently enhance this data using AI methods.

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unitQ logo
(0)

Understand your users in real time

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unitQ provides AI-powered insights from user feedback to help you craft high-quality products, services, and experiences. The world's best companies like Spotify, Bumble, Pinterest, Upwork, Chime, and HelloFresh rely on unitQ to drive growth, reduce churn, and build loyalty.

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