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Text Mining Software with Commenting/Notes (2026)

Last updated: March 2026

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14 software options

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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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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Netigate logo

Manage and analyse feedback from customers and employees

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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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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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Caseboard logo

A software solution for database integration and analysis

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Caseboard is a Portuguese-language database integration platform that uses various features, such as complex network and relationship analysis functions, to investigate and combat fraud in phone calls, business and banking transactions, tax information, and more.

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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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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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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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Surveytagger logo

Feedback Text Categorizer

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Surveytagger takes in customer comments in an Excel file and tags the comments with topic and sentiment. Results are presented in a dashboard with drill-down capability and Excel exports. Surveytagger works in ten languages: Danish, Dutch, English, Finnish, French, German, Italian, Norwegian, Spanish and Swedish.

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Kimola Cognitive logo

Market research & customer insights platform

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Kimola Cognitive is a machine learning platform to analyze customer feedback. Users are able to create custom models, use gallery of pre-built models, scrape reviews and generate SWOT analysis, product descriptions, powerful marketing materials with GPT.

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Kognos logo

AI powered document analysis and research tool

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Kognos is an AI research assistant and document intelligence platform that converts URLs, PDFs, and documents into structured insights. It features URL-to-text processing, PDF processing with OCR for scanned files, and AI-powered summarization with adjustable detail levels. Kognos supports batch processing of multiple documents and offers project organization with varying storage capacities across subscription tiers.

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