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Qualitative Data Analysis Software with Natural Language Processing (2026)

Last updated: March 2026

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24 software options

Tableau logo
Category Leaders

Visual analytics platform for data exploration

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Tableau is a business intelligence and analytics platform that enables users to connect to databases, create data visualizations, and share insights. The platform offers deployment options including cloud-based, self-hosted, and desktop environments with drag-and-drop functionality for building interactive dashboards. It features AI-based analytics capabilities, integration with Salesforce CRM, and supports visual storytelling and collaboration across organizations.

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XM for Strategy & Research logo
Category Leaders

Customer insights & brand research survey management tool

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Get the data you need to make the most important decisions. Stats iQ enables everyone, from beginners to expert analysts, to uncover meaning in data, identify trends, and produce predictive models without spending days in SPSS or Excel - no training required.

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Sisense logo

BI & dashboard software for multiple, large data sets

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Sisense data & analytics platform makes it incredibly easy to mashup data from across your entire data landscape and transform it into powerful, actionable analytics applications that can be embedded anywhere. From startups to brands like GE, Nasdaq, & Philips, thousands of organizations use Sisense

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Sonix logo

Sonix is the world's most accurate AI transcription platform

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Sonix is the world's most accurate AI transcription platform. Fast, accurate, secure.

Millions of users from all over the world use Sonix to transcribe, translate, and analyze their data.

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JMP logo

Statistical tools for data analysis and discovery

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JMP is statistical software designed for data exploration and analysis, primarily serving scientists and engineers. The platform includes tools for data preparation, statistical analysis, graphing, and visualization within a single interface. JMP offers capabilities for importing data from multiple sources, automating repeat analyses without coding requirements, and sharing analytical discoveries across organizations.

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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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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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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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Ipiphany logo

Customer feedback analysis and insights

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Ipiphany specialises in AI qualitative analysis of surveys, reviews, and complaints to detect themes, risks, and drivers.

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Qloo logo

Cloud-based AI personalization tool for consumer preferences

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Qloo is a cloud-based AI platform that helps businesses predict and personalize customer preferences and maintain data privacy.

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Aware logo

Enterprise Collaboration Security, Compliance, and Insights

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Aware is a data governance, data loss prevention, and intelligence application for businesses in all industry sectors. Key features include policy creation, metadata extractions, data captures & transfers, OCR, integrations, reporting & collaboration tools, search & filters, archiving, and more.

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OpenText Analytics Cloud logo

Data visualization and analysis solution for business

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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, emotion, or concepts for better decision-making while freeing up resources and time.

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Advize logo

Customer feedback analysis & customer experience automation

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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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Accern logo

No-Code NLP

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The Accern NoCodeNLP Platform empowers citizen data scientists to extract insights from unstructured data.

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Kapiche logo

Feedback analytics platform

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Kapiche is a feedback analytics platform that analyses customer feedback data, empowering users to improve decision-making and positively impact their company’s bottom line.

Combine multiple data sources and analyze 1,000s of customer feedback responses in minutes, with no set up.

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Luminoso logo
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Artificial intelligence (AI)-enabled analytics software

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Luminoso is a cloud-based text analytics software designed to help businesses of all sizes upload, analyze, and visualize structured and unstructured customer insights data using artificial intelligence (AI) and natural language understanding technology. The platform includes multilingual capabilities, enabling organizations to process data in Japanese, Korean, Arabic, Chinese, and various other languages.

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unitQ logo
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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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MLY logo
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Cloud-based comment analysis system

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BlueML is a comment analysis system designed to help businesses gain in-depth analysis of open text comments in real-time. It enables professionals to optimize workflows, analyze comments based on students' and employees’ journeys, and gain insights into overall sentiments of employee and student comments, ranging from negative to positive, neutral, and ambiguous.

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AlphaSense logo
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AI-enabled market intelligence platform

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AlphaSense is a market intelligence platform leveraging the power of AI to help users extract insights from a universe of public and private content – including company filings, event transcripts, expert call transcripts, news, trade journals, and equity research.

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Valona Intelligence logo
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Competitive and Market Intelligence platform

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Valona Intelligence is a market and competitive intelligence solution, formerly known as M-Brain. Combining the power of generative AI and analyst expertise, Valona provides businesses with the most crucial insights to enable insights-driven decisions.

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Beagle logo
(0)

Building Data Habits For Entire Workforce on Microsoft Teams

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Numbers tell a story, but BeagleGPT answers the "what," "why," and "so what" in data, giving you the full picture for smarter data-driven decisions. Explore user experiences, identify trends, and evaluate programs - all with BeagleGPT within the MS Teams app.

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