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List of the Best Text Analysis Software in 2026

Rajat Gupta
Researched and Edited by Rajat Gupta
Rajat Gupta

Researched and Edited by Rajat Gupta

Last updated: June 19, 2026 · How we review

Text Analysis Software overview

Spotsaas tracks 29 products in Text Analysis Software, ranked by SpotScore — a blend of feature coverage, verified review ratings, and value. 6 let you start on a free trial, and 8 keep a free plan you can stay on. Most buyers here are Data analysts in market research agencies analyzing consumer language patterns.

29
products listed
6
offer a free trial
8
have a free plan
15
priced per subscription
26
quote on request

Editor's Summary · Text Analysis Software

This category has thin data, so weigh both entries carefully. Relative Insight leads at 4.8/5, though from just 7 reviews, with comparative language analysis at its core. Ascribe Coder is the only other rated option at 4.0/5 on a single review, focused on coding open-ended survey responses. Both run on quote-based pricing.

Text analysis software extracts themes, sentiment, and structure from open-text data like reviews, surveys, and transcripts. Buyers are market researchers and insights teams at agencies and brands turning unstructured feedback into findings.

Quick picks for Text Analysis Software

  • Best overall — Relative Insight
  • Best for survey response coding — Ascribe Coder

Who gets the most from Text Analysis Software

  • 1Data analysts in market research agencies analyzing consumer language patterns
  • 2Customer support managers automating ticket categorization and sentiment analysis
  • 3Marketing strategists managing brand reputation through social media and content analysis
How to choose Text Analysis Software

If you need rapid text automation for customer feedback, filter by platforms offering AI-powered annotation and integration with support tools like Zendesk. For deep language comparison and market insights, sort by user rating and filter for solutions with advanced AI language models.

Showing -14--280 out of 29

Surveysensum- logo

SurveySensum AI text analytics software

Revolutionize Feedback Analysis with SurveySensum’s AI-Powered Text Analytics

Best for: SMB teams · Mid-market · Enterprise

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What is SurveySensum AI text analytics software?

SurveySensum offers a cutting-edge AI-enabled Text Analytics Software that empowers businesses to transform 10,000+ VOC feedback into actionable insights within minutes. Trusted by over 500 companies across 40+ countries, this platform eliminates manual tagging by automatically detecting key ...

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TISANE API

TISANE API

Empowering safe and respectful online communities.

Best for: SMB teams · Mid-market · Enterprise

Try for Free

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What is TISANE API?

TISANE API is a natural language understanding API used by online communities, law enforcement agencies, and regtech companies for content moderation and abusive language detection. It supports nearly 30 languages and can detect hate speech, criminal content, and misspelled or obscured harmful ...

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Starts from $99.00/month when Billed Yearly, also offers free forever plan

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Enago Reports

Enago Reports

Streamline Writing with Superior Language Quality.

Best for: SMB teams · Mid-market · Enterprise

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What is Enago Reports?

Enago Reports is your go-to solution for achieving top-notch writing standards. With an array of features, this service streamlines the writing and proofreading process, ensuring precision and adherence to guidelines. By utilizing Enago Reports, users can expect impeccable language quality in ...

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ResuMetrics

ResuMetrics

Streamline your recruitment process with AI-powered resume analytics.

Best for: SMB teams · Mid-market · Enterprise

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What is ResuMetrics?

ResuMetrics is an AI-powered resume analytics tool that extracts structured data from resumes, anonymizes candidate information, and scores applicants based on configurable keyword and scoring rules. Recruiters can adjust sensitivity settings and search queries to rank candidates without ...

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ResuMetrics offers custom pricing plan

CulturePulse

CulturePulse

Empower your marketing strategies with predictive analytics.

Best for: SMB teams · Mid-market · Enterprise

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What is CulturePulse?

CulturePulse is a marketing intelligence platform that combines social media data with internal organizational data to identify consumer trends and audience segments. Its predictive analytics tools help marketing teams build targeted campaigns and test messaging against specific audience ...

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Starts from $42.83/month when Billed Yearly, also offers free forever plan

Moderation API

Moderation API

Streamlining content moderation for business growth.

Best for: SMB teams · Mid-market · Enterprise

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What is Moderation API?

Moderation API is an AI-powered text moderation service that automates content analysis for businesses managing user-generated content. It processes text to flag inappropriate material while maintaining configurable accuracy and privacy standards for professional teams.

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Free Trial·

Moderation API offers custom pricing plan

What buyers evaluate in Text Analysis Software
Capability to analyze both structured and unstructured text data for comprehensive insights
Effectiveness of AI-powered annotation and language comparison layers to reduce manual coding
Integration with existing customer support and CRM platforms for seamless workflow automation
GPTKit

GPTKit

Unleashing the future of text detection technology.

Best for: SMB teams · Mid-market · Enterprise

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What is GPTKit?

GPTKit is an AI text detection tool that uses a multi-model approach combining natural language processing and computational linguistics to classify text as human-written or AI-generated. It helps teams verify content authenticity and maintain data quality in text analysis workflows.

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GPTKit offers custom pricing plan

Lettria

Lettria

Unlock insights, streamline operations, drive success with NLP technology.

Best for: SMB teams · Mid-market · Enterprise

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What is Lettria?

Lettria revolutionizes text data processing for professionals, setting a new standard with cutting-edge NLP services. Offering unparalleled accuracy and efficiency, Lettria empowers businesses at every stage of their data journey. By harnessing advanced deep learning models and natural language ...

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Lettria offers custom pricing plan

Relative Insight

Relative Insight

Unleash the power of language data.

Best for: SMB teams · Mid-market · Enterprise

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4.8

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What is Relative Insight?

Discover Relative Insight, the cutting-edge platform that revolutionizes language comparison analysis for brands and agencies. Say goodbye to the complexities of deciphering language data as Relative Insight simplifies the process for you. By leveraging its innovative comparison layer, this ...

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Relative Insight offers custom pricing plan

Kimola Cognitive

Kimola Cognitive

Uncover hidden insights, elevate your success through data analysis.

Best for: SMB teams · Mid-market · Enterprise

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What is Kimola Cognitive?

Kimola Cognitive is a machine learning platform for text analytics that extracts entity mentions from consumer reviews, identifying references to organizations, celebrities, locations, health conditions, and demographic categories. Users upload review data in Excel format via drag-and-drop, and ...

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Free TrialTry Free →·

Starts from $199.00/month when Billed Yearly

Quilt.ai

Quilt.ai

Empower your organization with automated data insights.

Best for: SMB teams · Mid-market · Enterprise

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What is Quilt.ai?

Quilt.ai is a consumer insights platform that uses machine learning to analyze internet data and identify cultural trends and behavioral patterns at scale. Its Sphere tool surfaces insights for ad campaigns, product positioning, and content strategy, and can generate draft copy for ads, ...

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Quilt.ai offers custom pricing plan

Quantexa

Quantexa

Unlocking contextual insights for smarter decisions.

Best for: SMB teams · Mid-market · Enterprise

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What is Quantexa?

Quantexa offers a seamless solution for Decision Intelligence, simplifying the process of connecting data points to generate contextual insights through entity graphs infused with essential intelligence. By leveraging context-driven analytics, Quantexa enables organizations to seamlessly ...

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Quantexa offers custom pricing plan

NaturalText

NaturalText

Revolutionize your data analysis with powerful AI-driven insights.

Best for: SMB teams · Mid-market · Enterprise

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What is NaturalText?

Introducing NaturalText - the ultimate solution for effortlessly managing text data in just minutes. With a powerful AI engine at its core, NaturalText revolutionizes the process of extracting valuable and actionable insights from your text data, empowering better decision-making like never ...

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NaturalText offers custom pricing plan

Luminoso Daylight

Luminoso Daylight

Uncover insight, make informed decisions.

Best for: SMB teams · Mid-market

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What is Luminoso Daylight?

Luminoso Daylight is a cloud-based AI text analytics platform that performs sentiment analysis across multiple languages. It analyzes text feedback and numeric ratings in mixed datasets to surface key themes and connections within the data. The platform handles Natural Language Understanding ...

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Luminoso Daylight offers custom pricing plan

Indico Data

Indico Data

Automate workflows, drive value, unleash data potential.

Best for: SMB teams · Mid-market · Enterprise

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What is Indico Data?

Empower your business with Indico Data, the ultimate solution for streamlining workflows through the power of Intelligent Process Automation (IPA). Unlock the potential of your data and drive increased value across your organization with this cutting-edge platform. Indico Data is your go-to ...

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Indico Data offers custom pricing plan

Ascribe CX Inspector

Ascribe CX Inspector

Uncover hidden insights with effortless text analytics.

Best for: SMB teams · Mid-market · Enterprise

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What is Ascribe CX Inspector?

Introducing Ascribe CX Inspector, a cutting-edge text analytics platform that revolutionizes the way large datasets with open-ended comments are analyzed. Our solution simplifies text analytics, empowering businesses to derive valuable insights effortlessly. With a focus on making text ...

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Free Trial·

Ascribe CX Inspector offers custom pricing plan

Ascribe Coder

Ascribe Coder

Revolutionize coding management with precision and automation.

Best for: SMB teams · Mid-market · Enterprise

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What is Ascribe Coder?

Introducing Ascribe Coder, an innovative Verbatim Analytics Platform designed to revolutionize the way coding management is handled. In a league of its own, Ascribe Coder is a cutting-edge web-based system that goes beyond simply increasing operational productivity. This advanced AI-powered ...

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Ascribe Coder offers custom pricing plan

Acodis

Acodis

Transforming documents into actionable data with ease.

Best for: SMB teams · Mid-market · Enterprise

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What is Acodis?

Acodis is a document processing platform that extracts structured data from unstructured documents like invoices, contracts, and reports. Users can build automated end-to-end document workflows in a few clicks without manual data entry. It integrates with platforms including UiPath and ...

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Acodis offers custom pricing plan

Gorilla AI

Gorilla AI

Master the markets with Gorilla AI.

Best for: SMB teams · Mid-market · Enterprise

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What is Gorilla AI?

Gorilla AI adds AI-powered sentiment analysis to the Gorilla Terminal research platform, enabling analysis of earnings calls, revenue growth trajectories, and margin statements. It consolidates macroeconomic data including CPI, unemployment, and retail sales into one location, reducing the need ...

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Starts from $12.41/month when Billed Yearly

Lumoa

Lumoa

Unleash customer insights, elevate your business.

Best for: SMB teams · Mid-market · Enterprise

Start Free Trial

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What is Lumoa?

Experience Lumoa, the insightful customer experience solution designed to elevate your business. With the tagline "The intelligent customer experience platform," Lumoa goes beyond traditional tools to help you reduce churn and boost revenue effectively. Gain a deep understanding of customer ...

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Free Trial·

Lumoa offers custom pricing plan

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