# Best Text Analysis Software - Page 6

## How Many Text Analysis Software Products Does G2 Track?

**Total Products under this Category:** 191

### Category Stats (Aug 2026)

- **Average Rating:** 4.51/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** EdgeTier (+1.49%) - Among all products in this category, EdgeTier recorded the largest rating increase compared to last month

_Last updated: August 05, 2026_

## How Does G2 Rank Text Analysis Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 5,400+ Authentic Reviews
- 191+ Products
- Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

## G2 Grid® for Text Analysis Software
 ![G2 Grid® for Text Analysis Software plotting products by satisfaction and market presence](https://www.g2.com/categories/text-analysis/grids.png?focus%5B%5D=21472&focus%5B%5D=1327283&focus%5B%5D=52116&focus%5B%5D=19895&focus%5B%5D=113977&focus%5B%5D=156788&focus%5B%5D=168405&focus%5B%5D=170171)

Highlighted products: Google Cloud Natural Language API, SAS Viya, Amazon Comprehend, Chattermill, Google Cloud AutoML Natural Language, Caplena, Birdie, and Canvs.

Underlying data: [Grid® JSON](https://www.g2.com/categories/text-analysis/grids.json?focus%5B%5D=google-cloud-natural-language-api&focus%5B%5D=sas-sas-viya&focus%5B%5D=amazon-comprehend&focus%5B%5D=chattermill&focus%5B%5D=google-cloud-automl-natural-language&focus%5B%5D=caplena&focus%5B%5D=birdie-ai-birdie&focus%5B%5D=canvs-ai-canvs)

**Sponsored**

### SAS Viya

SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1260&secure%5Bchosen_at%5D=2026-08-11T23%3A20%3A20Z&secure%5Bdisplayable_resource_id%5D=1260&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1260&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1327283&secure%5Bresource_id%5D=1260&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Ftext-analysis%3FhsCtaTracking%3D0466d63b-e137-468e-926b-8f27d5b70b33%257Cf8fa34a6-32ac-442f-8d17-985e79f82193%26page%3D6&secure%5Btoken%5D=2bc373cacf5dde8c434dcb883160c4edd167cacec28700e80b49a20cd186b494&secure%5Burl%5D=https%3A%2F%2Fwww.sas.com%2Fgms%2Fredirect.jsp%3Fdetail%3DPLN73455_275629423&secure%5Burl_type%5D=custom_url)

### [Cauliflower](https://www.g2.com/products/cauliflower/reviews)

Cauliflower is the AI-native insights platform that covers the entire market research workflow, from raw data to finished presentation. The problem: Market research teams today work with five or more tools: SPSS for data preparation, Excel for tables, separate tools for text analytics, BI platforms for dashboards, and PowerPoint for presentations. This costs time, creates error sources, and makes insights hard to share. The solution: Cauliflower unites all steps in one platform with AI at its core: Automatic dataset understanding: The AI reads survey datasets (SPSS, CSV) and understands them semantically. It automatically detects question types (single choice, multiple choice, open-ended, scales), identifies matrix batteries, demographic variables, and weightings. For each variable, it generates item short labels, item long labels, and question texts. The dataset is immediately analyzable, without hours of manual configuration. Automatic open-end coding: Our proprietary in-house model automatically creates codeplans for open-ended questions, including sentiment analysis and AI-generated summaries. Codeplans remain editable after analysis, and bring your own codebook is supported. Coding feeds directly into the overall analysis. Intelligent layer: Cauliflower places a flexible knowledge layer over the raw data. This layer can be adjusted by the user without altering the original data. Data integrity is always preserved. Table books & weighting: Full cross-tabulation / table book creation. Create weighting variables based on target distributions, data weighting with automatic base/sample. Comprehensive analysis features: Significance testing, splits, table views, driver analysis (Shapley, Kruskal-Wallis, partial correlation), chart builder for complex visualizations, analysis-specific viz types (NPS, performance comparisons, tracking data), flexible filtering with pre-built filter sets, smart search across the entire dataset. AI assistant: Chat with your data in natural language. The assistant answers questions, builds new charts, and creates dashboards on demand. AI-powered reformulation of titles and comments across all visualizations simultaneously. Collaboration & output: Presentation mode, reading mode, link sharing, multiple commenting features. PPTX export with native charts and your own master template. No vendor lock-in: export results and charts anytime as CSV, Excel, PNG, or PPTX. Enterprise-ready: EU-hosted, fully GDPR-compliant, SSO integration, on-premise deployment available, bring your own LLM credentials. Zero data tracking, no third-party data sharing. Languages: Core European language support, additional languages available on request. Additional feature: Surveybot. AI-powered probing within surveys for deeper qualitative insights. Founded in 2019 in Hamburg, Germany. Trusted by leading enterprises and research agencies.

**Average Rating:** 4.8/5.0

**Total Reviews:** 8

#### How Do G2 Users Rate Cauliflower?

- **Has the product been a good partner in doing business?:** 9.6/10 (Category avg: 9.0/10)

#### Who Is the Company Behind Cauliflower?

- **Seller:** [Cauliflower](https://www.g2.com/sellers/cauliflower)
- **Year Founded:** 2019
- **HQ Location:** Hamburg, Hamburg
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bfbec82e3567cd3614b1640f9d0e71059f2a575d692a8212d324fefb81658dd3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F28898113&secure%5Burl_type%5D=linkedin_company_website)  
9 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Market Research
- **Company Size:** 40% Small, 30% Large

#### What Are Recent G2 Reviews of Cauliflower?

**["Great tool and outstanding customer support"](https://www.g2.com/survey_responses/cauliflower-review-7021259)**

**Rating:** 4.5/5.0 stars

_— Svea K._

[Read full review](https://www.g2.com/survey_responses/cauliflower-review-7021259)

**["With cauliflower ai you simply understand your customers much better!"](https://www.g2.com/survey_responses/cauliflower-review-7021184)**

**Rating:** 4.5/5.0 stars

_— Marc B._

[Read full review](https://www.g2.com/survey_responses/cauliflower-review-7021184)

### [Duet](https://www.g2.com/products/intelus-duet/reviews)

The Intelus Duet text intelligence SaaS platform allows developers and data analysts to build AI models that process text streams with either no code or low code effort. Powered by Machine Teaching, people without machine learning expertise interactively build, deploy, and update models using Intelus’s innovative, easy, 3-step process.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Duet?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)
- **Custom Extension:** 10.0/10 (Category avg: 8.2/10)
- **Compositionality:** 10.0/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 10.0/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Duet?

- **Seller:** [Intelus](https://www.g2.com/sellers/intelus-10116aaf-f932-412d-b610-72262a05d8cb)
- **Year Founded:** 2020
- **HQ Location:** Seattle, US
- **Twitter:** @IntelusInc  
21 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6363b3dcf587c8fafae70505c308372675ef9eff423983d28ac09f8cd67087c0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fintelusinc&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Duet?

**["Duet Support Amazing"](https://www.g2.com/survey_responses/duet-review-6664264)**

**Rating:** 5.0/5.0 stars

_— Verified User in Pharmaceuticals_

[Read full review](https://www.g2.com/survey_responses/duet-review-6664264)

**["Duet democratizes ML"](https://www.g2.com/survey_responses/duet-review-6652826)**

**Rating:** 4.0/5.0 stars

_— Verified User in E-Learning_

[Read full review](https://www.g2.com/survey_responses/duet-review-6652826)

### [Hyland Brainware](https://www.g2.com/products/hyland-brainware/reviews)

For enterprise organizations who need to capture paper and digital documents, Brainware Intelligent Capture provides fast, accurate and efficient capture to help organizations get to what they really need, the data. Brainware advances the document capture process by using automation technologies, such as machine learning, to automatically classify, extract, verify and validate that data. This puts documents and data more quickly into the hands of the personnel who need it, improving response time to partners and customers and elevating business intelligence, all while reducing costs.

**Average Rating:** 4.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Hyland Brainware?

- **Custom Extension:** 10.0/10 (Category avg: 8.2/10)
- **Compositionality:** 10.0/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 10.0/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Hyland Brainware?

- **Seller:** [Hyland](https://www.g2.com/sellers/hyland-a47a4cc4-7960-4080-8278-3ba399e3d4cd)
- **Year Founded:** 1991
- **HQ Location:** Westlake, OH
- **Twitter:** @Hyland  
13,165 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c883a1481226a335ea9cd2f2b5cea2da9dd785892900735fff77c228b619fe15&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10043%2F&secure%5Burl_type%5D=linkedin_company_website)  
4,269 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 50% Medium

#### What Are Recent G2 Reviews of Hyland Brainware?

**["Brainware - accurately sort paper and electronic documents"](https://www.g2.com/survey_responses/hyland-brainware-review-8624696)**

**Rating:** 5.0/5.0 stars

_— Nitesh R._

[Read full review](https://www.g2.com/survey_responses/hyland-brainware-review-8624696)

**["Highly Intelligent Capture Module"](https://www.g2.com/survey_responses/hyland-brainware-review-4863546)**

**Rating:** 4.5/5.0 stars

_— Mayank B._

[Read full review](https://www.g2.com/survey_responses/hyland-brainware-review-4863546)

#### What Are G2 Users Discussing About Hyland Brainware?

- [What is Brainware used for?](https://www.g2.com/discussions/what-is-brainware-used-for) - 1 comment

### [InfraNodus](https://www.g2.com/products/infranodus/reviews)

InfraNodus is a text network analysis platform that can generate insight from any discourse: social media discourse, search results, corporate reports, news, spreadsheets, PDF documents. It is based on representing a text as a network graph with the most relevant topical clusters and the relations between them. Using the graph it is possible to identify the structural gaps in the knowledge: the areas with a high potential for new innovative ideas. It is also possible to use this approach to better understand the context of any sentiment.

**Average Rating:** 4.0/5.0

**Total Reviews:** 2

#### Who Is the Company Behind InfraNodus?

- **Seller:** [Nodus Labs](https://www.g2.com/sellers/nodus-labs)
- **Year Founded:** 2014
- **HQ Location:** Paris, FR
- **Twitter:** @noduslabs  
2,757 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ca2aa088865016c982d9367925b7af9b0d99da1a2f9a6bb7cf7c50dc2b11c599&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finfranodus%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of InfraNodus?

**["Text network analysis + AI + visualization"](https://www.g2.com/survey_responses/infranodus-review-4842552)**

**Rating:** 5.0/5.0 stars

_— Dmitry P._

[Read full review](https://www.g2.com/survey_responses/infranodus-review-4842552)

**["Awesome visualisation"](https://www.g2.com/survey_responses/infranodus-review-6996239)**

**Rating:** 4.5/5.0 stars

_— Santa S._

[Read full review](https://www.g2.com/survey_responses/infranodus-review-6996239)

#### What Are G2 Users Discussing About InfraNodus?

- [What is InfraNodus used for?](https://www.g2.com/discussions/what-is-infranodus-used-for)

### [Keatext](https://www.g2.com/products/keatext/reviews)

Keatext — Turn Feedback Into Clear, Actionable Decisions Keatext helps customer experience and employee experience teams turn large volumes of feedback into clear, prioritized actions — instantly. Instead of spending hours analyzing surveys, reviews, and support data, Keatext automatically identifies what matters most, what needs attention, and where to act first. Why Teams Choose Keatext? Traditional feedback analytics tools focus on dashboards and data. Keatext focuses on action. - No complex setup or data science required - No manual tagging or analysis - No guessing what to prioritize Keatext transforms unstructured feedback into structured insights and clear next steps — in minutes. What You Can Do With Keatext? 1. Identify What Matters Most Automatically detect key themes, sentiment, and drivers behind customer and employee feedback. 2. Prioritize What to Fix First Understand which issues have the biggest impact so teams can focus on what truly matters. 3. Generate Actionable Reports Instantly Turn insights into clear, executive-ready reports without manual effort. 4. Unify Feedback Across Sources Analyze surveys, reviews, support tickets, and other feedback channels in one place. Built for Speed and Simplicity Keatext is designed for teams that need answers quickly — not complex tools that take weeks to implement. - Intuitive interface - Fast time to value - Easy to adopt across teams A Better Alternative to Traditional Analytics Tools While many platforms provide deep analytics, they often require time, expertise, and manual effort to interpret. Keatext bridges the gap between insight and action, helping teams move from feedback to decisions — faster. Who It’s For? Customer Experience (CX) teams Employee Experience (EX) and HR teams Product and Insights teams Our Integrations - Keatext has native integrations with Qualtrics, SurveyMonkey, Zendesk, and ServiceNow - Other integrations with contact centers, help desks, and survey platforms are available upon request From Feedback to Action — Starts Here If your team is overwhelmed by feedback but lacks clear direction, Keatext gives you the clarity to act with confidence. Book a demo to see how you can turn feedback into actionable insights in minutes.

**Average Rating:** 5.0/5.0

**Total Reviews:** 5

#### How Do G2 Users Rate Keatext?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)

#### Who Is the Company Behind Keatext?

- **Seller:** [Keatext](https://www.g2.com/sellers/keatext)
- **Year Founded:** 2010
- **HQ Location:** Montréal, CA
- **Twitter:** @KeatextAI  
1,112 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a772ad9ffb834034bd7d6722f1b35607702d44920ce30517cbda9ac7078b628b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkeatext%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Large

#### What Are Recent G2 Reviews of Keatext?

**["An Efficient and Responsive Turnkey Service"](https://www.g2.com/survey_responses/keatext-review-12575382)**

**Rating:** 5.0/5.0 stars

_— Thierry G._

[Read full review](https://www.g2.com/survey_responses/keatext-review-12575382)

**["Highly Effective Data Analysis That Delivers Clear, Valuable Insights"](https://www.g2.com/survey_responses/keatext-review-12547487)**

**Rating:** 5.0/5.0 stars

_— Omar C._

[Read full review](https://www.g2.com/survey_responses/keatext-review-12547487)

#### What Are G2 Users Discussing About Keatext?

- [What is Keatext used for?](https://www.g2.com/discussions/what-is-keatext-used-for) - 1 comment

### [LInguamatics I2E](https://www.g2.com/products/linguamatics-i2e/reviews)

Linguamatics, an IQVIA company, delivers market-leading Natural Language Processing-based AI platform for high-value knowledge discovery and decision support from text. We empower our customers to speed up drug development and improve patient outcomes by breaking down data silos, boosting innovation, enhancing quality, and reducing risk and complexity.

**Average Rating:** 4.3/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate LInguamatics I2E?

- **Custom Extension:** 8.3/10 (Category avg: 8.2/10)
- **Compositionality:** 8.3/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 9.2/10 (Category avg: 8.3/10)

#### Who Is the Company Behind LInguamatics I2E?

- **Seller:** [Linguamatics](https://www.g2.com/sellers/linguamatics)
- **HQ Location:** N/A
- **Twitter:** @Linguamatics  
1,210 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ae0704bb1d15fb8baec9ed6a2149195e3adbeb1d5d915f1c70868ecf595b577a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flinguamatics&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 50% Large

#### What Are Recent G2 Reviews of LInguamatics I2E?

**["I2E is a text mining application"](https://www.g2.com/survey_responses/linguamatics-i2e-review-8282520)**

**Rating:** 4.5/5.0 stars

_— Verified User in Health, Wellness and Fitness_

[Read full review](https://www.g2.com/survey_responses/linguamatics-i2e-review-8282520)

**["Review of Llnguamatics app"](https://www.g2.com/survey_responses/linguamatics-i2e-review-8282422)**

**Rating:** 4.0/5.0 stars

_— Verified User in Accounting_

[Read full review](https://www.g2.com/survey_responses/linguamatics-i2e-review-8282422)

### [MapDeduce](https://www.g2.com/products/mapdeduce/reviews)

MapDeduce is an AI-powered document analysis tool designed to simplify the processing of complex texts. It enables users to upload various document types—including PDFs, DOCX, PPTX, and TXT—and swiftly obtain summaries, answers to specific questions, and identification of critical terms. Supporting multiple languages, MapDeduce caters to a global audience, making it an invaluable resource for professionals across diverse industries. Key Features and Functionality: - Document Summarization: Generates concise summaries for documents in any language, facilitating quick understanding. - Question Answering: Provides precise answers to user queries based on document content, enhancing information retrieval. - Red-Flag Term Detection: Identifies potential red-flag terms in contracts, aiding in risk assessment. - Multi-Format Support: Compatible with various file types, including PDFs, DOCX, PPTX, and TXT, ensuring versatility. - Privacy Assurance: Maintains document confidentiality by not using content for training purposes. - Chrome Extension: Offers a convenient browser extension for seamless access and use. Primary Value and User Solutions: MapDeduce streamlines the analysis of complex documents, significantly reducing the time professionals spend on manual reviews. By providing AI-generated summaries and insights, it enhances productivity and accuracy for users across various sectors, including legal, financial, and business industries. Its multilingual support and compatibility with multiple file formats make it a versatile tool for a global user base.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate MapDeduce?

- **Custom Extension:** 7.5/10 (Category avg: 8.2/10)
- **Compositionality:** 9.2/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind MapDeduce?

- **Seller:** [MapDeduce](https://www.g2.com/sellers/mapdeduce)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 50% Medium

#### What Are Recent G2 Reviews of MapDeduce?

**["The ultimate productivity tool— no need to scan through Complex Documents endlessly."](https://www.g2.com/survey_responses/mapdeduce-review-9223582)**

**Rating:** 4.5/5.0 stars

_— Vanshika N._

[Read full review](https://www.g2.com/survey_responses/mapdeduce-review-9223582)

**["Complex Contracts Minus Decent Results"](https://www.g2.com/survey_responses/mapdeduce-review-9699543)**

**Rating:** 4.5/5.0 stars

_— Loucet A._

[Read full review](https://www.g2.com/survey_responses/mapdeduce-review-9699543)

### [muText](https://www.g2.com/products/mutext/reviews)

A text mining engine that enables knowledge discovery from unstructured and semi-structured data

**Average Rating:** 4.0/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate muText?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.0/10)
- **Custom Extension:** 8.3/10 (Category avg: 8.2/10)
- **Compositionality:** 8.3/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind muText?

- **Seller:** [Mu Sigma](https://www.g2.com/sellers/mu-sigma)
- **Year Founded:** 2004
- **HQ Location:** Northbrook, US
- **Twitter:** @MuSigmaInc  
4,642 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=af1461951f08e27e875cb0de3450d2612c30d79f684cc7e1bc0dfbd35e07bc24&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmu-sigma&secure%5Burl_type%5D=linkedin_company_website)  
3,597 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of muText?

**["muText is convenient for uses to use"](https://www.g2.com/survey_responses/mutext-review-7428177)**

**Rating:** 4.5/5.0 stars

_— Gagana B._

[Read full review](https://www.g2.com/survey_responses/mutext-review-7428177)

### [NaturalText](https://www.g2.com/products/naturaltext/reviews)

Natural Text uses Machine Learning algorithms to identify similar phrases/lines between patent descriptions.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate NaturalText?

- **Custom Extension:** 8.3/10 (Category avg: 8.2/10)
- **Compositionality:** 5.0/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind NaturalText?

- **Seller:** [NaturalText](https://www.g2.com/sellers/naturaltext)
- **Year Founded:** 2015
- **HQ Location:** Ellicott City, US
- **Twitter:** @naturaltext  
39 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fea9d896e6c252c457310c472e215a4151abb854f6e7efe70d3a8345e5f31d3b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnaturaltext%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of NaturalText?

**["Get the crux of your document in a few seconds"](https://www.g2.com/survey_responses/naturaltext-review-8905378)**

**Rating:** 5.0/5.0 stars

_— Trishla S._

[Read full review](https://www.g2.com/survey_responses/naturaltext-review-8905378)

**["Offers tons of possibilities!"](https://www.g2.com/survey_responses/naturaltext-review-8856459)**

**Rating:** 4.0/5.0 stars

_— Michael D._

[Read full review](https://www.g2.com/survey_responses/naturaltext-review-8856459)

### [NLP Studio](https://www.g2.com/products/nlp-studio/reviews)

SparkCognition has developed a solution that automates workflows of unstructured data within organizations so humans can focus on high value business decisions. DeepNLP uses advanced machine learning techniques to automate the retrieval of information, classification of documents, and content analytics.

**Average Rating:** 3.8/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate NLP Studio?

- **Custom Extension:** 8.3/10 (Category avg: 8.2/10)
- **Compositionality:** 8.3/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind NLP Studio?

- **Seller:** [Avathon](https://www.g2.com/sellers/avathon)
- **Year Founded:** 2013
- **HQ Location:** Austin, Texas
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=9ad5d141d445a1fc118a759f8b0bf1ae7427f3f75a9e1a42b142234c83a7fd11&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5155679&secure%5Burl_type%5D=linkedin_company_website)  
255 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Large, 50% Small

#### What Are Recent G2 Reviews of NLP Studio?

**["Good Experience"](https://www.g2.com/survey_responses/nlp-studio-review-8763034)**

**Rating:** 4.0/5.0 stars

_— Rahul D._

[Read full review](https://www.g2.com/survey_responses/nlp-studio-review-8763034)

### [Olvy](https://www.g2.com/products/olvy/reviews)

Olvy is an AI-powered feedback management tool that transforms user feedback into actionable insights for product teams. With deep analysis and real-time communication, Olvy keeps users at the core of your product development. It's your key to creating products that users love and ensuring their needs are met.

**Average Rating:** 5.0/5.0

**Total Reviews:** 6

#### How Do G2 Users Rate Olvy?

- **Has the product been a good partner in doing business?:** 10.0/10 (Category avg: 9.0/10)
- **Custom Extension:** 10.0/10 (Category avg: 8.2/10)
- **Compositionality:** 8.3/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Olvy?

- **Seller:** [Olvy](https://www.g2.com/sellers/olvy)
- **Year Founded:** 2020
- **HQ Location:** San Francisco, US
- **Twitter:** @olvyhq  
988 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=473a52b8e5002b5b13028a42a260731f95433e568c57760da90ee5675dd70a87&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Folvyhq%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 83% Small, 17% Medium

#### What Are Recent G2 Reviews of Olvy?

**["Best in class changelog and feedback management tool"](https://www.g2.com/survey_responses/olvy-review-8840468)**

**Rating:** 5.0/5.0 stars

_— Malte F._

[Read full review](https://www.g2.com/survey_responses/olvy-review-8840468)

**["A fantastic customer feedback tool!"](https://www.g2.com/survey_responses/olvy-review-8805257)**

**Rating:** 5.0/5.0 stars

_— Andrew-David J._

[Read full review](https://www.g2.com/survey_responses/olvy-review-8805257)

#### What Are G2 Users Discussing About Olvy?

- [What is Olvy used for?](https://www.g2.com/discussions/what-is-olvy-used-for)

### [Provalis Research WordStat](https://www.g2.com/products/provalis-research-wordstat/reviews)

WordStat is a flexible and easy-to-use text analysis software, whether you need text mining tools for fast extraction of themes and trends, or careful and precise measurement with state-of-the-art quantitative content analysis tools.

**Average Rating:** 5.0/5.0

**Total Reviews:** 2

#### Who Is the Company Behind Provalis Research WordStat?

- **Seller:** [Provalis Research](https://www.g2.com/sellers/provalis-research-c6b9ceed-0714-4127-8c5d-71a2b9f7ecd4)
- **Year Founded:** 1989
- **HQ Location:** Montreal, CA
- **Twitter:** @ProvalisRes  
884 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2f61d9c6d75cda8d61a95746a852731938b4990a1c71c98347a065cc992a7ac2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprovalis-research&secure%5Burl_type%5D=linkedin_company_website)  
3 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Provalis Research WordStat?

**["Converting Unstructured Text Into Action and Business Results"](https://www.g2.com/survey_responses/provalis-research-wordstat-review-2447137)**

**Rating:** 5.0/5.0 stars

_— John A._

[Read full review](https://www.g2.com/survey_responses/provalis-research-wordstat-review-2447137)

**["Quickly extract insights"](https://www.g2.com/survey_responses/provalis-research-wordstat-review-2345717)**

**Rating:** 5.0/5.0 stars

_— Verified User in Market Research_

[Read full review](https://www.g2.com/survey_responses/provalis-research-wordstat-review-2345717)

### [Salience](https://www.g2.com/products/lexalytics-inc-salience/reviews)

Salience is a set of highly-customizable on-premise text analytics and natural language processing (NLP) software libraries that adds Sentiment Analysis, Entity Recognition, Categorization, Theme Analysis, Intention Detection and Summarization capabilities to your enterprise business intelligence architecture or to your own data analytics product.

**Average Rating:** 4.5/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate Salience?

- **Custom Extension:** 8.3/10 (Category avg: 8.2/10)
- **Compositionality:** 8.3/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Salience?

- **Seller:** [Lexalytics](https://www.g2.com/sellers/lexalytics)
- **Year Founded:** 2003
- **HQ Location:** Boston, MA
- **Twitter:** @lexalytics  
15,974 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b315d3ef6f4ca35d66eac436c453478d7fb283ac1c76f6d21965ff8259c3955a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flexalytics%2F&secure%5Burl_type%5D=linkedin_company_website)  
17 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Medium, 50% Small

#### What Are Recent G2 Reviews of Salience?

**["Best NLP and text analytics software."](https://www.g2.com/survey_responses/salience-review-9025829)**

**Rating:** 4.5/5.0 stars

_— Zeel P._

[Read full review](https://www.g2.com/survey_responses/salience-review-9025829)

**["Text visualization and analytical AI tool"](https://www.g2.com/survey_responses/salience-review-9765706)**

**Rating:** 4.5/5.0 stars

_— Gaurang P._

[Read full review](https://www.g2.com/survey_responses/salience-review-9765706)

### [TAS Text Analytics System](https://www.g2.com/products/tas-text-analytics-system/reviews)

Creating order in digital chaos TAS Text Analytics System includes text analysis solutions developed by Precognox. The services helps you collect, search, analyze and understand your data. These solutions can be used on their own or be applied as part of a bigger pipeline, since they can be easily integrated into other systems. Discover the most important services of the system, like TAS Insight Engine, TAS Tagger, TAS Enterprise Search engine, TAS Search Log Analyzer, TAS Thesaurus Manager or TAS Data Collector.

**Average Rating:** 5.0/5.0

**Total Reviews:** 2

#### How Do G2 Users Rate TAS Text Analytics System?

- **Has the product been a good partner in doing business?:** 5.0/10 (Category avg: 9.0/10)

#### Who Is the Company Behind TAS Text Analytics System?

- **Seller:** [Precognox](https://www.g2.com/sellers/precognox)
- **Year Founded:** 2008
- **HQ Location:** Kaposvár, HU
- **Twitter:** @precognox  
150 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8b94b0d3c79860e46c0bb0585b6bc14b6f3ed2ebfbda9b81fb775fb813be28df&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fprecognox&secure%5Burl_type%5D=linkedin_company_website)  
46 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of TAS Text Analytics System?

**["TAS Text Analytics System delivered what we expected"](https://www.g2.com/survey_responses/tas-text-analytics-system-review-4128800)**

**Rating:** 5.0/5.0 stars

_— Attila B._

[Read full review](https://www.g2.com/survey_responses/tas-text-analytics-system-review-4128800)

**["Accurate text processing, great customer service"](https://www.g2.com/survey_responses/tas-text-analytics-system-review-4104782)**

**Rating:** 5.0/5.0 stars

_— Miklos K._

[Read full review](https://www.g2.com/survey_responses/tas-text-analytics-system-review-4104782)

#### What Are G2 Users Discussing About TAS Text Analytics System?

- [What is TAS Text Analytics System used for?](https://www.g2.com/discussions/what-is-tas-text-analytics-system-used-for)

### [Amenity Analytics](https://www.g2.com/products/amenity-analytics/reviews)

Amenity develops cloud-based analytics solutions to help businesses draw actionable insights from text on a massive scale. Fortune 100 companies, hedge funds, financial exchanges, and insurance companies rely on our proprietary NLP technology for use on sources ranging from regulatory filings and earnings call transcripts to news coverage, social media activity, and research reports.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Amenity Analytics?

- **Seller:** [Amenity Analytics](https://www.g2.com/sellers/amenity-analytics)
- **Year Founded:** 2015
- **HQ Location:** New York, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f8b7f0e333f1c0b6d2992d0c4634dfa7ade8b51fdec95c0a9b5af02f72270c36&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famenity-analytics%2F&secure%5Burl_type%5D=linkedin_company_website)  
13 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Amenity Analytics?

**["Great Lead Advisory"](https://www.g2.com/survey_responses/amenity-analytics-review-3482682)**

**Rating:** 4.5/5.0 stars

_— Verified User in Facilities Services_

[Read full review](https://www.g2.com/survey_responses/amenity-analytics-review-3482682)

#### What Are G2 Users Discussing About Amenity Analytics?

- [What is Amenity Analytics used for?](https://www.g2.com/discussions/what-is-amenity-analytics-used-for)

- [‹ Prev‹ Prev](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=5#product-list)
- [1](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score#product-list)
- [2](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=2#product-list)
- [3](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=3#product-list)
- [4](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=4#product-list)
- [5](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=5#product-list)
- 6
- [7](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=7#product-list)
- [8](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=8#product-list)
- [9](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=9#product-list)
- [10](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=10#product-list)
- …
- [12](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=12#product-list)
- [13](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=13#product-list)
- [Next ›Next ›](/categories/text-analysis?hsCtaTracking=0466d63b-e137-468e-926b-8f27d5b70b33%7Cf8fa34a6-32ac-442f-8d17-985e79f82193&order=g2_score&page=7#product-list)

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[Browse Text Analysis Themes](/categories/text-analysis/themes)

 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated October 3, 2024

Text analysis software, also called text analytics or text mining software, helps users gain insights from both structured and unstructured text data using natural language processing (NLP). Such insights include sentiment analysis, key phrases, language, themes and patterns, and entities, among others. These solutions leverage [NLP](https://www.g2.com/categories/natural-language-processing-nlp) and [machine learning](https://www.g2.com/categories/machine-learning) to pull out different insights and provide visual representations of the data for easier interpretation.

Text analysis tools can consume text data from a variety of sources, including emails, phone transcripts, surveys, customer reviews, and other documents. By importing text data from these different sources, businesses are better equipped to understand and analyze customer or employee sentiment, intelligently classify documents, and improve written content. Text analysis software may be used in conjunction with other analytics tools, including [big data analytics](https://www.g2.com/categories/big-data-analytics) and [business intelligence platforms](https://www.g2.com/categories/business-intelligence-platforms).

To qualify for the Text Analysis category, a product must:

- Import text data from a variety of different data sources
- Use natural language processing to extract insights from the text, including key phrases, language, sentiment, and other patterns
- Provide visualizations for text data

Show More