# Best Text Analysis Software - Page 8

## 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**

### Blix

Blix offers an AI-powered text analysis solution designed to retrieve insights from customer feedback quickly and effortlessly. The platform automates the process of coding survey open ends, online reviews, and other textual feedback, turning them into insights without the need for manual effort. Blix’s automated topic discovery scans through open text feedback and identifies key themes and topics. Its AI-powered coding transforms unstructured text into structured, quantitative data, eliminating the need for manual coding. Users receive automated reports and summaries. The platform supports multiple languages and offers data encryption and strict confidentiality guarantees.

[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=2026-08-11T21%3A12%3A01Z&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=1393471&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%3D8&secure%5Btoken%5D=b15512176623c9743b118910ec4c0db9dcc31b15ea7995c6bf1f2988db04f542&secure%5Burl%5D=https%3A%2F%2Fblix.ai&secure%5Burl_type%5D=company_website)

### [IdeaFlow](https://www.g2.com/products/gamalon-ideaflow/reviews)

The Gamalon AI Concierge is the most rapid deployment of any chat or messaging technology, and continuously improves as your team communicates with customers. Gamalon helps you understand your customers no matter where they're posting, responding to surveys, or chatting so that you can take impactful actions for them and for your business.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate IdeaFlow?

- **Custom Extension:** 8.3/10 (Category avg: 8.2/10)
- **Compositionality:** 6.7/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind IdeaFlow?

- **Seller:** [Gamalon](https://www.g2.com/sellers/gamalon)
- **Year Founded:** 2013
- **HQ Location:** Boston, US
- **Twitter:** @gamalon\_inc  
464 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=465bbe8b3de44ca68cdf763f54f14f44c9e9d392635093e8548c8725a860e22f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3571218&secure%5Burl_type%5D=linkedin_company_website)  
6 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Ideaflow"](https://www.g2.com/survey_responses/ideaflow-review-9523665)**

**Rating:** 5.0/5.0 stars

_— Dinesh S._

[Read full review](https://www.g2.com/survey_responses/ideaflow-review-9523665)

### [Information Discovery](https://www.g2.com/products/information-discovery/reviews)

Information Discovery is a leading text analytics and machine learning platform that allows you to get insights in your structured and unstructured data and explore important information in the most flexible way. Information Discovery collects and analyzes all kind of documents, such as patents, research literature, databases, websites, and other enterprise repositories

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Information Discovery?

- **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 Information Discovery?

- **Seller:** [Averbis](https://www.g2.com/sellers/averbis)
- **Year Founded:** 2007
- **HQ Location:** Freiburg, DE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=339dce415e9a180cef162d37d239068320474b72c741eb1c95ca5cd18cfbf0b3&secure%5Burl%5D=http%3A%2F%2Fwww.linkedin.com%2Fcompany%2Faverbis&secure%5Burl_type%5D=linkedin_company_website)  
23 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Information Discovery?

**["Reviewing Information Discovery Services"](https://www.g2.com/survey_responses/information-discovery-review-9091171)**

**Rating:** 5.0/5.0 stars

_— Aaryan J._

[Read full review](https://www.g2.com/survey_responses/information-discovery-review-9091171)

### [Intellexer Categorizer](https://www.g2.com/products/intellexer-categorizer/reviews)

Intellexer Categorizer is a semantic tool that automatically classifies documents by content and organizes them within categories that best fit the structure of your company and processes. For example, the categories can be Human Resources, Research and Development, Finance, Customer Feedback, Newsletters, etc.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Intellexer Categorizer?

- **Custom Extension:** 6.7/10 (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 Intellexer Categorizer?

- **Seller:** [EffectiveSoft](https://www.g2.com/sellers/effectivesoft)
- **Year Founded:** 2003
- **HQ Location:** San Diego, US
- **Twitter:** @EffectiveSoft  
992 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=eea0a9699ee19cbfedf3c6fe2767459f520ae05fd9e8dcd657f91f51110468f7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Feffectivesoft&secure%5Burl_type%5D=linkedin_company_website)  
362 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Do G2 Reviewers Say About Intellexer Categorizer?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **effective AI technology** of Intellexer Categorizer, significantly enhancing document analysis and classification efficiency.
- Users love the **efficient categorization** capabilities of Intellexer Categorizer, significantly improving document management and saving time.
- Users appreciate the **customization options** of Intellexer Categorizer, allowing tailored categories and labels for efficient document management.
- Users find **ease of use** with Intellexer Categorizer, enabling quick navigation and efficient document classification even for beginners.
- Users value the **easy setup** of Intellexer Categorizer, enabling quick navigation and efficient document classification.

##### Cons

- Users find the **complex setup** of Intellexer Categorizer confusing, requiring clearer documentation for optimal use.
- Users face **difficulty in adjustments** , finding the setup process confusing and the documentation lacking clarity.
- Users find the **insufficient documentation** challenging, often leading to confusion during setup and functionality adjustments.

#### What Are Recent G2 Reviews of Intellexer Categorizer?

**["I propose to simplify the existing document classification systems into a few key stages."](https://www.g2.com/survey_responses/intellexer-categorizer-review-10356427)**

**Rating:** 4.5/5.0 stars

_— Pilar P._

[Read full review](https://www.g2.com/survey_responses/intellexer-categorizer-review-10356427)

### [Intellexer Named Entity Recognizer](https://www.g2.com/products/intellexer-named-entity-recognizer/reviews)

Intellexer Named Entity Recognizer successfully identifies not only personal names, names of organizations and geographical locations, but also extracts such entities as positions/occupations, nationalities, dates, ages, durations and names of events. The results of the Intellexer Named Entity Recognizer can be of great value to information end-user industries of all kinds, especially banks, finance companies, publishers and governments.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Intellexer Named Entity Recognizer?

- **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 Intellexer Named Entity Recognizer?

- **Seller:** [EffectiveSoft](https://www.g2.com/sellers/effectivesoft)
- **Year Founded:** 2003
- **HQ Location:** San Diego, US
- **Twitter:** @EffectiveSoft  
992 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=eea0a9699ee19cbfedf3c6fe2767459f520ae05fd9e8dcd657f91f51110468f7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Feffectivesoft&secure%5Burl_type%5D=linkedin_company_website)  
362 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Do G2 Reviewers Say About Intellexer Named Entity Recognizer?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **effective processing of raw text** into structured data for various NLP applications.

##### Cons

- Users face **limited customization** options with Intellexer, restricting adaptations for unique requirements.

#### What Are Recent G2 Reviews of Intellexer Named Entity Recognizer?

**["Experience with Intellexer Named Entity Recognizer"](https://www.g2.com/survey_responses/intellexer-named-entity-recognizer-review-10716147)**

**Rating:** 4.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/intellexer-named-entity-recognizer-review-10716147)

### [Kensho NERD](https://www.g2.com/products/kensho-nerd/reviews)

Kensho NERD is an advanced machine learning system designed to extract and link entities—such as companies, people, organizations, events, and places—from unstructured text. By connecting these entities to comprehensive databases like S&P Capital IQ and Wikimedia, NERD transforms raw text into structured, actionable insights, enhancing research capabilities and decision-making processes. Key Features and Functionality: - Entity Recognition and Disambiguation: Accurately identifies entities within text and resolves ambiguities, including abbreviations, acronyms, aliases, and historical names. - Database Integration: Links recognized entities to S&P Capital IQ and Wikimedia databases, providing enriched context and deeper insights. - Context-Aware Processing: Utilizes surrounding text to enhance entity disambiguation, improving accuracy in complex documents. - API Accessibility: Offers a REST API for seamless integration into various workflows, supporting both real-time and batch processing. - Scalability: Capable of processing millions of pages daily, suitable for enterprise-scale operations. Primary Value and Problem Solved: NERD addresses the challenge of deriving meaningful insights from vast amounts of unstructured text data. By automating the identification and linking of entities, it streamlines manual workflows, enhances data discoverability, and empowers organizations to make informed decisions based on comprehensive, structured information.

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Kensho NERD?

- **Seller:** [Kensho Technologies](https://www.g2.com/sellers/kensho-technologies)
- **Year Founded:** 2013
- **HQ Location:** Cambridge, Massachusetts, United States
- **Twitter:** @kensho  
7,261 Twitter followers
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f6fc1bb01deaf814fc10094c984e02bc65209cad3dfa7a04fe6bcf8de8327f59&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fkensho-technologies&secure%5Burl_type%5D=linkedin_company_website)  
161 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of Kensho NERD?

**["Kensho SEM/SEO platform"](https://www.g2.com/survey_responses/kensho-nerd-review-4977064)**

**Rating:** 4.5/5.0 stars

_— Verified User in Automotive_

[Read full review](https://www.g2.com/survey_responses/kensho-nerd-review-4977064)

### [Labelf](https://www.g2.com/products/labelf/reviews)

Labelf is a no code AI text classification tool that let's you train the latest and greatest AI models in an afternoon based on your own data. The most popular use case is to interpret, analyze and automate customer support workflows based on calls, mail or chats. This gives you an advantage to understand what it is that drives a negative customer experience. The AI models works on 100+ languages and you can use the same model for multiple languages at the same time.

**Average Rating:** 3.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Labelf?

- **Custom Extension:** 6.7/10 (Category avg: 8.2/10)
- **Compositionality:** 8.3/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 5.0/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Labelf?

- **Seller:** [Labelf](https://www.g2.com/sellers/labelf)
- **Year Founded:** 2021
- **HQ Location:** Stockholm, SE
- **Twitter:** @LabelfAI  
243 Twitter followers
- **LinkedIn® Page:** [se.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=91dca8eba3681c697041689717e761e70011dbd62f6166f8963d5143480ff26e&secure%5Burl%5D=https%3A%2F%2Fse.linkedin.com%2Fcompany%2Flabelf&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

### [Luminosos Daylight](https://www.g2.com/products/luminosos-daylight/reviews)

Luminoso Analytics applies artificial intelligence (AI) and natural language understanding (NLU) to accurately analyze text-based data for any industry without lengthy setup time or training. Luminoso Analytics allows clients to easily upload, process, analyze, and visualize batches or streams of unstructured data. Compass can analyze any type text-based data, including open-ended survey responses, call transcripts, chatbot or live chat transcripts, product reviews, articles, emails, and NPS open-ends. Data can be processed natively in 13 languages, including Chinese, Korean, Japanese, and Arabic. Companies use Luminoso Analytics to surface key topics and concepts in data, uncover and monitor trends over time, dig into nuanced emotions and their root causes, and identify key differences across metadata. There are many ways customers utilize the insights that Analytics uncovers including brand monitoring, churn and retention analysis, issue detection and monitoring, and identifying root drivers of NPS scores to name a few.  The product is flexible and can be deployed in standard or private Cloud or On-premise solution, or integrated into an end-to-end platform via the API.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Luminosos Daylight?

- **Seller:** [Luminoso](https://www.g2.com/sellers/luminoso)
- **Year Founded:** 2010
- **HQ Location:** Boston, US
- **Twitter:** @LuminosoInsight  
1,610 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0f698e5c5bdc5d9f2d1bf6e95170f684cdf8ba69f033323745143efeeca0c9ca&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fluminosotech%2F&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are Recent G2 Reviews of Luminosos Daylight?

**["Luminoso Daylight Review"](https://www.g2.com/survey_responses/luminosos-daylight-review-5404680)**

**Rating:** 4.0/5.0 stars

_— Verified User in Hospitality_

[Read full review](https://www.g2.com/survey_responses/luminosos-daylight-review-5404680)

#### What Are G2 Users Discussing About Luminosos Daylight?

- [What is Luminosos Daylight used for?](https://www.g2.com/discussions/what-is-luminosos-daylight-used-for)

### [mAdvisor](https://www.g2.com/products/madvisor/reviews)

mAdvisor is an AI & cognitive computing platform, which helps enterprises to translate data into meaningful insights and learns as it goes.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate mAdvisor?

- **Has the product been a good partner in doing business?:** 8.3/10 (Category avg: 9.0/10)
- **Custom Extension:** 6.7/10 (Category avg: 8.2/10)
- **Compositionality:** 6.7/10 (Category avg: 8.3/10)
- **Pre-Built Parameterization:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind mAdvisor?

- **Seller:** [Marlabs](https://www.g2.com/sellers/marlabs)
- **Year Founded:** 1996
- **HQ Location:** New York, New York, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=f73745c97a7c4fa079cd1b55ec11a39d30b26df0439ede964e997876dddf1d1f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmarlabs%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,342 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

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

**["Personalized Financial Planning"](https://www.g2.com/survey_responses/madvisor-review-10167457)**

**Rating:** 4.0/5.0 stars

_— Anabella T._

[Read full review](https://www.g2.com/survey_responses/madvisor-review-10167457)

### [NetMiner](https://www.g2.com/products/netminer/reviews)

NetMiner 5 is an advanced analytics platform developed by CYRAM Inc. that combines graph theory, machine learning, and AI to analyze, visualize, and interpret network and text data. Designed for researchers, analysts, and decision-makers across academia, government, and industry, NetMiner helps users uncover complex relational and textual patterns without requiring any programming expertise. At its core, NetMiner is built around social network analysis (SNA), enabling the structural exploration of relationships between people, organizations, documents, and concepts. It supports one-mode, two-mode, and multiplex networks, and provides a wide range of SNA metrics from basic to advanced to assess individual centrality, group dynamics, and whole-network structure. NetMiner goes beyond traditional SNA by integrating machine learning (ML) and graph neural networks (GNNs). Users can easily apply supervised and unsupervised learning techniques such as classification, regression, and clustering, as well as GNN models like GCN, GraphSAGE, and GAT, for predictive modeling. In terms of text analysis, NetMiner offers powerful capabilities to extract keywords, build co-occurrence networks, generate word clouds, and perform topic modeling using LDA. This allows users to move beyond frequency-based analysis and explore the latent meaning structure in large text corpora. NetMiner includes a powerful interactive 2D visualization engine that makes network structure exploration intuitive. Nodes and links can be styled by centrality, frequency, or categories, and users can zoom, filter, and drag to explore key actors and patterns. These visualizations are directly linked to the data for accurate interpretation. Even with large datasets, dynamic visual analysis is possible without writing code. The built-in AI Assistant, powered by LLMs like GPT and Gemini, helps interpret results and suggests next steps—making it accessible even to users who are new to network or text analysis. NetMiner is widely used across fields including: - Academic research: sociology, communication, political science, digital humanities, education - Policy analysis and public sector planning: stakeholder mapping, policy network evaluation, community structure detection - Enterprise analysis: internal communication auditing, compliance monitoring, customer segmentation, influencer analysis - Media and social media analysis: opinion leader detection, information diffusion, discourse analysis - Cybersecurity and anomaly detection: email network analysis, abnormal behavior pattern identification NetMiner supports importing and exporting various file formats (CSV, Excel) and integrates with external tools via APIs and scripting. Licenses are available for students, educational institutions (schools), and organizations/corporations. More than just a network visualization tool, NetMiner is a complete analysis environment built on the foundation of network thinking. It helps users move from data to insight to action—faster, smarter, and with greater clarity. To learn more or request a demo, visit www.netminer.com

**Average Rating:** 4.5/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate NetMiner?

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

#### Who Is the Company Behind NetMiner?

- **Seller:** [NetMiner](https://www.g2.com/sellers/netminer)
- **Year Founded:** 2000
- **HQ Location:** Gyeonggi-do, South Korea
- **Twitter:** @netminer  
230 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=de7cc7c8eb606cc53fcd0f74d5a709fb31344de7f249ff0bef2603d4bc0538ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnetminer&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["As they say, they make the invisible visible."](https://www.g2.com/survey_responses/netminer-review-7427362)**

**Rating:** 4.5/5.0 stars

_— Harsh G._

[Read full review](https://www.g2.com/survey_responses/netminer-review-7427362)

### [NetOwl TextMiner](https://www.g2.com/products/netowl-textminer/reviews)

NetOwl TextMiner is a powerful text mining solution that enables users to find, organize, analyze, and mine a large volume of unstructured information. TextMiner integrates state-of-the-art data analysis tools within a robust, scalable architecture. The user gains quick access to all and only high-value information by means of an innovative and easy-to-use Web-based interface that promotes the rapid navigation of large amounts of textual data. It is ideal for supporting 'what if' analysis, discovery, quick response investigation, and detailed research.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate NetOwl TextMiner?

- **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 NetOwl TextMiner?

- **Seller:** [NetOwl](https://www.g2.com/sellers/netowl)
- **Year Founded:** 1996
- **HQ Location:** Falls Church, VA, US
- **Twitter:** @NetOwlAnalytics  
102 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c5af4af67baab15908a9437f1163be374e3826db899d54c0fac86531f32a9518&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnetowl&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

#### What Are Recent G2 Reviews of NetOwl TextMiner?

**["NetOwl review"](https://www.g2.com/survey_responses/netowl-textminer-review-9310423)**

**Rating:** 5.0/5.0 stars

_— Vaibhav S._

[Read full review](https://www.g2.com/survey_responses/netowl-textminer-review-9310423)

### [NewSci AI-Readines Services](https://www.g2.com/products/newsci-ai-readines-services/reviews)

All the talk about qualitative data analysis is for naught if you can’t understand language as it is spoken. That is what Natural Language Processing (NLP) is all about. NewSci NLP brings this power to organization’s seeking to extract insights from their unstructured data. Just as you know what a person is saying when you hear, “I’m hungry, I want an apple” vs. “I really want an Apple™ instead of a PC,” so now can a computer. NewSci NLP enables a computer to understand the people, places, and things important to your organization. This, in turn, allows your unstructured data to be analyzed just like your structured data. With NewSci NLP your organization will enjoy qualitative analysis (the Why behind the numbers) alongside your quantitative analytics. Uses models customized to your organization; the domain in which you operate; the quality of your recordings; and even local and regional dialects to deliver the highest level of transcription accuracy. Captures your organization’s domain and unique characteristics to enable deep Natural Language Understanding analysis and Natural Language Generation. Your NewSci Ontology will be your Rosetta Stone for unlocking the value hidden in your unstructured data. The NewSci Insight Reservoir™ brings governance and insight to the data lake. You enjoy all the benefits of a state-of-the-art Big Data lake including access to hundreds of data connectors for ingesting information; transformation tools for quality assurance and data enhancement; and cataloging of your data down to the field level while at the same time having unmatched data governance capabilities: Unlike a passive data lake, the NewSci Insight Reservoir™ is a powerful cognitive computing platform where you can perform machine learning; deep learning; and natural language processing on all your structured and unstructured data. NewSci NLP connects directly to your NewSci Insight Reservoir™ to extract meaning from your text and make it available for analysis. Machine and Deep Learning algorithms can be created, and perfected, as data enters the Insight Reservoir™, increasing the value in real-time. And all of the insights can easily be made available for visualization tools including Tableau®, Qlik®, and MS Power- BI®. Jump out of the data lake and get your organization into the NewSci Insight Reservoir™

**Average Rating:** 4.3/5.0

**Total Reviews:** 2

#### Who Is the Company Behind NewSci AI-Readines Services?

- **Seller:** [NewSci](https://www.g2.com/sellers/newsci)
- **Year Founded:** 2013
- **HQ Location:** Tampa, US
- **Twitter:** @New\_Sci  
68 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8f14ab13215b98433008b47b93e84a95191d13e0962f36831ee8574c7af64326&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fnewsci-llc&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

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

#### What Are Recent G2 Reviews of NewSci AI-Readines Services?

**["Senior Software Developer"](https://www.g2.com/survey_responses/newsci-ai-readines-services-review-741009)**

**Rating:** 5.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/newsci-ai-readines-services-review-741009)

#### What Are G2 Users Discussing About NewSci AI-Readines Services?

- [What is NewSci Platform used for?](https://www.g2.com/discussions/what-is-newsci-platform-used-for)

### [Nia DocAI](https://www.g2.com/products/nia-docai/reviews)

With its advanced AI capabilities that use an ensemble of various Machine Learning and Deep Learning based techniques, flexible data management and analytics pipelines, Nia DocAI structures world’s complex multi-document data, makes it consumption ready to unlock the latent business value.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Nia DocAI?

- **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 Nia DocAI?

- **Seller:** [Nia DocAI](https://www.g2.com/sellers/nia-docai)
- **Year Founded:** 2014
- **HQ Location:** Bangalore, IN
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ddce6d6adecd408e13b2cc057e8447e8f56ecae352c60104c890f007d0c0567c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fedgeverve&secure%5Burl_type%5D=linkedin_company_website)  
2,502 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of Nia DocAI?

**["Is Nia DocAI Really Useful ?"](https://www.g2.com/survey_responses/nia-docai-review-8297397)**

**Rating:** 5.0/5.0 stars

_— Prashant B._

[Read full review](https://www.g2.com/survey_responses/nia-docai-review-8297397)

### [PolyAnalyst for Text](https://www.g2.com/products/polyanalyst-for-text/reviews)

PolyAnalyst and PolyAnalyst for Text is the leading system for extracting actionable knowledge hidden in piles of free text and structured data. Whatever your data source, challenge, or skill level, PolyAnalyst is the tool of choice for turning data into valuable business insight. - Access nearly any source of data, and merge data from different sources - Whip dirty data into shape with powerful data cleansing operations, such as imputing missing values and correcting spelling errors - Choose from a broad selection of statistical and machine-learning algorithms, replete with several cutting-edge natural language processing tools - Create stunning reports that summarize and communicate your insight

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind PolyAnalyst for Text?

- **Seller:** [Megaputer Intelligence](https://www.g2.com/sellers/megaputer-intelligence)
- **Year Founded:** 1997
- **HQ Location:** Bloomington, US
- **Twitter:** @Megaputer  
114 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=0a1f019b5ce06718f1d554a38848293bfbec6f7bd770dbf02db7b2447b4f2ea3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fmegaputer-intelligence&secure%5Burl_type%5D=linkedin_company_website)  
51 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Large

#### What Are Recent G2 Reviews of PolyAnalyst for Text?

**["Intuitive text analyzer with almost perfect accuracy"](https://www.g2.com/survey_responses/polyanalyst-for-text-review-7421349)**

**Rating:** 4.0/5.0 stars

_— Verified User in Accounting_

[Read full review](https://www.g2.com/survey_responses/polyanalyst-for-text-review-7421349)

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

MVSP is an inexpensive yet powerful multivariate analysis program for PC compatibles that performs a variety of ordination and cluster analyses. It provides an easy means of analyzing your data in fields ranging from ecology and geology to sociology and market research. MVSP is in use at hundreds of sites in over 50 countries.

**Average Rating:** 4.0/5.0

**Total Reviews:** 1

#### How Do G2 Users Rate Provalis Research MSVP?

- **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 Provalis Research MSVP?

- **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 Do G2 Reviewers Say About Provalis Research MSVP?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **strong pattern identification** capabilities of Provalis Research MSVP, enhancing insights from complex qualitative data.
- Users appreciate the **powerful pattern recognition** in Provalis Research MSVP, enabling deep insights into qualitative data.
- Users praise the **advanced NLP capabilities** of Provalis Research MSVP, enabling deep insights from complex qualitative data.
- Users value the **powerful sentiment analysis** capabilities of Provalis Research MSVP for deep insights into qualitative data.

##### Cons

- Users find navigating MSVP's advanced features challenging due to **insufficient training materials** , especially for beginners.
- Users find that navigating the **advanced features can be challenging** for newcomers, suggesting the need for tutorials.

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

**["Found text mining capabilities very powerful. Has a user friendly interface & quick data integration"](https://www.g2.com/survey_responses/provalis-research-msvp-review-10579823)**

**Rating:** 4.0/5.0 stars

_— Mehreen B._

[Read full review](https://www.g2.com/survey_responses/provalis-research-msvp-review-10579823)

### [Pryon](https://www.g2.com/products/pryon/reviews)

Pryon is an enterprise-ready AI platform that provides precise and trustworthy answers from and attributed to your organization’s trusted content. Designed since its inception to provide answers based on your truths and policies, the Pryon platform is free of “hallucinations” and provides greater than 90% accuracy out of the box according to an independent study by EY. With no additional code required, Pryon delivers value to our customers in days.

**Average Rating:** 5.0/5.0

**Total Reviews:** 1

#### Who Is the Company Behind Pryon?

- **Seller:** [Pryon](https://www.g2.com/sellers/pryon)
- **Year Founded:** 2017
- **HQ Location:** Raleigh, North Carolina, United States
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=862a3ef5a07af13c6c767a9772631868d7f35c4b1c5046bb2fbb53bd14fe87f2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpryon%2F&secure%5Burl_type%5D=linkedin_company_website)  
135 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Do G2 Reviewers Say About Pryon?

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **accuracy** of Pryon, noting it delivers relevant answers quickly and effectively.

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

**["One stop solution with Pryon insights"](https://www.g2.com/survey_responses/pryon-review-9566642)**

**Rating:** 5.0/5.0 stars

_— Prerona M._

[Read full review](https://www.g2.com/survey_responses/pryon-review-9566642)

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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