Best Text Analysis Software - Page 7

How Many Text Analysis Software Products Does G2 Track?

Total Products under this Category: 210

Category Stats (Oct 2026)

  • Average Rating: 4.51/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Caplena (+0.38%) - Among all products in this category, Caplena recorded the largest rating increase compared to last month

Last updated: October 01, 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
  • 210+ 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

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

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

Applica

Applica’s proprietary AI automates text-intensive work by extracting meaning from unstructured and semi-structured documents, regardless of language or layout; it is rapidly trained to new use-cases by non-experts with a minimum of customer data and continually self-learns from interactions with end users.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Applica?

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

Who Is the Company Behind Applica?

  • Seller: Applica
  • Year Founded: 2013
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Applica?

Ascribe Inspector

Quickly uncover key themes and opinions with highly customizable and feature-rich text analysis tool that categorizes large amounts of verbatim comments

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Ascribe Inspector?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.0/10)
  • Custom Extension: 8.3/10 (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 Ascribe Inspector?

  • Seller: Ascribe
  • Year Founded: 1999
  • HQ Location: Cincinnati, US
  • Twitter: @GoAscribe
    60 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    72 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Ascribe Inspector?

AI-generated summary from verified user reviews

Pros
  • Users love the automation of Ascribe Inspector, eliminating the need for coding and enhancing efficiency.
  • Users appreciate the ease of use of Ascribe Inspector, benefiting from its automated functionality without coding requirements.
Cons
  • Users find the complex coding process restrictive, as it prevents changes to codes or verbatim attachments after initial input.

What Are Recent G2 Reviews of Ascribe Inspector?

Bellomy AI Analytics

Bellomy AI Analytics is an innovative tool developed by Bellomy, a leading market research firm recognized for its advanced technology solutions focused on enhancing business insights. Established in 1976, Bellomy has always been at the forefront of market research and customer experience, delivering comprehensive solutions that cater to various industries and businesses of all sizes. Bellomy AI Analytics is designed to offer Market Research and Customer Experience Analysts an unparalleled advantage in understanding customer sentiments, trends, and preferences. Whether your team is already using a text analytics tool or just now exploring its benefits, the solution we offer is designed to outperform expectations and enhance your understanding of market dynamics. Epitomizing our four decades of expertise in tech-driven market research, Bellomy Text Analytics has been developed with a keen focus on ease of use and efficiency. The tool comprehensively scans and analyzes large volumes of unstructured text data from various sources, then organizes this data into meaningful insights, creating an actionable opportunity out of the vast sea of information. Our Text Analytics tool provides real-time insights, enabling you to make informed decisions at a speed that keeps pace with the market's dynamic nature. Featuring an intuitive interface, the tool allows users to quickly gain insights, even with minimal experience using this kind of technology. Bellomy AI Analytics transforms raw data into comprehensible insights through features like sentiment analysis, AI-powered custom topic modeling, and trend identification. Additional features include built-in cross tabulation, Data Querying, and Qual/Quant Data visualization dashboarding. With these functionalities, analysts, managers, directors, VPs, SVPs, and even C-suite executives can leverage the tool to formulate effective strategies, enhance customer experiences, and thereby drive business growth. We continuously update our tool with the latest advancements in AI and Machine Learning, ensuring our clients can delve deeper into their data and extract more valuable insights. With an emphasis on quality customer service, our team is readily available to address any queries or challenges in using our tool. By choosing Bellomy AI Analytics, you choose transparency, efficiency, and a partnership with a firm that is committed to your success. Bellomy is not just a tool; it is a solution that will revolutionize the way you see, interpret, and act on customer data.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Bellomy AI Analytics?

  • Seller: Bellomy
  • Year Founded: 1976
  • HQ Location: Winston-Salem, US
  • LinkedIn® Page: www.linkedin.com
    113 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Bellomy AI Analytics?

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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.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Blix?

  • Pre-Built Parameterization: 10.0/10 (Category avg: 8.3/10)

Who Is the Company Behind Blix?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Blix?

AI-generated summary from verified user reviews

Pros
  • Users praise Blix for its outstanding customer support, highlighting the fast and friendly assistance provided.
  • Users appreciate the ease of use of Blix, allowing quick implementation and effortless analysis of survey responses.
  • Users appreciate the easy setup of Blix, allowing quick implementation and immediate usability for the entire team.
  • Users praise Blix for its efficiency improvement, dramatically reducing time spent on coding open-ended survey responses.
  • Users value the exceptional NLP capabilities of Blix, significantly simplifying survey response analysis and enhancing productivity.

What Are Recent G2 Reviews of Blix?

CATMA

CATMA (Computer Assisted Textual Markup and Analysis) is a practical and intuitive tool for text researchers. In CATMA users can combine the hermeneutic, undogmatic‚ and the digital, taxonomy based approach to text and corpora's a single researcher, or in real-time collaboration with other team members.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate CATMA?

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

Who Is the Company Behind CATMA?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of CATMA?

CiceroCoref

CiceroCoref increases the utility of entity extraction from natural language texts by identifying multiple references to the same entity, even when different expressions used to refer to the same entity are used.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate CiceroCoref?

  • Custom Extension: 3.3/10 (Category avg: 8.2/10)
  • Compositionality: 8.3/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 1.7/10 (Category avg: 8.3/10)

Who Is the Company Behind CiceroCoref?

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About CiceroCoref?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the accuracy of coreference resolution with CiceroCoref, enhancing efficiency in their NLP tasks.
  • Users find CiceroCoref's easy integrations highly beneficial for efficient NLP task execution and improved model performance.
  • Users commend CiceroCoref for its effective and quick coreference resolution, enhancing NLP task efficiency and accuracy.
  • Users appreciate the speed of CiceroCoref, enjoying quick and accurate coreference resolution in complex texts.
Cons
  • Users find the insufficient documentation challenging during setup, needing more detailed examples and language support.
  • Users find the documentation lacking in detailed examples, complicating the initial setup and language support issues.
  • Users find the limited language support frustrating, impacting the initial setup and alignment with new NLP models.

What Are Recent G2 Reviews of CiceroCoref?

Columbus

illumr offers an exciting new solution for companies that have a need to understand patterns of behaviour that affect their businesses. It is a deep-tech enterprise data analytics application using a proprietary methodology based on complex self-organising systems.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Columbus?

  • Custom Extension: 10.0/10 (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 Columbus?

  • Seller: illumr
  • Year Founded: 2013
  • HQ Location: London, GB
  • Twitter: @illumr
    193 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Columbus?

DiscoverText

With dozens of powerful text analytics, data science, human coding, and machine-learning features, including instant access to the Gnip PowerTrack 2.0 for Twitter, historical Twitter, and the free Twitter Search API, DiscoverText provides cloud-based software tools to quickly evaluate large amounts of text, survey, and Twitter data.

Average Rating: 4.0/5.0

Total Reviews: 1

Who Is the Company Behind DiscoverText?

Who Uses This Product?

  • Company Size: 100% Large, 100% Medium

What Are Recent G2 Reviews of DiscoverText?

What Are G2 Users Discussing About DiscoverText?

Dragonglass

DragonGlass connectors provide instant connectivity and data extraction capability to a variety of data sources ranging from SaaS platforms like ServiceNow, SalesForce, ZenDesk, Confluence, Jive, Jira, and Google Drive to on premise data sources like SQL databases, file repositories and blockchain platforms like Ethereum and Swirlds. In addition the platform also contains a Web crawler that can be easily configured by an end user to extract web content from any external web site.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate Dragonglass?

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

Who Is the Company Behind Dragonglass?

  • Seller: Opencrowd
  • HQ Location: N/A
  • Twitter: @dragonglass_me
    3 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

Drai

DrAI (read Doctor AI) is a text analytics company: we analyze massive amounts of text data from Social Media, customer feedback, open-ended questions, forums, reviews, transcripts, etc. The company was founded in February 2020 and has its roots in the Fulbright program. DrAI is the result of three academics, three experts in their field, joining forces around a common interest: the formation of public opinion, especially online. -> Dr. Miika Vähämaa, Ph.D. in social psychology, experienced in advanced textual analysis techniques and statistical analysis. Worked as a business consultant, a journalist and a university lecturer before founding DrAI. -> Dr. Valtteri Kaartemo, Ph.D. in international business. Co-author of several books and papers, including reports to the Prime Minister’s Office and the Ministry of Trade and Industry of Finland. Part-time entrepreneur for 10+ years, worked in several startups before founding DrAI. -> Dr. Mark D. West, Ph.D. in communication research, experienced in advanced textual analysis techniques and statistical modeling; for its groundbreaking analysis of textual material his dissertation won two international awards.Worked as a university professor and corporate researcher before founding DrAI; has consulted for BMW, USAir, ABC, etc. Using proprietary cutting-edge AI and machine learning, DrAI derives accurately the true concerns and thinking patterns of people with a 99.51% statistical accuracy. We use our proprietary algorithm to conduct topic and sentiment analysis. Combined, these 2 are also known as ‘Opinion mining’. We provide more than a simple classification into positive, neutral and negative comments/messages. We classify data in a wide range of emotions/feelings, even when mixed within a single message. DrAI in not a mere text analytics solution, but full-service text analytics. We take care of the whole project from data scraping and collection to analyzing, to interpreting, to testing, to visualizing & reporting, to finally advising. All we need to perform is a brief from you, collaborators. We co-create your text analytics research projects with you to suit your needs and to provide the best results. With the findings we provide, understand the feelings/concerns/wishes of your customers/patients/users/stakeholders/subjects more accurately than ever. It will drive better, more informed decisions in your organization. Communicate with stakeholders more efficiently and meaningfully, especially if you aim for co-creation. We enable complex co-creation: no matter how long and intertwined the conversation with your audience gets, we will reap a 100% of the value in there. What we provide is pure actionable Business Intelligence. We do it fast: first results can be delivered in 24 hours. We do it worldwide: we analyze data in 60+ languages. We do it for any industry: we serve Healthcare & Pharmaceutical companies, Energy companies, Startups, Education Institutions, Consulting Agencies, Marketing/Communication/PR/Branding Agencies, Governments and Public Entities, Research Institutes, Non-governmental organizations, etc.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Drai?

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of Drai?

What Are G2 Users Discussing About Drai?

ECO Intelligence Platform

ECO is Pangeanic’s secure enterprise AI orchestration environment for multilingual workflows, document intelligence, knowledge retrieval, translation, anonymization, quality estimation and controlled AI deployment. The platform connects enterprise data, language technologies, and AI models within a single governed environment, supporting private cloud, on-premises, and air-gapped deployments. ECO can be used for multilingual assistants, document processing, enterprise search, secure translation workflows, anonymization, and quality-controlled AI operations across regulated and data-sensitive environments. ECO also integrates Pangeanic capabilities such as Deep Adaptive AI Translation, Machine Translation Quality Estimation (MTQE), multilingual anonymization and knowledge-grounded AI workflows, helping organizations deploy AI systems with greater control over data, quality and infrastructure.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind ECO Intelligence Platform?

  • Seller: PANGEANIC
  • HQ Location: Valencia, Spain
  • Twitter: @pangeanic
  • LinkedIn® Page: www.linkedin.com
    82 employees on LinkedIn®
  • Ownership: Private
  • Phone: +34 96 333 6 333

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of ECO Intelligence Platform?

Eigen

Use Eigen to extract your data from diverse documents quickly and accurately. Equip yourself with the answers you need to meet your most critical business challenges. We address a broad set of challenges across financial services, legal, insurance, and other professional services sectors. Our clients make better decisions by unlocking the value of their qualitative data.

Average Rating: 4.3/5.0

Total Reviews: 5

How Do G2 Users Rate Eigen?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 9.0/10)

Who Is the Company Behind Eigen?

Who Uses This Product?

  • Company Size: 40% Medium, 40% Small

What Do G2 Reviewers Say About Eigen?

AI-generated summary from verified user reviews

Pros
  • Users find Eigen's data management capabilities extremely helpful for organizing data and enhancing decision-making processes.
  • Users find Eigen very helpful, enabling efficient data management and enhancing decision-making through quick access to key information.
  • Users find the analytics capabilities of Eigen incredibly helpful for effective data management and decision-making.
  • Users value the effective categorization of Eigen, making data organization into tables easy and efficient.
  • Users find Eigen's interface user-friendly, making it easy to manage record keeping requirements effectively.
Cons
  • Users find Eigen a little bit expensive, suggesting that lower prices would enhance its value and accessibility.
  • Users find the difficult learning curve challenging, as it takes time to fully grasp the system.
  • Users find documentation issues with Eigen's templates, lacking customization for specific data needs in contracts.
  • Users find the learning curve steep, requiring time to grasp the functionalities of Eigen effectively.
  • Users find limited customization in Eigen’s templates, as they don’t fully meet specific document requirements.

What Are Recent G2 Reviews of Eigen?

Finch for Text

Finch for Text® is powerful natural language processing software that makes human-generated text machine readable. It works on multiple types of unstructured text, in multiple languages, and gives users the ability to glean real-time insights from their informational assets. It works on enterprise-scale volumes of text, whether it’s streaming or static, and is easily integrated and customizable for specific domains.

Average Rating: 4.5/5.0

Total Reviews: 1

Who Is the Company Behind Finch for Text?

  • Seller: Finch Computing
  • Year Founded: 2014
  • HQ Location: Herndon, US
  • Twitter: @FinchComputing
    222 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    45 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of Finch for Text?

What Are G2 Users Discussing About Finch for Text?

Greenlight Coverage

Greenlight Coverage is an AI-powered script analysis platform built specifically for screenwriters, producers, and storytellers working on film and TV projects. Whether you're polishing a final draft or just getting started, Greenlight Coverage gives you the professional-grade insights of traditional script coverage in minutes, not days. Upload your script and get instant feedback on story structure, characters, dialogue, pacing, and more. The Greenlight Coverage full-context reviewer reads your screenplay in its entirety, enabling nuanced analysis and suggestions that reflect your creative intent. You can revise, re-upload, and even ask follow-up questions to explore the feedback in more depth. With built-in tools for proofreading, rewrite tracking, and even budget and financial forecasting, Greenlight Coverage helps you write smarter and plan better. All while keeping your script 100% confidential and secure.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Greenlight Coverage?

  • 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 Greenlight Coverage?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Greenlight Coverage?

AI-generated summary from verified user reviews

Pros
  • Users praise the AI's deep understanding of plot and character arcs, finding it insightful and thorough.
  • Users praise the thorough insights analysis of Greenlight Coverage, highlighting its understanding of themes and character arcs.

What Are Recent G2 Reviews of Greenlight Coverage?

HyperOrbit

HyperOrbit is an agentic customer intelligence platform for product, CX and revenue teams. Three named agents read every customer signal your company already collects and hand your team the decision, with the evidence and the revenue behind it. Chorus is the voice-of-customer agent. It reads reviews, tickets, calls, chat and surveys every night and clusters them into ranked themes with the accounts and ARR attached. In the worked example on the site, 100 pieces of feedback become 8 themes and 35 sub-themes. Recon is the competitive intelligence agent. It sweeps competitor sites, changelogs, pricing pages and reviews every day, scores each move and drafts the battlecard, with your customers' reaction paired to it on one clock. When RingCentral launched a free tier, SMB pricing complaints rose by 31 mentions 8 days later, touching $214K of ARR, at 68% confidence. Atlas, in beta, is the account intelligence agent. It fuses what the other two find into a health score and churn risk per account, watches every renewal window you set, and explains why a score moved. The Signal Desk is the shared front door: ask one question and every agent answers, citing its sources. Anything that needs a person lands with an owner, a cause and the action. 76 connectors cover calls, chat, CRM, support, reviews, surveys and product analytics. Each connects once over OAuth and is read continuously. Your data is processed for your own insights and never shared, sold or used to train models for others. Starter is free: Chorus on one feedback source (50 signals, 10 insights a month) and Recon on one competitor source (10 signals, 3 insights a month). Enterprise removes the limits, adds Atlas and integrations, and is priced to the sources you connect, never to the people who read them. HyperOrbit was founded in Falls Church, Virginia, with teams in the US, India and Singapore. hyperorbit.ai

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate HyperOrbit?

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

Who Is the Company Behind HyperOrbit?

  • Seller: HyperOrbit
  • Year Founded: 2026
  • HQ Location: N/A
  • Twitter: @Hyper0rbit
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of HyperOrbit?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 3, 2024