Top Free Text Analysis Software

How Many Text Analysis Software Products Does G2 Track?

Total Products under this Category: 211

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 (+0.18%) - Among all products in this category, Caplena recorded the largest rating increase compared to last month

Last updated: October 13, 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
  • 211+ 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)

Google Cloud Natural Language API

Derive insights from unstructured text using Google machine learning.

Average Rating: 4.3/5.0

Total Reviews: 124

How Do G2 Users Rate Google Cloud Natural Language API?

  • Has the product been a good partner in doing business?: 8.4/10 (Category avg: 9.0/10)
  • Custom Extension: 8.7/10 (Category avg: 8.2/10)
  • Compositionality: 8.8/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.4/10 (Category avg: 8.4/10)

Who Is the Company Behind Google Cloud Natural Language API?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • Twitter: @google
    31,899,995 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 52% Small, 25% Large

What Do G2 Reviewers Say About Google Cloud Natural Language API?

AI-generated summary from verified user reviews

Pros
  • Users highlight the file upload capability of Google Cloud Natural Language API, enhancing decision-making for large databases.
  • Users appreciate the ability to upload databases and large files with Google Cloud Natural Language API for informed decision-making.
  • Users find the database upload capability of Google Cloud Natural Language API invaluable for making informed decisions in healthcare.
Cons
  • Users find the Google Cloud Natural Language API not user-friendly, as it can be difficult to understand and navigate.

What Are Recent G2 Reviews of Google Cloud Natural Language API?

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.

Average Rating: 4.3/5.0

Total Reviews: 777

How Do G2 Users Rate SAS Viya?

  • Has the product been a good partner in doing business?: 8.2/10 (Category avg: 9.0/10)
  • Custom Extension: 7.4/10 (Category avg: 8.2/10)
  • Compositionality: 8.2/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 7.7/10 (Category avg: 8.4/10)

Who Is the Company Behind SAS Viya?

  • Seller: SAS Institute
  • Company Website:
  • Year Founded: 1976
  • HQ Location: Cary, NC
  • Twitter: @SASsoftware
    60,863 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    15,122 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Student, Biostatistician
  • Top Industries: Pharmaceuticals, Banking
  • Company Size: 33% Small, 33% Large

What Do G2 Reviewers Say About SAS Viya?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use in SAS Viya, enhancing data visualization and decision-making for businesses.
  • Users appreciate the advanced analytical capabilities of SAS Viya, making data analysis and decision-making more efficient.
  • Users value the sophisticated analytical capabilities of SAS Viya, enhancing decision-making and insights from diverse data sources.
  • Users value the end-to-end data lifecycle tooling in SAS Viya, enhancing insights and strategic decision-making capabilities.
  • Users value the powerful data visualization capabilities of SAS Viya, enhancing insights and decision-making in their organizations.
Cons
  • Users find SAS Viya difficult for non-technical users to navigate, impacting ease of access to reports and dashboards.
  • Users find the visualization complexity of SAS Viya challenging, especially for those without technical expertise.
  • Users find the learning curve challenging, especially for non-technical individuals navigating reports and dashboards.
  • Users find the difficult learning curve for SAS Viya challenging, especially for non-technical users attempting to access features.
  • Users find the expensive pricing of SAS Viya a potential barrier, complicating their decision-making process.

What Are Recent G2 Reviews of SAS Viya?

What Are G2 Users Discussing About SAS Viya?

Kimola

Kimola lets you scrape and collect feedback from 30+ channels, then analyze, classify, and summarize it all—from product reviews and survey responses to chats and call-center conversations. Whether it’s e-commerce reviews, CSAT responses, or support tickets, Kimola transforms raw feedback into structured insights you can act on. Trusted by clients across 90+ countries Trusted by clients in 90+ countries, 1000+ businesses, Kimola is used by global enterprises like P&G Singapore, Pizza Hut Spain, Michelin Brazil, Honda Netherlands, Costa Coffee UK, Lufthansa Airlines as well as growing SMBs including Plan3, Astropay and Blueberry Markets. Our users range from product and #CX teams to mobile applications, museums, restaurants, and even pilates studios—proving that understanding your customers matters in every industry. Here are TOP features why 1000+ companies choose Kimola: - Collect reviews and conversations across web, social media, mobile App Stores, e-commerce sites, Tripadvisor, Trustpilot, Google Business and more or upload your custom dataset: Your customers are talking everywhere. Kimola makes it easy to gather their voices from websites, social media, mobile app stores, e-commerce platforms, Intercom, Zendesk, and trusted sources like Tripadvisor, Trustpilot, and Google Business—all in one place. - Auto-Classify instantly and analyze themes with multi-labels & multi-sentiments: No need for prior AI training to analyze your reviews. Just upload your dataset and analyze reviews instantly with multi-aspects and multi-sentiments. Because all researchers will know that single labels won't work for the best insights! - Create Custom Models without even training - Create Summarizations No more sifting through thousands of reviews. Kimola automatically generates structured summaries—from feature requests and pain points to usage motivations and executive-ready reports—so you can take action faster. - Export reports to Powerpoint, PDF, Excel, CSV Easily share your findings across teams. Export your insights in PowerPoint, Excel, or CSV formats to plug directly into your reporting workflows. - Analyze in 30+ languages over 95,4% accuracy rate. Kimola analyzes customer feedback in over 30 languages with a very high accuracy rate, helping you understand your audience like never before.

Average Rating: 4.8/5.0

Total Reviews: 24

How Do G2 Users Rate Kimola?

  • Has the product been a good partner in doing business?: 9.8/10 (Category avg: 9.0/10)
  • Custom Extension: 9.0/10 (Category avg: 8.2/10)
  • Compositionality: 8.9/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 9.1/10 (Category avg: 8.4/10)

Who Is the Company Behind Kimola?

  • Seller: Kimola
  • Year Founded: 2014
  • HQ Location: San Francisco, CALIFORNIA
  • Twitter: @kimola101
    857 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 63% Small, 29% Medium

What Do G2 Reviewers Say About Kimola?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Kimola, finding setup and analysis straightforward and efficient.
  • Users praise Kimola for its high accuracy in thematic and sentiment analysis, surpassing other tools effortlessly.
  • Users value Kimola for its efficient insights generation, transforming customer feedback into actionable strategies effortlessly.
  • Users highlight the time-saving capabilities of Kimola, achieving extensive analysis in just hours with minimal effort.
  • Users praise Kimola's responsive and helpful customer support, enhancing their experience with the platform efficiently.
Cons
  • Users find Kimola's poor interface design frustrating, complicating tasks like purchasing credits and navigating the platform.
  • Users express frustration with the lack of features in Kimola, awaiting promised updates for essential functionalities.
  • Users find the complex setup of Kimola challenging, particularly for those unfamiliar with the system.
  • Users are frustrated by the email issues in Kimola, as they await promised improvements for better functionality.
  • Users find the exporting limitations of Kimola frustrating, lacking essential summaries for better data insight.

What Are Recent G2 Reviews of Kimola?

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How it works

Dovetail

It’s never been easier to build a product or service. The barriers to entry (ideas, talent, and tooling) are quickly becoming commoditized by AI. The faster your teams align behind and solve the most critical customer problems, the more revenue and market share you unlock. The only way to win is to identify what customers need and deliver it before the competition. But this is difficult to do. Data is scattered across teams and tools using various methods and it is difficult to understand, and align on, at speed. Even in the world of AI, the unique challenges associated with gathering, analyzing, and understanding complex customer feedback lead to teams wasting millions of dollars in failed products, slower development cycles, and duplicated efforts. As a result, they are continually risking decreases in customer satisfaction, and ultimately revenue. Dovetail provides always-on customer understanding. Our AI-native customer intelligence platform automatically turn sales calls, user feedback, support tickets, and voice of customer data into actionable insights that grow your business. Dovetail integrates with dozens of tools like Gong, Intercom, Zoom, Salesforce, Slack, Teams, and Google Play to analyze video, audio, documents, and text. Auto-generate reports and requirements documents; configure dashboards to visualize trends; and set up agents to ensure insights are acted on. Enable your team to track feature requests, identify pain points, reduce churn, and increase customer satisfaction through high-quality, accurate, and real-time customer intelligence that’s accessible to everyone. Deploy the industry-standard, enterprise-grade system of record for all of your customer intelligence. Put your customer first and grow your business. We’re for teams who care about solving real customer problems. Join the likes of Meta, Volvo, AWS, Dyson, Deloitte, and thousands more as they put their customer first with Dovetail.

Average Rating: 4.5/5.0

Total Reviews: 168

How Do G2 Users Rate Dovetail?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.0/10)
  • Custom Extension: 4.5/10 (Category avg: 8.2/10)
  • Compositionality: 5.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 5.1/10 (Category avg: 8.4/10)

Who Is the Company Behind Dovetail?

  • Seller: Dovetail Research Pty. Ltd.
  • Company Website:
  • Year Founded: 2017
  • HQ Location: Sydney, Australia
  • Twitter: @hidovetail
    2,183 Twitter followers
  • LinkedIn® Page: au.linkedin.com
    167 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Product Designer, Senior UX Researcher
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 45% Medium, 27% Small

What Do G2 Reviewers Say About Dovetail?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use with Dovetail, enjoying its intuitive features and effective research organization capabilities.
  • Users appreciate the impressive AI features of Dovetail, which streamline research synthesis and enhance data interaction.
  • Users find Dovetail's data reusability invaluable, enabling quick access to insights and enhancing research efficiency.
  • Users value Dovetail's data reusability, as it streamlines research processes and enhances access to customer insights.
  • Users value the intuitive interface and powerful features of Dovetail, which enhance research efficiency and collaboration.
Cons
  • Users find Dovetail lacking in advanced features, including AI tools, tagging accuracy, and reporting options.
  • Users are frustrated by limited prioritization of insights and complex tagging, hindering effective information retrieval in Dovetail.
  • Users find the inefficient tagging system frustrating, complicating the organization and retrieval of valuable insights.
  • Users find the complexity of Dovetail overwhelming, especially regarding setup, tagging, and managing data across projects.
  • Users are frustrated by feature limitations, feeling that essential tools were removed while new ones failed to meet needs.

What Are Recent G2 Reviews of Dovetail?

Unwrap.ai

At Unwrap, we're on a mission to help fill the world with products people love. Our customer intelligence platform integrates with all of your feedback sources (support tickets, reviews, surveys, and more), then proactively extracts patterns and trends from your feedback and surfaces them to you. With a deeper understanding of all your customers, Unwrap helps you build your product roadmap in confidence, and helps you prevent churn by shipping features users actually want.

Average Rating: 4.8/5.0

Total Reviews: 26

How Do G2 Users Rate Unwrap.ai?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 9.0/10)

Who Is the Company Behind Unwrap.ai?

  • Seller: Unwrap.ai
  • Company Website:
  • Year Founded: 2022
  • HQ Location: Santa Barbara, California
  • Twitter: @unwrapai
    152 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    56 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software
  • Company Size: 50% Medium, 27% Large

What Do G2 Reviewers Say About Unwrap.ai?

AI-generated summary from verified user reviews

Pros
  • Users value the efficient feedback management of Unwrap.ai, streamlining insights and enhancing customer interactions seamlessly.
  • Users highlight the ease of use of Unwrap.ai, enabling quick mastery and seamless integration for teams.
  • Users find Unwrap.ai's helpfulness exceptional, enhancing data utilization and team efficiency through responsive support and consultation.
  • Users value the time-saving insights from Unwrap.ai, enabling quick identification of customer issues and prioritization.
  • Users commend Unwrap.ai for its responsive team and continuous improvement, enhancing user experience and functionality.
Cons
  • Users find the interface not intuitive, leading to frustration with cluster management and time-consuming processes.
  • Users find limited tools for custom searches and visualization, requiring manual efforts to ensure data accuracy.
  • Users experience poor understanding in custom searches and data visualization, leading to frustrated interactions with Unwrap.ai.
  • Users find the search functionality lacking, requiring frequent manual adjustments to ensure accurate feedback grouping.
  • Users note the underdeveloped visualization tools in Unwrap.ai, highlighting a need for improved charting capabilities.

What Are Recent G2 Reviews of Unwrap.ai?

DocuPipe

DocuPipe is an AI document processing solution designed to help users efficiently extract and understand information from a wide variety of documents. This software employs advanced computer vision and large language model (LLM) orchestration to analyze documents even when they are long, vary in layout, and have complex tables or handwriting. DocuPipe lets your business easily define how you want to understand your specific document types. Automatically traige incoming documents and map them to right extracion, and get a reliable output every time - even if the document is long, scanned, or comes in at variable layout. Automate anything from invoice processing to patient intake checklist based on lab reports to utility bill understanding. A key feature of DocuPipe is its schema-first extraction capability. Users can just explain in plain English how they want a document to be understood, and the AI engine pores over thousands of documents to build a structure that makes sense given real life documents. This results in strongly typed and consistent outputs, ensuring that the extracted data is reliable and easily integrated with other systems. Unlike LLM-only solutions, DocuPipe is able to ground its predictions in physical text - yellow markering the evidence behind every number, date or conclusion it has drawn from a document. This lets you define review pipeliens for high-stakes processing, or when compliance requires a human in the loop. Focus valuable human attention on lower confidence fields, and unlock a 10x productivity growth for data entry operations. DocuPipe offers a numerous paths to integration. Send your data results to 5000+ destinations unlocked using no-code solutions such as Workato, Make, and n8n. Define workflows with a graphical interface, and hook up complex pipeliens using its extensively documented API.

Average Rating: 4.9/5.0

Total Reviews: 61

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How Do G2 Users Rate DocuPipe?

  • Has the product been a good partner in doing business?: 9.4/10 (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: 8.4/10)

Who Is the Company Behind DocuPipe?

  • Seller: DocuPipe
  • Year Founded: 2023
  • HQ Location: New York City, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Accounting, Computer Software
  • Company Size: 53% Small, 24% Medium

What Do G2 Reviewers Say About DocuPipe?

AI-generated summary from verified user reviews

Pros
  • Users find DocuPipe's ease of use exceptional, with intuitive setup and straightforward document processing capabilities.
  • Users are impressed by DocuPipe's remarkably high accuracy rate, ensuring reliable results from inconsistent documents.
  • Users commend the outstanding customer support of DocuPipe, noting quick responses and expert assistance during integration.
  • Users value the exceptional data extraction capabilities of DocuPipe, facilitating efficient document processing and categorization.
  • Users find DocuPipe's setup to be very easy, allowing quick integration and efficient data extraction.
Cons
  • Users feel the poor interface design of DocuPipe hinders navigation and clarity in job processing.
  • Users find the poor UI design of DocuPipe confusing, affecting navigation and overall user experience.
  • Users find DocuPipe expensive, as costs accumulate with schema errors and the pricing structure is complex.
  • Users feel that the user interface of DocuPipe needs improvement for better clarity and easier navigation.
  • Users find the difficult learning curve of DocuPipe frustrating, especially with costs associated with schema errors and usage.

What Are Recent G2 Reviews of DocuPipe?

Speak

Speak is a no-code transcription and natural language processing platform that helps researchers and marketers extract valuable insights from media. Get professional and automated transcription, generate dashboard reports and capture audio, video and text data at scale. Over 150,000+ individuals and teams from over 150 countries have signed up to easily integrate language analysis into workflows for breakthroughs in efficiency and intelligence. Get access to a 7-day trial with 2 hours of transcription and analysis and all features included.

Average Rating: 4.9/5.0

Total Reviews: 28

How Do G2 Users Rate Speak?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 9.0/10)
  • Custom Extension: 9.2/10 (Category avg: 8.2/10)
  • Compositionality: 9.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.9/10 (Category avg: 8.4/10)

Who Is the Company Behind Speak?

  • Seller: Speak Ai
  • Year Founded: 2019
  • HQ Location: Toronto, CA
  • Twitter: @speakai_co
    256 Twitter followers
  • LinkedIn® Page: linkedin.com
    7 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Non-Profit Organization Management
  • Company Size: 89% Small, 7% Medium

What Do G2 Reviewers Say About Speak?

AI-generated summary from verified user reviews

Pros
  • Users find Speak AI incredibly easy to use, enhancing their productivity and meeting accuracy effortlessly.
  • Users highly value the accuracy of Speak AI, enhancing their reports and saving valuable time in transcriptions.
  • Users value the time-saving capabilities of Speak, enhancing report precision and meeting efficiency seamlessly.
  • Users appreciate the high accuracy and insightful analysis of Speak, making transcriptions efficient and valuable for productivity.
  • Users highlight the impressive transcription accuracy of Speak.ai, significantly enhancing their workflow efficiency and effectiveness.
Cons
  • Users report cost concerns due to difficulties with payment and a short trial period for training purposes.
  • Users face subscription issues like sign-in difficulties, payment concerns, and a short trial period for training.
  • Users note some accuracy issues, requiring minor cleanup of notes for clarity and precision.
  • Users often face joining issues like sign-in difficulties, payment problems, and a short trial period.
  • Users experience translation problems in French, leading to confusion with field titles in the Speak product.

What Are Recent G2 Reviews of Speak?

Thematic

Enterprise CX teams were promised that AI would turn customer feedback into decisions. Instead they got static taxonomies that drift, black-box AI they can't defend, and a different version of the customer story in every channel. AI agents make this worse. Built on fragmented data, they scale the inconsistency and risk. Thematic is the customer intelligence layer that fixes the foundation. We unify surveys, tickets, calls, reviews, and social into one source of customer truth, with every theme traceable back to the raw comments behind it. The same grounded layer feeds your dashboards, your teams, and the AI agents acting on customer signals. When teams are able to understand and act on data, the outcomes are measurable. Time-to-insight drops from days to minutes. We consistently see NPS gains of 5 to 35 points, which compounds into retention and referral revenue. A top-10 grocery retailer drove $4.8M in attributable revenue from a single 6-month pilot. A digital bank cut call volumes on their top three contact reasons by 69%. Forrester measured a 543% three-year ROI with payback under six months. Teams go from AI summaries they can't verify, or rigid text analytics buried in their CX platform, to insights they can stake a decision on. We sit on top of the existing CX stack (Medallia, Qualtrics, Snowflake, Gemini) and integrate via MCP with AI models. Up and running in days, not quarters. That’s why the world’s most innovative CX programs trust us, including DoorDash, Albertsons, and Mitsubishi.

Average Rating: 4.8/5.0

Total Reviews: 43

How Do G2 Users Rate Thematic?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 9.0/10)
  • Custom Extension: 2.5/10 (Category avg: 8.2/10)
  • Compositionality: 0.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 7.2/10 (Category avg: 8.4/10)

Who Is the Company Behind Thematic?

  • Seller: Thematic
  • Company Website:
  • Year Founded: 2016
  • HQ Location: San Francisco, CA
  • Twitter: @getthematic
    480 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    43 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 51% Large, 30% Medium

What Do G2 Reviewers Say About Thematic?

AI-generated summary from verified user reviews

Pros
  • Users find Thematic's ease of use impressive, enjoying its intuitive interface and efficient data summarization.
  • Users praise the excellent customer support of Thematic, highlighting their helpfulness and accessibility at all times.
  • Users appreciate Thematic for its fast data summaries and intuitive interface, enabling quick insights and actionable improvements.
  • Users appreciate the speedy insights generation of Thematic, enabling timely analysis and informed decision-making.
  • Users value Thematic's easy-to-use interface, praising its intuitiveness and quick access to valuable insights.
Cons
  • Users find the complex setup of Thematic time-consuming and challenging when integrating multiple data sources.
  • Users find the difficult setup of Thematic to be time-consuming and complicated for integrating multiple data sources.
  • Users experience filtering issues, needing to reset filters every time they change the data set for analysis.
  • Users find Thematic's scoring mechanisms confusing, making it difficult to understand the impact of their actions.
  • Users find Thematic’s scoring mechanisms confusing, particularly the Impact score, complicating discussions around actionable insights.

What Are Recent G2 Reviews of Thematic?

What Are G2 Users Discussing About Thematic?

ATLAS.ti

Leveraged by brands and academics alike, ATLAS.ti allows anyone to analyze data and uncover valuable insights – no matter which sector you work in. From basic analysis tasks to the most in-depth research projects: With ATLAS.ti, you can easily unlock actionable findings from your qualitative and mixed methods data with intuitive research tools and best-in-class technology: • Get access to native Mac and Win apps, plus our Web version • All features and tools included in one complete software package • Save time and find insights automatically, powered by AI • Experience seamless project exchange between versions • Take advantage of real-time collaboration for teams • Share multi-user licenses with as many people as you want • Benefit from our free live support and expert training Learn more here: www.atlasti.com

Average Rating: 4.7/5.0

Total Reviews: 58

How Do G2 Users Rate ATLAS.ti?

  • Has the product been a good partner in doing business?: 9.0/10 (Category avg: 9.0/10)
  • Custom Extension: 7.9/10 (Category avg: 8.2/10)
  • Compositionality: 8.3/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 7.9/10 (Category avg: 8.4/10)

Who Is the Company Behind ATLAS.ti?

Who Uses This Product?

  • Top Industries: Higher Education, Research
  • Company Size: 38% Small, 33% Medium

What Do G2 Reviewers Say About ATLAS.ti?

AI-generated summary from verified user reviews

Pros
  • Users find ATLAS.ti exceptionally easy to use, enabling seamless navigation and effective qualitative data analysis.
  • Users value the comprehensive categorization features of ATLAS.ti, enhancing qualitative data analysis for research purposes.
  • Users commend ATLAS.ti for its efficiency, significantly enhancing qualitative data analysis and saving valuable research time.
  • Users find Atlas.ti to be intuitive, allowing easy navigation and quick data insights with helpful online support.
  • Users find ATLAS.ti to be a time-saving tool, greatly enhancing efficiency in coding and analysis tasks.
Cons
  • Users often face data inaccuracy issues when handling large datasets, but support is responsive and helpful.
  • Users occasionally face system errors with large datasets, but support is responsive and helpful in resolving issues.
  • Users desire improved language support and additional tutorials in Spanish for better usability of ATLAS.ti.

What Are Recent G2 Reviews of ATLAS.ti?

Rapidminer AI Studio

Altair AI Studio (formerly RapidMiner Studio) is a data science tool that anyone can use to design and prototype highly explainable AI and machine learning models that help build trust throughout an organization. Altair AI Studio includes: - Full generative AI functionality with access to hundreds of large language models (LLMs). - Intuitive and powerful drag-and-drop canvases that give users code-like control without complexity. - Award-winning auto ML with automated clustering, predictive modeling, feature engineering, and time series forecasting. - Data connectivity, exploration, and preparation. - Deploy and manage AI projects and models at enterprise scale. - Collaborate with team members in the same environment without having to worry about overwriting each other's work. - Unify the entire data science lifecycle from data exploration and machine learning to model operations and visualization and deploy in the cloud. Altair AI Studio helps users make powerful insights accessible to the entire organization and can scale seamlessly for users and enterprises. Altair AI studio enables organizations to derive significant value from AI with minimal cost and operational impact.

Average Rating: 4.6/5.0

Total Reviews: 512

How Do G2 Users Rate Rapidminer AI Studio?

  • Has the product been a good partner in doing business?: 8.9/10 (Category avg: 9.0/10)
  • Custom Extension: 8.7/10 (Category avg: 8.2/10)
  • Compositionality: 8.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Rapidminer AI Studio?

Who Uses This Product?

  • Who Uses This: Student, Professor
  • Top Industries: Higher Education, Education Management
  • Company Size: 41% Small, 31% Large

What Do G2 Reviewers Say About Rapidminer AI Studio?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of Altair AI Studio, finding its interface intuitive and beneficial for data tasks.
  • Users value the no-code machine learning capabilities of Altair AI Studio, facilitating easy model creation and analysis.
  • Users value the seamless AI integration of Altair AI Studio, enhancing decision-making and improving efficiency across organizations.
  • Users appreciate the advanced machine learning and data analytics in Altair AI Studio for smarter decision-making and efficiency.
  • Users value the automation capabilities of Altair AI Studio, enhancing efficiency in data processing and decision making.
Cons
  • Users find the complexity of Altair AI Studio challenging, particularly with language support and integrating legacy systems.
  • Users experience slower performance when handling large datasets in Altair AI Studio, affecting their efficiency and experience.
  • Users experience slow performance when handling large datasets, leading to slowdowns or freezing during usage.
  • Users find the complexity issues of Altair AI Studio frustrating, especially due to limited support resources.
  • Users find the complex usage of Altair AI Studio challenging, especially due to limited documentation and steep learning curve.

What Are Recent G2 Reviews of Rapidminer AI Studio?

What Are G2 Users Discussing About Rapidminer AI Studio?

Kapiche

Kapiche is a feedback analytics platform that analyzes mountains of customer feedback in minutes, allowing you to provide deep insights quickly and help your company make better decisions. Our platform doesn't require any set-up or code framing. It just works, immediately. And it lets you analyze all your customer feedback in one place. With Kapiche, you can get to insights 30x faster. That means no more waiting weeks or months to get results; you'll be able to answer questions in real-time. Easily measure the impact of themes on CX metrics, drill down quickly to identify root causes, and be notified about new trends in customer feedback. Kapiche also helps you share insights across your organization with confidence. Your teams and leadership will have easy access to explore and collaborate on your customer insights. And you’ll love how you can quickly generate impressive reports and answer ad-hoc questions on the fly.

Average Rating: 4.7/5.0

Total Reviews: 42

How Do G2 Users Rate Kapiche?

  • Has the product been a good partner in doing business?: 9.7/10 (Category avg: 9.0/10)
  • Custom Extension: 7.1/10 (Category avg: 8.2/10)
  • Compositionality: 8.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Kapiche?

  • Seller: Kapiche
  • Year Founded: 2016
  • HQ Location: Fortitude Valley, QLD
  • Twitter: @kapicheofficial
    251 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    17 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Market Research
  • Company Size: 48% Medium, 40% Large

What Do G2 Reviewers Say About Kapiche?

AI-generated summary from verified user reviews

Pros
  • Users value the customizable dashboard of Kapiche, enabling efficient analysis and deeper customer insights effortlessly.
  • Users commend Kapiche for its ease of use, streamlining text analysis and facilitating insightful reporting effortlessly.
  • Users value Kapiche for its powerful insights generation, simplifying analysis and enhancing understanding of customer feedback effortlessly.
  • Users value the automation features of Kapiche, which streamline analysis and provide deeper insights effortlessly.
  • Users value the effective categorization capabilities of Kapiche, simplifying analysis and enhancing understanding of customer insights.
Cons
  • Users find the accuracy issues with data labels in Kapiche's widget hinder readability and require extra workarounds.
  • Users often face connection issues when integrating data with Kapiche's platform, impacting usability and experience.
  • Users find the data label overlap problematic in the quadrant map widget, hindering its usability and readability.
  • Users find the export limitations of Kapiche frustrating, as data overlap necessitates external solutions for reporting.
  • Users find the insufficient information due to overlapping data labels, requiring manual downloads for clearer reports.

What Are Recent G2 Reviews of Kapiche?

What Are G2 Users Discussing About Kapiche?

Relative Insight

Relative Insight delivers AI-powered text analysis to help brands and agencies generate customer, target audience and competitor intelligence from words. The platform delivers an efficient and scalable solution for uncovering actionable insights from survey open-ends, reviews, customer service transcripts and online conversations. Using technology originally developed in partnership with the British government to keep children safe online, our comparative approach reveals what makes audience groups and brands unique and similar to one another. Insights are being used by leading brands and agencies to inform marketing messaging, product development, customer service strategy and more. Quantitative analysis tells you WHAT is happening in your business, text analysis tells you WHY.

Average Rating: 4.5/5.0

Total Reviews: 57

How Do G2 Users Rate Relative Insight?

  • Has the product been a good partner in doing business?: 9.4/10 (Category avg: 9.0/10)
  • Custom Extension: 7.5/10 (Category avg: 8.2/10)
  • Compositionality: 6.7/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Relative Insight?

  • Seller: Relative Insight Ltd
  • Year Founded: 2012
  • HQ Location: London, England
  • Twitter: @RelativeInsight
    791 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Market Research
  • Company Size: 40% Small, 30% Medium

What Are Recent G2 Reviews of Relative Insight?

What Are G2 Users Discussing About Relative Insight?

EdgeTier

Are you tired of excel sheets, pivot tables, reading transcripts, filling QA forms, building custom dashboards, to find answers to "what is going on in my contact centre"? You've come to the right place. The EdgeTier Conversational Intelligence and Support Platform helps Customer Support teams uncover the missed insights in their support and survey messages, react faster to emerging customer issues, and have the data they need at their fingertips to make decisions, positioning the contact centre as a strategic hub of insights for the entire company. Global Brands like Abercrombie & Fitch, CarTrawler, TUI Travel, and Ryanair use EdgeTier to process millions of customer messages, boost NPS, CSAT and first contact resolution scores, as well as improve overall efficiency. Having 24/7 insights into customer attitudes, helps you understand customer issues, detect emerging conversational trends in real time, and improve agent performance. Key functionality: - Real-time integrations with every customer contact centre system - Proactive AI alerting with real time detection of unforeseen customer issues - Automated Agent QA performance reports and analysis - Automatic tagging of customer messages and surveys - Get real-time alerts for critical customer interactions (set up in advance) - Sentiment analysis and emotion detection of all your customer and agent interactions - Real-time reporting and KPI analysis - AI assisted chat and email handling EdgeTier seamlessly integrates with existing customer support systems without needing any IT time, and monitors customer conversations 24/7 in multilingual environments, as well as providing prompts to support agents speaking to customers.

Average Rating: 4.5/5.0

Total Reviews: 30

How Do G2 Users Rate EdgeTier?

  • Has the product been a good partner in doing business?: 9.3/10 (Category avg: 9.0/10)
  • Custom Extension: 7.5/10 (Category avg: 8.2/10)
  • Compositionality: 10.0/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 9.2/10 (Category avg: 8.4/10)

Who Is the Company Behind EdgeTier?

  • Seller: Edge Tier
  • Company Website:
  • Year Founded: 2015
  • HQ Location: Dublin 2, IE
  • LinkedIn® Page: www.linkedin.com
    72 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Gambling & Casinos
  • Company Size: 50% Large, 30% Medium

What Do G2 Reviewers Say About EdgeTier?

AI-generated summary from verified user reviews

Pros
  • Users find EdgeTier to be very user-friendly, enabling quick access to actionable insights and efficient data management.
  • Users appreciate the speed and clarity of insights EdgeTier provides, enabling quick action and informed decision-making.
  • Users appreciate the helpfulness of EdgeTier, which enhances efficiency and simplifies finding specific information.
  • Users appreciate the accuracy of EdgeTier's insights, significantly reducing time spent on analyzing customer interactions.
  • Users value the fast and actionable insights provided by EdgeTier, enhancing efficiency in customer interactions and decision-making.
Cons
  • Users experience inaccurate data analysis at times, with delays and inconsistencies impacting decision-making and reporting.
  • Users note accuracy issues with EdgeTier, citing inconsistent data and slow updates that hinder decision-making effectiveness.
  • Users find that data inaccuracy affects reporting reliability, highlighting the need for improved real-time updates and consistency.
  • Users highlight data inaccuracy in EdgeTier, causing issues with reporting reliability and necessitating manual validation.
  • Users find the complexity in customization and setup can hinder their experience and require additional adjustments.

What Are Recent G2 Reviews of EdgeTier?

Stratifyd

Stratifyd is the only next-gen experience analytics platform powered by Smart AI™ that empowers people of all skill levels to move beyond traditional customer experience analytics. By surfacing insights that existing approaches may miss, Stratifyd Smart AI™ takes the burden of manual analytics off teams, proactively surfacing hidden signals and themes 24/7 to ensure you never miss another insight. Today, many organizations have tons of data but lack the ability, time, resources, or budget to truly expose the insights that matter most to them. This is where Stratifyd stands out. With these challenges in mind, we have purpose-built the Stratifyd platform that will unify data from all your different sources and, through Smart AI™, automatically uncover the actionable insights you didn't know you were missing to: - Hit mission critical KPIs - Grow revenue - Drive loyalty - Reduce costs - Improve efficiency

Average Rating: 4.3/5.0

Total Reviews: 18

How Do G2 Users Rate Stratifyd?

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

Who Is the Company Behind Stratifyd?

  • Seller: Stratifyd
  • Year Founded: 2015
  • HQ Location: Charlotte, US
  • Twitter: @getStratifyd
    997 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 70% Large, 20% Medium

What Are Recent G2 Reviews of Stratifyd?

What Are G2 Users Discussing About Stratifyd?

NVivo

NVivo is the leading qualitative and mixed-methods analysis solution, available in two offerings: NVivo AI Cloud is the new AI-native, cloud-based solution powered by AURA (AI Unified Research Assistant). It guides researchers through project setup, literature search, AI-assisted coding, and grounded analysis—weaving AI assistance into the core workflow from the start. Every AI-generated insight includes a transparent audit trail linking back to source data with human approval gates, ensuring findings are defensible and withstand peer review. NVivo Desktop has supported scholars, teams, and institutions across social sciences, education, health, and public policy for over 30 years. It enables researchers to organize and interpret interviews, focus groups, and surveys; compare findings across cases and themes; and visualize results. Both offerings turn unstructured data into evidence-based insights through unified coding, querying, and analysis capabilities. The most cited QDA software in academic publications worldwide (Scopus, 2010–2025), NVivo gives researchers the rigor required for publications, evaluations, and grant proposals.

Average Rating: 4.0/5.0

Total Reviews: 140

How Do G2 Users Rate NVivo?

  • Has the product been a good partner in doing business?: 7.4/10 (Category avg: 9.0/10)
  • Custom Extension: 2.5/10 (Category avg: 8.2/10)
  • Compositionality: 3.3/10 (Category avg: 8.3/10)
  • Pre-Built Parameterization: 4.2/10 (Category avg: 8.4/10)

Who Is the Company Behind NVivo?

  • Seller: Lumivero
  • Company Website:
  • Year Founded: 1995
  • HQ Location: Denver, CO
  • Twitter: @LUMIVER0
    399 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    296 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Research Assistant, Student
  • Top Industries: Higher Education, Research
  • Company Size: 47% Small, 33% Large

What Do G2 Reviewers Say About NVivo?

AI-generated summary from verified user reviews

Pros
  • Users find NVivo to be user-friendly and efficient, making qualitative research organization and analysis seamless and accessible.
  • Users find NVivo to be an efficient tool that greatly enhances organization and analysis of qualitative research.
  • Users find NVivo to be a game-changer for qualitative research, offering seamless organization and powerful analysis tools.
  • Users value the analysis accuracy of NVivo, enhancing clarity and insights in qualitative research outcomes.
  • Users praise NVivo for its powerful analytics tools that enhance data organization and provide insightful visualizations.
Cons
  • Users find NVivo to be not user-friendly, citing confusion in the interface and lack of helpful support.
  • Users report experiencing poor customer support, with slow responses and unavailability of live assistance exacerbating frustration.
  • Users report slow performance with NVivo, causing frustration and hindering access to important research data.
  • Users face significant compatibility issues between Windows and iOS versions, complicating collaboration and frustrating long-time users.
  • Users find the interface confusing, along with a steep learning curve that hinders efficient usage of NVivo.

What Are Recent G2 Reviews of NVivo?

What Are G2 Users Discussing About NVivo?

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