# Top Free Text Analysis Software

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

**Total Products under this Category:** 218

### 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 19, 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
- 218+ 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=113977&focus%5B%5D=1327283&focus%5B%5D=52116&focus%5B%5D=19895&focus%5B%5D=168405&focus%5B%5D=156788&focus%5B%5D=170171)

Highlighted products: Google Cloud Natural Language API, Google Cloud AutoML Natural Language, SAS Viya, Amazon Comprehend, Chattermill, Birdie, Caplena, 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=google-cloud-automl-natural-language&focus%5B%5D=sas-sas-viya&focus%5B%5D=amazon-comprehend&focus%5B%5D=chattermill&focus%5B%5D=birdie-ai-birdie&focus%5B%5D=caplena&focus%5B%5D=canvs-ai-canvs)

**Sponsored**

### Amazon OpenSearch Service

Amazon OpenSearch Service securely unlocks real-time search, monitoring, and analysis of business and operational data for use cases like application monitoring, log analytics, observability, and website search. To view more pricing details, please visit https://aws.amazon.com/opensearch-service/pricing. To try Amazon OpenSearch Service free today, please visit: https://aws.amazon.com/free/.

[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=2026-08-29T23%3A51%3A51Z&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=20177&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%2Ffree&secure%5Btoken%5D=c7d7ed7826bb3cd3dfd750a3094b8344180ab38cb98f6d98fd630c26cdc4e421&secure%5Burl%5D=https%3A%2F%2Faws.amazon.com%2Fopensearch-service%2Ffeatures%2Fserverless%2F%3Ftrk%3De8fc5908-35b1-4de0-aeb2-52b1ab2ed4be%26sc_channel%3Ddisplay%2Bads&secure%5Burl_type%5D=custom_url)

### [Google Cloud Natural Language API](https://www.g2.com/products/google-cloud-natural-language-api/reviews)

Derive insights from unstructured text using Google machine learning.

**Average Rating:** 4.3/5.0

**Total Reviews:** 119

#### How Do G2 Users Rate Google Cloud Natural Language API?

- **Has the product been a good partner in doing business?:** 8.3/10 (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:** 8.3/10 (Category avg: 8.3/10)

#### Who Is the Company Behind Google Cloud Natural Language API?

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 employees on LinkedIn®
- **Ownership:** NASDAQ:GOOG

#### Who Uses This Product?

- **Who Uses This:** Software Engineer
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 50% Small, 26% 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?

**["Effortless Text Insights with Strong Sentiment and Entity Analysis"](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13254685)**

**Rating:** 4.5/5.0 stars

_— Subhashree S._

[Read full review](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13254685)

**["Easy, Reliable, and Scalable Language Analysis with Google Cloud Natural Language API"](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13344493)**

**Rating:** 4.0/5.0 stars

_— Sehaj V._

[Read full review](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13344493)

### [SAS Viya](https://www.g2.com/products/sas-sas-viya/reviews)

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:** 774

#### 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: 8.3/10)

#### Who Is the Company Behind SAS Viya?

- **Seller:** [SAS Institute Inc.](https://www.g2.com/sellers/sas-institute-inc-df6dde22-a5e5-4913-8b21-4fa0c6c5c7c2)
- **Company Website:** www.sas.com
- **Year Founded:** 1976
- **HQ Location:** Cary, NC
- **Twitter:** @SASsoftware  
60,863 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=64db42c044af5bbad79bd9677a620a6c31a8ff1abf4e7b2a6f1d6ed9561d105d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1491%2F&secure%5Burl_type%5D=linkedin_company_website)  
18,638 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 commend SAS Viya for its **user-friendly interface** , making complex analytics accessible to individuals of all skill levels.

##### Cons

- Users find SAS Viya **difficult for non-technical users** to navigate, impacting ease of access to reports and dashboards.
- Users find the **learning curve challenging** , especially for non-technical individuals navigating reports and dashboards.
- Users find the **visualization complexity** of SAS Viya challenging, especially for those without technical expertise.
- 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?

**["SAS Viya: Powerful AI & Data Analysis with Seamless Integrations"](https://www.g2.com/survey_responses/sas-viya-review-11855145)**

**Rating:** 5.0/5.0 stars

_— Verified User in Hospital & Health Care_

[Read full review](https://www.g2.com/survey_responses/sas-viya-review-11855145)

**["Effective Data Analysis with SAS Viya"](https://www.g2.com/survey_responses/sas-viya-review-11872818)**

**Rating:** 4.5/5.0 stars

_— Fungai J._

[Read full review](https://www.g2.com/survey_responses/sas-viya-review-11872818)

#### What Are G2 Users Discussing About SAS Viya?

- [What is SAS Visual Data Mining and Machine Learning used for?](https://www.g2.com/discussions/what-is-sas-visual-data-mining-and-machine-learning-used-for) - 2 comments

### [Dovetail](https://www.g2.com/products/dovetail-research-pty-ltd-dovetail/reviews)

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:** 167

#### 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: 8.3/10)

#### Who Is the Company Behind Dovetail?

- **Seller:** [Dovetail Research Pty. Ltd.](https://www.g2.com/sellers/dovetail-research-pty-ltd)
- **Company Website:** dovetail.com
- **Year Founded:** 2017
- **HQ Location:** Sydney, Australia
- **Twitter:** @hidovetail  
2,183 Twitter followers
- **LinkedIn® Page:** [au.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=681367e9652c5d78585cc44cb1824f4ea5f1e39a36020ed5ad6f453ded053976&secure%5Burl%5D=https%3A%2F%2Fau.linkedin.com%2Fcompany%2Fheydovetail&secure%5Burl_type%5D=linkedin_company_website)  
163 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Senior UX Researcher, 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 value the **intuitive interface and powerful features** of Dovetail, which enhance research efficiency and collaboration.
- Users value Dovetail's **data reusability** , as it streamlines research processes and enhances access to customer insights.
- Users find Dovetail's **data reusability** invaluable, enabling quick access to insights and enhancing research efficiency.

##### Cons

- Users find Dovetail lacking in **advanced features** , including AI tools, tagging accuracy, and reporting options.
- Users experience a significant **lack of guidance** with Dovetail's setup and organization, leading to frustration and inefficiency.
- Users are frustrated by **limited prioritization of insights** and complex tagging, hindering effective information retrieval in Dovetail.
- Users find the **complexity** of Dovetail overwhelming, especially regarding setup, tagging, and managing data across projects.
- Users find the **learning curve steep** , making it challenging to set up and manage Dovetail effectively.

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

**["Dovetail Centralizes Research with Intuitive, AI-Powered Collaboration"](https://www.g2.com/survey_responses/dovetail-review-12911093)**

**Rating:** 4.5/5.0 stars

_— Luciana S._

[Read full review](https://www.g2.com/survey_responses/dovetail-review-12911093)

**["Centralized Research Hub with Seamless AI Integration"](https://www.g2.com/survey_responses/dovetail-review-10369531)**

**Rating:** 5.0/5.0 stars

_— Marlana C._

[Read full review](https://www.g2.com/survey_responses/dovetail-review-10369531)

### [Kimola](https://www.g2.com/products/kimola/reviews)

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: 8.3/10)

#### Who Is the Company Behind Kimola?

- **Seller:** [Kimola](https://www.g2.com/sellers/kimola)
- **Year Founded:** 2014
- **HQ Location:** San Francisco, CALIFORNIA
- **Twitter:** @kimola101  
857 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=df70e1241db47cc9e8b7bb9b348be3b4a136b73d6e125e0f5c8be761f28e8482&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fkimola&secure%5Burl_type%5D=linkedin_company_website)  
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 Kimola for its **high accuracy** in thematic and sentiment analysis, surpassing other tools effortlessly.
- Users praise the **ease of use** of Kimola, finding setup and analysis straightforward and efficient.
- 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.
- Users value the **accurate thematic and sentiment analysis** from Kimola, enhancing their understanding of customer feedback effectively.

##### Cons

- Users express frustration with the **lack of features** in Kimola, awaiting promised updates for essential functionalities.
- Users find Kimola's **poor interface design** frustrating, complicating tasks like purchasing credits and navigating the platform.
- 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?

**["Efficient Sentiment Analysis with Robust Reporting"](https://www.g2.com/survey_responses/kimola-review-12752848)**

**Rating:** 5.0/5.0 stars

_— Pragya S._

[Read full review](https://www.g2.com/survey_responses/kimola-review-12752848)

**["Flexible, Powerful AI for Large-Scale Customer Feedback Analysis"](https://www.g2.com/survey_responses/kimola-review-12772081)**

**Rating:** 4.5/5.0 stars

_— Rens v._

[Read full review](https://www.g2.com/survey_responses/kimola-review-12772081)

### [Unwrap.ai](https://www.g2.com/products/unwrap-ai/reviews)

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](https://www.g2.com/sellers/unwrap-ai)
- **Company Website:** unwrap.ai
- **Year Founded:** 2022
- **HQ Location:** Santa Barbara, California
- **Twitter:** @unwrapai  
152 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e40d58f68df3ad688a24a6996f4a3bee6240b238a8acc8d7753d9f5861ccd686&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Funwrapai%2F&secure%5Burl_type%5D=linkedin_company_website)  
48 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?

**["Real-Time Alerts Turn Customer Feedback Into Actionable Insights"](https://www.g2.com/survey_responses/unwrap-ai-review-12579424)**

**Rating:** 4.5/5.0 stars

_— Verified User in Consumer Electronics_

[Read full review](https://www.g2.com/survey_responses/unwrap-ai-review-12579424)

**["Unwrap Makes Feedback Reporting Effortless with Powerful AI, Dashboards, and Support"](https://www.g2.com/survey_responses/unwrap-ai-review-12700187)**

**Rating:** 5.0/5.0 stars

_— Marcello B._

[Read full review](https://www.g2.com/survey_responses/unwrap-ai-review-12700187)

### [Speak](https://www.g2.com/products/speak-ai-speak/reviews)

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: 8.3/10)

#### Who Is the Company Behind Speak?

- **Seller:** [Speak Ai](https://www.g2.com/sellers/speak-ai)
- **Year Founded:** 2019
- **HQ Location:** Toronto, CA
- **Twitter:** @speakai\_co  
256 Twitter followers
- **LinkedIn® Page:** [linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=31e9f838de2b5a63892092163864c0a991223a4a0049ba4974be634ee7b098ba&secure%5Burl%5D=https%3A%2F%2Flinkedin.com%2Fcompany%2Fspeakai-co&secure%5Burl_type%5D=linkedin_company_website)  
5 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 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 highly value the **accuracy** of Speak AI, enhancing their reports and saving valuable time in transcriptions.
- 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?

**["Speak Should Be Speak Easy"](https://www.g2.com/survey_responses/speak-review-11883693)**

**Rating:** 5.0/5.0 stars

_— Ted H._

[Read full review](https://www.g2.com/survey_responses/speak-review-11883693)

**["Impressive tool."](https://www.g2.com/survey_responses/speak-review-11669828)**

**Rating:** 5.0/5.0 stars

_— Francois L._

[Read full review](https://www.g2.com/survey_responses/speak-review-11669828)

### [DocuPipe](https://www.g2.com/products/docupipe/reviews)

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:** 58

#### G2 Deal: DocuPipe Business

Get 40% off DocuPipe's Business plan for 12 months — over $475 in savings. Includes full API access, 2,500 credits/month, and pay-as-you-go overage billing.

**Price:** ~~$99/mo~~ → $59.40/mo

[View this exclusive G2 deal](https://www.g2.com/deals/offers/c44216dc-d2a2-468e-9ef3-8e4c4dfdccb5?source=categories)

#### 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: 8.3/10)

#### Who Is the Company Behind DocuPipe?

- **Seller:** [DocuPipe](https://www.g2.com/sellers/docupipe)
- **Year Founded:** 2023
- **HQ Location:** New York City, US
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1cf92a91d0cfbad5b1eb9bc2ca6c9fb3eda4123e1284efbf0db99f5aeb14a0ab&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdocupanda%2F&secure%5Burl_type%5D=linkedin_company_website)  
5 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Accounting, Information Technology and Services
- **Company Size:** 51% Small, 25% 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?

**["Powerful AI Extraction with an Easy-to-Edit Schema and Responsive Support"](https://www.g2.com/survey_responses/docupipe-review-13048236)**

**Rating:** 5.0/5.0 stars

_— Verified User in Oil & Energy_

[Read full review](https://www.g2.com/survey_responses/docupipe-review-13048236)

**["Straightforward API Integration and Flexible Schema-Based Document Workflows"](https://www.g2.com/survey_responses/docupipe-review-13087649)**

**Rating:** 4.5/5.0 stars

_— Rio E._

[Read full review](https://www.g2.com/survey_responses/docupipe-review-13087649)

### [Thematic](https://www.g2.com/products/thematic/reviews)

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: 8.3/10)

#### Who Is the Company Behind Thematic?

- **Seller:** [Thematic](https://www.g2.com/sellers/thematic)
- **Company Website:** www.getthematic.com
- **Year Founded:** 2016
- **HQ Location:** San Francisco, CA
- **Twitter:** @getthematic  
480 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=17df1c5c320faeb1fab38b5f987479cf4b8c7997e6ca5c60ed2869cd234e3edb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fthematic-ltd%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
45 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?

**["Fast, Flexible Data Summaries That Save Time"](https://www.g2.com/survey_responses/thematic-review-12220877)**

**Rating:** 4.5/5.0 stars

_— Lynn S._

[Read full review](https://www.g2.com/survey_responses/thematic-review-12220877)

**["Quick Insights and Actionable Themes with Excellent Support"](https://www.g2.com/survey_responses/thematic-review-12066641)**

**Rating:** 5.0/5.0 stars

_— Jin W._

[Read full review](https://www.g2.com/survey_responses/thematic-review-12066641)

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

- [What are thematic details?](https://www.g2.com/discussions/what-are-thematic-details)
- [What is thematic used for?](https://www.g2.com/discussions/what-is-thematic-used-for)
- [What is thematic analysis software?](https://www.g2.com/discussions/what-is-thematic-analysis-software)
- [What is thematic software?](https://www.g2.com/discussions/what-is-thematic-software)

### [ATLAS.ti](https://www.g2.com/products/atlas-ti/reviews)

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: 8.3/10)

#### Who Is the Company Behind ATLAS.ti?

- **Seller:** [ATLAS.ti Scientific Software Development GmbH](https://www.g2.com/sellers/atlas-ti-scientific-software-development-gmbh)
- **Year Founded:** 1993
- **HQ Location:** Berlin
- **Twitter:** @ATLASti  
4,192 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3ae1f4055f19b2500e25437f3d89495726e4358681bca5c46dc3aad33e37e866&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5363207%2F&secure%5Burl_type%5D=linkedin_company_website)  
50 employees on LinkedIn®

#### 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?

**["Flexible Coding That Fits Your Workflow"](https://www.g2.com/survey_responses/atlas-ti-review-12744241)**

**Rating:** 5.0/5.0 stars

_— Verified User in Retail_

[Read full review](https://www.g2.com/survey_responses/atlas-ti-review-12744241)

**["For a beginner like myself ...."](https://www.g2.com/survey_responses/atlas-ti-review-10228427)**

**Rating:** 5.0/5.0 stars

_— zhengping l._

[Read full review](https://www.g2.com/survey_responses/atlas-ti-review-10228427)

### [Altair AI Studio](https://www.g2.com/products/rapidminer-studio/reviews)

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:** 507

#### How Do G2 Users Rate Altair 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: 8.3/10)

#### Who Is the Company Behind Altair AI Studio?

- **Seller:** [Altair](https://www.g2.com/sellers/altair-186799f5-3238-493f-b3ad-b8cac484afd7)
- **Company Website:** www.altair.com
- **Year Founded:** 1985
- **HQ Location:** Troy, MI
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bc40bf531df2ca2bbac9a40324b3bf94e73c14f7ec2b90b9b64c29defbdba7b7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F8323%2F&secure%5Burl_type%5D=linkedin_company_website)  
2,774 employees on LinkedIn®
- **Ownership:** NASDAQ:ALTR

#### Who Uses This Product?

- **Who Uses This:** Student, Professor
- **Top Industries:** Higher Education, Education Management
- **Company Size:** 42% Small, 31% Large

#### What Do G2 Reviewers Say About Altair 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 Altair AI Studio?

**["Empowers AI Development with Ease"](https://www.g2.com/survey_responses/altair-ai-studio-review-13205589)**

**Rating:** 4.0/5.0 stars

_— Vivek C._

[Read full review](https://www.g2.com/survey_responses/altair-ai-studio-review-13205589)

**["Great tool for easy data analysis and testing of AI models"](https://www.g2.com/survey_responses/altair-ai-studio-review-12942088)**

**Rating:** 4.5/5.0 stars

_— Sanjeet S._

[Read full review](https://www.g2.com/survey_responses/altair-ai-studio-review-12942088)

#### What Are G2 Users Discussing About Altair AI Studio?

- [What is RapidMiner used for?](https://www.g2.com/discussions/what-is-rapidminer-used-for) - 1 comment
- [What are the data mining tools?](https://www.g2.com/discussions/what-are-the-data-mining-tools)
- [Is RapidMiner open source?](https://www.g2.com/discussions/is-rapidminer-open-source)
- [How do you use the Rapid Miner?](https://www.g2.com/discussions/how-do-you-use-the-rapid-miner)
- [Is Rapid Miner legit?](https://www.g2.com/discussions/is-rapid-miner-legit)

### [Kapiche](https://www.g2.com/products/kapiche/reviews)

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: 8.3/10)

#### Who Is the Company Behind Kapiche?

- **Seller:** [Kapiche](https://www.g2.com/sellers/kapiche)
- **Year Founded:** 2016
- **HQ Location:** Fortitude Valley, QLD
- **Twitter:** @kapicheofficial  
251 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=690277e7565eb69f4caabbbdb4a3e8503235a6f4152398ce5b75ee2c9f8e3435&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3832320%2F&secure%5Burl_type%5D=linkedin_company_website)  
20 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?

**["Agile VOC Insights Tool"](https://www.g2.com/survey_responses/kapiche-review-10374946)**

**Rating:** 5.0/5.0 stars

_— Makaela M._

[Read full review](https://www.g2.com/survey_responses/kapiche-review-10374946)

**["Invaluable Insights and Seamless Setup with Kapiche"](https://www.g2.com/survey_responses/kapiche-review-11988150)**

**Rating:** 5.0/5.0 stars

_— Steffi B._

[Read full review](https://www.g2.com/survey_responses/kapiche-review-11988150)

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

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

### [Relative Insight](https://www.g2.com/products/relative-insight/reviews)

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: 8.3/10)

#### Who Is the Company Behind Relative Insight?

- **Seller:** [Relative Insight Ltd](https://www.g2.com/sellers/relative-insight-ltd)
- **Year Founded:** 2012
- **HQ Location:** London, England
- **Twitter:** @RelativeInsight  
791 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=635e33987289d0a9ba25e382f39ef6a22f9d2540eae930caf47323ad49ea5d79&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F5111062%2F&secure%5Burl_type%5D=linkedin_company_website)  
24 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?

**["Great tool for generating language insights, with brilliant hands-on service"](https://www.g2.com/survey_responses/relative-insight-review-8360503)**

**Rating:** 5.0/5.0 stars

_— Maria Victoria O._

[Read full review](https://www.g2.com/survey_responses/relative-insight-review-8360503)

**["Love using Relative Insight for qual, quant, and beyond"](https://www.g2.com/survey_responses/relative-insight-review-8387737)**

**Rating:** 4.5/5.0 stars

_— Jack C._

[Read full review](https://www.g2.com/survey_responses/relative-insight-review-8387737)

#### What Are G2 Users Discussing About Relative Insight?

- [What is Relative Insight used for?](https://www.g2.com/discussions/what-is-relative-insight-used-for)

### [Acodis](https://www.g2.com/products/acodis/reviews)

Acodis has been pioneering document data automation since its founding in 2016. Today, global industry leaders in Life Sciences use Acodis to accelerate to accelerate their go-to-market motions in Quality and Regulatory. By automating repetitive document-based processes, Acodis decreases manual workload, increases data quality and enables many automation, genAI, and analytical use-cases. For instance, Acodis can turn clinical studies and certificates of analysis into structured and validated data, or automate the review of Batch Record documents. The solutions are based on one configurable platform which can absorb diverse inputs (pdfs, scans, xls, etc.), turn these documents into machine-readable data and take specific actions (extracting values, checking signatures, checking process steps, etc.). Powered by proprietary machine learning algorithm (e.g. GxP suitable), the solution is made available in dedicated instances in a secure cloud setup. Acodis can process any document type in any language and seamlessly integrates with your systems. You can easily export your data from Acodis via API to feed and enhance your ERP, CRM, DMS, RIM system of choice, including a standard integration in Veeva.

**Average Rating:** 4.8/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate Acodis?

- **Has the product been a good partner in doing business?:** 9.9/10 (Category avg: 9.0/10)
- **Custom Extension:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Acodis?

- **Seller:** [Acodis](https://www.g2.com/sellers/acodis)
- **Company Website:** www.acodis.io
- **Year Founded:** 2016
- **HQ Location:** Winterthur, CH
- **Twitter:** @acodis
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=54fbc631047866b5a32ac3a7ebb138bd697afd2ad3bc9c95adb10f7d71526fa8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Facodis-i-o%2F&secure%5Burl_type%5D=linkedin_company_website)  
26 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 45% Large, 31% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **exceptional customer support** of Acodis, praising responsiveness, clear communication, and dedicated assistance.
- Users appreciate the **ease of use** of Acodis, enjoying its user-friendly interface and quick results.
- Users love the **user-friendly software** with fast implementation and excellent customer support, enhancing overall experience.
- Users value Acodis for its **efficient data extraction from unstructured sources** and responsive support team assistance.
- Users value the **effective data extraction** capabilities of Acodis, overcoming challenges with unstructured information effortlessly.

##### Cons

- Users face challenges with **OCR issues** , particularly in processing tables and document categorization effectively.
- Users experience **technical issues** with document allocation and structured data output, affecting workflow reliability and efficiency.
- Users experience **communication issues** with Acodis, suggesting the need for more proactive engagement and clearer processes.
- Users find the **complexity of features** in Acodis overwhelming, making initial use challenging.
- Users face **data inaccuracy issues** with Acodis, hindering document allocation and structured data processing efficiency.

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

**["Overall, a very professional and pleasant service"](https://www.g2.com/survey_responses/acodis-review-11881995)**

**Rating:** 4.5/5.0 stars

_— Verified User in Chemicals_

[Read full review](https://www.g2.com/survey_responses/acodis-review-11881995)

**["High-Performance Document Research with Superior Support"](https://www.g2.com/survey_responses/acodis-review-12645844)**

**Rating:** 4.5/5.0 stars

_— Anja W._

[Read full review](https://www.g2.com/survey_responses/acodis-review-12645844)

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

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

### [Stratifyd](https://www.g2.com/products/stratifyd/reviews)

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](https://www.g2.com/sellers/stratifyd)
- **Year Founded:** 2015
- **HQ Location:** Charlotte, US
- **Twitter:** @getStratifyd  
997 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4dd5f95cb78b92f4ec739ebe98418c70c417075ddb3da8278e094de4c2599586&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10813350%2F&secure%5Burl_type%5D=linkedin_company_website)  
14 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 70% Large, 20% Medium

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

**["Rich, automated insights"](https://www.g2.com/survey_responses/stratifyd-review-4930224)**

**Rating:** 4.5/5.0 stars

_— Craig W._

[Read full review](https://www.g2.com/survey_responses/stratifyd-review-4930224)

**["Great company and solution to help uncover actionable customer insights"](https://www.g2.com/survey_responses/stratifyd-review-4808690)**

**Rating:** 4.5/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/stratifyd-review-4808690)

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

- [How do you use Stratifyd?](https://www.g2.com/discussions/how-do-you-use-stratifyd)
- [What is the use of Stratifyd?](https://www.g2.com/discussions/what-is-the-use-of-stratifyd)
- [When was Stratifyd founded?](https://www.g2.com/discussions/when-was-stratifyd-founded)

### [NVivo](https://www.g2.com/products/nvivo/reviews)

NVivo is the leading qualitative and mixed-methods analysis platform, designed to turn unstructured data into evidence-based insights by unifying coding, querying, and AI-assisted analysis. It enables researchers to organize and interpret interviews, focus groups, and surveys, compare findings across cases and themes, and visualize results– ensuring that insights meet the rigor required for publications, evaluations, and grant proposals. The most cited QDA software in academic publications worldwide (Scopus Database, 2010–2025), NVivo has supported scholars, teams, and institutions across social sciences, education, health, and public policy for over 30 years.

**Average Rating:** 4.0/5.0

**Total Reviews:** 139

#### 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: 8.3/10)

#### Who Is the Company Behind NVivo?

- **Seller:** [Lumivero](https://www.g2.com/sellers/lumivero)
- **Company Website:** lumivero.com
- **Year Founded:** 1995
- **HQ Location:** Denver, CO
- **Twitter:** @LUMIVER0  
399 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dd1937dc5b829762a5da6656a5b16a66c6f41c0b20ba37b511c62477413e518b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F76790%2F&secure%5Burl_type%5D=linkedin_company_website)  
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?

**["Easy Coding for Interview Analysis, But Some Cumbersome Functions"](https://www.g2.com/survey_responses/nvivo-review-13338296)**

**Rating:** 4.0/5.0 stars

_— Verified User in Non-Profit Organization Management_

[Read full review](https://www.g2.com/survey_responses/nvivo-review-13338296)

**["NVivo: Powerful, Intuitive Qualitative Analysis That Saves Serious Time"](https://www.g2.com/survey_responses/nvivo-review-13325721)**

**Rating:** 4.0/5.0 stars

_— James R._

[Read full review](https://www.g2.com/survey_responses/nvivo-review-13325721)

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

- [What is NVivo used for?](https://www.g2.com/discussions/what-is-nvivo-used-for) - 1 comment
- [What is the cost of NVivo?](https://www.g2.com/discussions/what-is-the-cost-of-nvivo)
- [How does NVivo analyze data?](https://www.g2.com/discussions/how-does-nvivo-analyze-data)
- [Is NVivo software free?](https://www.g2.com/discussions/is-nvivo-software-free)
- [What is NVivo software used for?](https://www.g2.com/discussions/what-is-nvivo-software-used-for) - 1 comment

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