# Top Grátis Software de Análise de Texto

## How Many Software de Análise de Texto Products Does G2 Track?

**Total Products under this Category:** 191

### Category Stats (Aug 2026)

- **Average Rating:** 4.51/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** IBM Watson Natural Language Understanding (+0.26%) - Among all products in this category, IBM Watson Natural Language Understanding recorded the largest rating increase compared to last month

_Last updated: August 01, 2026_

## How Does G2 Rank Software de Análise de Texto Products?

**Por que você pode confiar nos rankings de software do G2:**

- 30 Analistas e Especialistas em Dados
- 5,300+ Avaliações Autênticas
- 191+ Produtos
- Rankings Imparciais

Os rankings de software da G2 são baseados em avaliações de usuários verificadas, moderação rigorosa e uma metodologia de pesquisa consistente mantida por uma equipe de analistas e especialistas em dados. Cada produto é medido usando os mesmos critérios transparentes, sem colocação paga ou influência de fornecedores. Embora as avaliações reflitam experiências reais dos usuários, que podem ser subjetivas, elas oferecem insights valiosos sobre como o software funciona nas mãos de profissionais. Juntos, esses dados alimentam o G2 Score, uma maneira padronizada de comparar ferramentas dentro de cada categoria.

## G2 Grid® for Software de Análise de Texto
 ![G2 Grid® for Software de Análise de Texto plotting products by satisfaction and market presence](https://www.g2.com/pt/categories/text-analysis/grids.png?focus%5B%5D=1327283&focus%5B%5D=52116&focus%5B%5D=21472&focus%5B%5D=19895&focus%5B%5D=156788&focus%5B%5D=170171&focus%5B%5D=168405&focus%5B%5D=104578)

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

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

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### [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: 8.1/10)
- **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% Large, 33% Small

#### What Do G2 Reviewers Say About SAS Viya?

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of SAS Viya, which simplifies data visualization and enhances decision-making efficiency.
- Users value the **sophisticated analytical capabilities** of SAS Viya, enabling easy deployment and real-time decision-making.
- Users appreciate the **advanced analytical methods** offered by SAS Viya, enhancing decision-making and logistical data analysis capabilities.
- Users value the **end-to-end data lifecycle tooling** of SAS Viya, enhancing business insight and strategic decision-making.
- Users love the **intuitive interface** of SAS Viya, making data analysis and model deployment effortless for all skill levels.

##### Cons

- Users find SAS Viya to have a **learning difficulty** , making it challenging for non-technical individuals to navigate effectively.
- Users find the **learning curve steep** , making it challenging for non-technical users to navigate SAS Viya effectively.
- Users find the **visualization complexity** in SAS Viya challenging, particularly for non-technical users and beginners.
- Users struggle with the **difficult learning curve** of SAS Viya, particularly for new and non-technical users.
- Users find the **expensive pricing** of SAS Viya to be a significant barrier to entry for potential adoption.

#### What Are Recent G2 Reviews of SAS Viya?

**["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)

**["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)

#### 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

### [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:** 100

#### 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: 8.1/10)
- **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:** Computer Software, Information Technology and Services
- **Company Size:** 55% Small, 23% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **database upload capability** of Google Cloud Natural Language API, enhancing decision-making in healthcare services.
- Users value the **efficient data handling** of Google Cloud Natural Language API, enhancing decision-making in healthcare services.
- Users love the **database upload support** of Google Cloud Natural Language API, enhancing decision-making in various applications.

##### Cons

- Users find the **interface not user-friendly** , making it difficult to understand and effectively utilize the API.

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

**["A Solid Choice for Text Analysis and Sentiment Detection"](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13174091)**

**Rating:** 4.5/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13174091)

**["Fast, Accurate Text Insights with Google Cloud Natural Language API"](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13188869)**

**Rating:** 4.5/5.0 stars

_— Anjaly T._

[Read full review](https://www.g2.com/survey_responses/google-cloud-natural-language-api-review-13188869)

### [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: 8.1/10)
- **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 highlight the **exceptional accuracy** of Kimola's thematic and sentiment analysis, surpassing other tools significantly.
- Users highlight the **ease of use** of Kimola, enjoying effortless setup and intuitive interface for analysis.
- Users find Kimola to be a **time-saving tool** , enabling efficient analysis of thousands of reviews in just hours.
- Users commend Kimola's **responsive customer support** , consistently providing helpful assistance when needed for seamless use.
- Users appreciate the **ease of understanding customer feedback** with Kimola's accurate insights and intuitive interface.

##### Cons

- Users find Kimola **lacking features** such as email reports and surveys, with hopes for future improvements.
- Users find the **poor interface design** frustrating, complicating the process of purchasing credits and onboarding.
- Users find the **complex setup** of Kimola challenging, especially for those unfamiliar with the onboarding process.
- Users find it frustrating that **email functionality issues** are not currently addressed in Kimola, affecting usability.
- Users find the **export limitations** frustrating, wishing for more insightful summaries and better presentation options.

#### 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)

### [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: 8.1/10)
- **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 value the **ease of use** of Dovetail, enjoying its centralized location and intuitive features for research synthesis.
- Users love Dovetail for its **centralized research organization** and impressive AI features that enhance data interaction.
- Users value the **intuitive interface and powerful features** of Dovetail, enhancing research efficiency and team collaboration.
- Users value the **efficient data reuse** of Dovetail, allowing quicker insights and reducing the need for repeated studies.
- Users value the **data re-use capabilities** of Dovetail, significantly enhancing research efficiency and insights.

##### Cons

- Users find Dovetail's **missing features** frustrating, particularly in AI tools, tagging, workflows, and reporting options.
- Users experience a **lack of guidance** with Dovetail, struggling to navigate setup and optimize usage effectively.
- Users find the **complex tagging system** and AI features in Dovetail challenging, complicating their overall experience and effectiveness.
- Users find the **complexity** of Dovetail challenging, highlighting a steep learning curve and cumbersome tagging methods.
- Users find the **steep learning curve** of Dovetail frustrating, hindering effective long-term project management and insights sharing.

#### 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)

**["Dovetail helped us find our way to product market fit"](https://www.g2.com/survey_responses/dovetail-review-10368938)**

**Rating:** 4.5/5.0 stars

_— Emilio P._

[Read full review](https://www.g2.com/survey_responses/dovetail-review-10368938)

### [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 **ease of synthesizing customer feedback** with Unwrap's AI, enhancing insights and prioritization significantly.
- Users find Unwrap.ai to be incredibly **easy to use** , with an intuitive design that ensures quick mastery of the platform.
- Users find Unwrap.ai's **helpful and responsive support** invaluable, enhancing their workflow and addressing customer needs efficiently.
- Users value the **time-saving insights** from Unwrap.ai, enabling quick identification of customer issues and trends.
- Users commend Unwrap.ai for its **commitment to continuous improvement** and attentive customer support driving valuable features.

##### Cons

- Users find the **interface not intuitive** , making it challenging to organize and manage feedback efficiently.
- Users find **limited tools** hinder their ability to efficiently visualize and manage feedback customization in Unwrap.ai.
- Users report a **poor understanding** of feedback due to limited accuracy in AI groupings and clunky manual processes.
- Users find the **search functionality lacking** , requiring constant manual adjustments for effective data retrieval and analysis.
- Users note the **limited visualization tools** in Unwrap.ai, though the AI's trend detection is highly valued.

#### What Are Recent G2 Reviews of Unwrap.ai?

**["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)

**["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)

### [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: 8.1/10)
- **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 highly **easy to use** , enhancing productivity during meetings and streamlining transcription processes.
- Users appreciate the **time-saving** benefits of Speak AI, enabling efficient reports and accurate meeting summaries.
- Users appreciate the **high accuracy and insightful analysis** of Speak for enhancing transcription and conversation management.
- Users highlight the **impressive accuracy** of Speak AI, enhancing efficiency and transforming transcription and reporting tasks.
- Users highlight the **high transcription accuracy** of Speak.ai, which significantly enhances efficiency and user experience.

##### Cons

- Users express frustration over the **cost** and find the short trial period limiting for training students.
- Users face **subscription issues** including sign-in difficulties, payment concerns, and a short trial period for training.
- Users find occasional **accuracy issues** with Speak, requiring some effort to ensure their notes are correct.
- Users face **joining issues** such as sign-in difficulties, payment problems, and a short trial period for training.
- Users note **translation problems** in French, causing confusion with field titles like meeting notifications.

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

**["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)

**["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)

### [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

#### 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: 8.1/10)
- **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)
- **Company Website:** www.docupanda.io
- **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 value the **ease of use** of DocuPipe, facilitating quick data transcription without the need for design changes.
- Users commend the **accuracy of DocuPipe's transcription** , especially for converting handwritten forms into structured data reliably.
- Users rave about DocuPipe's **outstanding customer support** , providing quick, effective assistance whenever needed.
- Users commend DocuPipe for its **accurate data extraction** from various forms, enhancing efficiency and reliability in processing.
- Users find DocuPipe's **initial setup easy** , simplifying integration and enhancing overall user experience and efficiency.

##### Cons

- Users note that the **poor interface design** of DocuPipe can hinder clarity and efficiency during document processing.
- Users suggest that the **poor UI design** of DocuPipe hampers clarity and could benefit from improvements.
- Users find DocuPipe to be **expensive** , especially with complex pricing and additional costs for schema errors.
- Users feel that the **user interface needs improvement** , causing confusion in navigation despite recent enhancements.
- Users face a **difficult learning curve** with DocuPipe, requiring time and credits to navigate effectively.

#### 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)

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

Aproveitado por marcas e acadêmicos, o ATLAS.ti permite que qualquer pessoa analise dados e descubra insights valiosos – não importa em qual setor você trabalhe. De tarefas básicas de análise aos projetos de pesquisa mais aprofundados: Com o ATLAS.ti, você pode facilmente desbloquear descobertas acionáveis a partir de seus dados qualitativos e de métodos mistos com ferramentas de pesquisa intuitivas e tecnologia de ponta: • Tenha acesso a aplicativos nativos para Mac e Win, além da nossa versão Web • Todas as funcionalidades e ferramentas incluídas em um pacote de software completo • Economize tempo e encontre insights automaticamente, impulsionado por IA • Experimente troca de projetos sem interrupções entre versões • Aproveite a colaboração em tempo real para equipes • Compartilhe licenças multiusuário com quantas pessoas quiser • Beneficie-se do nosso suporte ao vivo gratuito e treinamento especializado Saiba mais aqui: www.atlasti.com

**Average Rating:** 4.7/5.0

**Total Reviews:** 58

#### How Do G2 Users Rate ATLAS.ti?

- **the product tem sido um bom parceiro comercial?:** 9.0/10 (Category avg: 9.0/10)
- **Extensão personalizada:** 7.9/10 (Category avg: 8.1/10)
- **Composicionalidade:** 8.3/10 (Category avg: 8.3/10)
- **Parametrização pré-construída:** 7.9/10 (Category avg: 8.3/10)

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

- **Vendedor:** [ATLAS.ti Scientific Software Development GmbH](https://www.g2.com/pt/sellers/atlas-ti-scientific-software-development-gmbh)
- **Ano de Fundação:** 1993
- **Localização da Sede:** Berlin
- **Twitter:** @ATLASti  
4,192 seguidores no Twitter
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/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 funcionários no LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Educação Superior, Pesquisa
- **Company Size:** 38% Small, 33% Medium

#### What Do G2 Reviewers Say About ATLAS.ti?

_AI-generated summary from verified user reviews_

##### Pros

- Os usuários acham a **facilidade de uso** do ATLAS.ti excepcional, melhorando sua capacidade de analisar dados qualitativos sem esforço.
- Os usuários valorizam as **capacidades eficazes de categorização** do ATLAS.ti, aprimorando a análise de dados qualitativos para fins de pesquisa.
- Os usuários acham o ATLAS.ti altamente **eficiente** , economizando significativamente tempo enquanto aprimoram a análise de dados qualitativos.
- Os usuários acham o Atlas.ti **intuitivo** , navegando facilmente em sua interface graças a recursos úteis e suporte.
- Os usuários adoram as **capacidades de economia de tempo** do ATLAS.ti, agilizando os processos de codificação e análise de forma eficaz.

##### Cons

- Os usuários relatam experimentar problemas de **imprecisão de dados** , mas encontram consolo no suporte responsivo da equipe.
- Os usuários experimentam **erros do sistema com grandes conjuntos de dados** , mas apreciam a equipe de suporte prestativa para assistência.
- Os usuários solicitam mais **suporte de idioma e tutoriais** , particularmente em espanhol, para melhorar sua experiência com o ATLAS.ti.

#### What Are Recent G2 Reviews of ATLAS.ti?

**["Codificação Flexível Que Se Adapta ao Seu Fluxo de Trabalho"](https://www.g2.com/pt/survey_responses/atlas-ti-review-12744241)**

**Rating:** 5.0/5.0 stars

_— Usuário Verificado em Varejo_

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

**["Para um iniciante como eu ...."](https://www.g2.com/pt/survey_responses/atlas-ti-review-10228427)**

**Rating:** 5.0/5.0 stars

_— zhengping l._

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

### [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: 8.1/10)
- **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 incredibly **easy to use** , enabling anyone to access and interpret customer insights effortlessly.
- Users commend the **exceptional customer support** from Thematic, highlighting their helpfulness and accessibility for problem-solving.
- Users find Thematic to be **effective at summarizing data and uncovering themes** , enhancing understanding and driving improvements.
- Users commend the **quick insights generation** from Thematic, enabling timely and relevant data analysis with ease.
- Users appreciate the **easy-to-use interface** of Thematic, which simplifies theme management and data accessibility.

##### Cons

- Users find the **complex setup** process time-consuming, making it challenging to integrate multiple data sources efficiently.
- Users find the **difficult setup** time-consuming, particularly when integrating multiple data sources and theming.
- Users find **filtering issues** tedious, needing to reset filters with each change in the data set.
- Users find the **scoring mechanisms difficult to understand** , complicating the assessment of impact and influence on actions.
- Users find **insufficient information** about Thematic's scoring mechanisms, making it hard to understand their impact accurately.

#### 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)

### [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:** 494

#### 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: 8.1/10)
- **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, Data Scientist
- **Top Industries:** Higher Education, Education Management
- **Company Size:** 42% Small, 30% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Altair AI Studio, benefiting from its intuitive drag-and-drop interface.
- Users value the **ease of using machine learning without coding** , making it accessible and beneficial for education and organizations.
- Users value the **seamless AI integration** of Altair AI Studio, enhancing decision making and efficiency in data analysis.
- Users value the **advanced machine learning and analytics** in Altair AI Studio, enhancing decision-making and efficiency.
- Users value the **automation features** of Altair AI Studio, streamlining processes and enhancing data analysis efficiency.

##### Cons

- Users find the **complexity** of Altair AI Studio challenging, especially with integration and performance issues.
- Users often face **slow performance with large datasets** , which can impact their overall experience with Altair AI Studio.
- Users report experiencing **slow performance** with Altair AI Studio, especially when working with large or complex datasets.
- Users find the **complexity issues** of Altair AI Studio frustrating, especially due to limited support in Japanese.
- Users find the **complex usage** of Altair AI Studio challenging due to steep learning curves and limited documentation.

#### What Are Recent G2 Reviews of Altair AI Studio?

**["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)

**["Essential Tool for Streamlined Sensor Analysis"](https://www.g2.com/survey_responses/altair-ai-studio-review-12568188)**

**Rating:** 5.0/5.0 stars

_— Ayçe M._

[Read full review](https://www.g2.com/survey_responses/altair-ai-studio-review-12568188)

#### 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: 8.1/10)
- **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, which simplifies data analysis and enhances insights effortlessly.
- Users appreciate the **ease of use** of Kapiche, enjoying quick insights and effortless data analysis through a customizable dashboard.
- Users value the **deep insights generation** from Kapiche, enabling efficient analysis of customer feedback without manual effort.
- Users appreciate the **automation features** of Kapiche, making data analysis faster and more efficient for deeper insights.
- Users value the **effective categorization** of data in Kapiche, simplifying the analysis of customer feedback and insights.

##### Cons

- Users find the **accuracy issues** with Kapiche frustrating, often needing to use Excel for clearer visualizations.
- Users report frequent **connection issues** with Kapiche, which hinder data integration and usability.
- Users find the **overlapping data labels** in the quadrant map widget hinder readability, requiring Excel for clearer reports.
- Users face **export limitations** with Kapiche, needing to download data for clearer reports and visualizations.
- Users face **insufficient information** due to overlapping data labels in the quadrant map, forcing manual data downloads for reporting.

#### 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/pt/products/relative-insight/reviews)

A Relative Insight oferece análise de texto impulsionada por IA para ajudar marcas e agências a gerar inteligência sobre clientes, público-alvo e concorrentes a partir de palavras. A plataforma oferece uma solução eficiente e escalável para descobrir insights acionáveis a partir de respostas abertas de pesquisas, avaliações, transcrições de atendimento ao cliente e conversas online. Usando tecnologia originalmente desenvolvida em parceria com o governo britânico para manter as crianças seguras online, nossa abordagem comparativa revela o que torna grupos de audiência e marcas únicos e semelhantes entre si. Insights estão sendo usados por marcas e agências líderes para informar mensagens de marketing, desenvolvimento de produtos, estratégia de atendimento ao cliente e mais. A análise quantitativa diz o QUE está acontecendo no seu negócio, a análise de texto diz o PORQUÊ.

**Average Rating:** 4.5/5.0

**Total Reviews:** 57

#### How Do G2 Users Rate Relative Insight?

- **the product tem sido um bom parceiro comercial?:** 9.4/10 (Category avg: 9.0/10)
- **Extensão personalizada:** 7.5/10 (Category avg: 8.1/10)
- **Composicionalidade:** 6.7/10 (Category avg: 8.3/10)
- **Parametrização pré-construída:** 8.3/10 (Category avg: 8.3/10)

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

- **Vendedor:** [Relative Insight Ltd](https://www.g2.com/pt/sellers/relative-insight-ltd)
- **Ano de Fundação:** 2012
- **Localização da Sede:** London, England
- **Twitter:** @RelativeInsight  
791 seguidores no Twitter
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/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 funcionários no LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing e Publicidade, Pesquisa de Mercado
- **Company Size:** 40% Small, 30% Medium

#### What Are Recent G2 Reviews of Relative Insight?

**["Ótima ferramenta para gerar insights de linguagem, com serviço prático e brilhante."](https://www.g2.com/pt/survey_responses/relative-insight-review-8360503)**

**Rating:** 5.0/5.0 stars

_— Maria Victoria O._

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

**["Adoro usar o Relative Insight para qual, quant e além disso."](https://www.g2.com/pt/survey_responses/relative-insight-review-8387737)**

**Rating:** 4.5/5.0 stars

_— Jack C._

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

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

- [Para que é usado o Relative Insight?](https://www.g2.com/pt/discussions/what-is-relative-insight-used-for)

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

Stratifyd é a única plataforma de análise de experiência de próxima geração impulsionada pela Smart AI™ que capacita pessoas de todos os níveis de habilidade a ir além das análises tradicionais de experiência do cliente. Ao revelar insights que as abordagens existentes podem perder, a Stratifyd Smart AI™ tira o fardo das análises manuais das equipes, revelando proativamente sinais e temas ocultos 24/7 para garantir que você nunca perca outro insight. Hoje, muitas organizações têm toneladas de dados, mas carecem da capacidade, tempo, recursos ou orçamento para realmente expor os insights que mais importam para elas. É aqui que a Stratifyd se destaca. Com esses desafios em mente, construímos a plataforma Stratifyd que unificará dados de todas as suas diferentes fontes e, através da Smart AI™, descobrirá automaticamente os insights acionáveis que você não sabia que estava perdendo para: - Atingir KPIs críticos para a missão - Aumentar a receita - Impulsionar a lealdade - Reduzir custos - Melhorar a eficiência

**Average Rating:** 4.3/5.0

**Total Reviews:** 18

#### How Do G2 Users Rate Stratifyd?

- **the product tem sido um bom parceiro comercial?:** 10.0/10 (Category avg: 9.0/10)

#### Who Is the Company Behind Stratifyd?

- **Vendedor:** [Stratifyd](https://www.g2.com/pt/sellers/stratifyd)
- **Ano de Fundação:** 2015
- **Localização da Sede:** Charlotte, US
- **Twitter:** @getStratifyd  
997 seguidores no Twitter
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/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 funcionários no LinkedIn®

#### Who Uses This Product?

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

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

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

**Rating:** 4.5/5.0 stars

_— Craig W._

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

**["Ótima empresa e solução para ajudar a descobrir insights acionáveis dos clientes"](https://www.g2.com/pt/survey_responses/stratifyd-review-4808690)**

**Rating:** 4.5/5.0 stars

_— Usuário Verificado em Software de Computador_

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

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

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

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

A Acodis tem sido pioneira na automação de dados de documentos desde sua fundação em 2016. Hoje, líderes globais da indústria em Ciências da Vida usam a Acodis para acelerar seus movimentos de entrada no mercado em Qualidade e Regulamentação. Ao automatizar processos repetitivos baseados em documentos, a Acodis diminui a carga de trabalho manual, aumenta a qualidade dos dados e possibilita muitos casos de uso de automação, genAI e analíticos. Por exemplo, a Acodis pode transformar estudos clínicos e certificados de análise em dados estruturados e validados, ou automatizar a revisão de documentos de Registro de Lote. As soluções são baseadas em uma plataforma configurável que pode absorver entradas diversas (pdfs, scans, xls, etc.), transformar esses documentos em dados legíveis por máquina e tomar ações específicas (extraindo valores, verificando assinaturas, verificando etapas de processo, etc.). Impulsionada por um algoritmo de aprendizado de máquina proprietário (por exemplo, adequado para GxP), a solução é disponibilizada em instâncias dedicadas em uma configuração de nuvem segura. A Acodis pode processar qualquer tipo de documento em qualquer idioma e se integra perfeitamente aos seus sistemas. Você pode facilmente exportar seus dados da Acodis via API para alimentar e aprimorar seu sistema ERP, CRM, DMS, RIM de escolha, incluindo uma integração padrão no Veeva.

**Average Rating:** 4.8/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate Acodis?

- **the product tem sido um bom parceiro comercial?:** 9.9/10 (Category avg: 9.0/10)
- **Extensão personalizada:** 10.0/10 (Category avg: 8.1/10)

#### Who Is the Company Behind Acodis?

- **Vendedor:** [Acodis](https://www.g2.com/pt/sellers/acodis)
- **Website da Empresa:** www.acodis.io
- **Ano de Fundação:** 2016
- **Localização da Sede:** Winterthur, CH
- **Twitter:** @acodis
- **Página do LinkedIn®:** [www.linkedin.com](https://www.g2.com/pt/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 funcionários no 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

- Os usuários elogiam a Acodis por seu **suporte ao cliente responsivo** , melhorando a experiência geral com a resolução eficaz de problemas.
- Os usuários acham o Acodis **incrivelmente fácil de usar** , simplificando o mapeamento de formatos diversos de forma eficiente.
- Os usuários valorizam a **facilidade de uso e as integrações robustas** do Acodis, facilitando resultados eficientes para todos os usuários.
- Os usuários elogiam o **suporte responsivo e proativo** da Acodis, melhorando significativamente sua experiência de processamento de documentos.
- Os usuários elogiam as **capacidades eficazes de extração de dados** do Acodis, simplificando o processamento de documentos complexos e diversos.

##### Cons

- Os usuários enfrentam **problemas de OCR** com o Acodis, particularmente no manuseio de estruturas de tabelas irregulares e problemas de alocação de documentos.
- Os usuários enfrentam **problemas técnicos** com o Acodis, particularmente em desafios de alocação de documentos e processamento de saída de dados.
- Os usuários enfrentam **problemas de comunicação** com o Acodis, sugerindo a necessidade de um engajamento mais proativo dos usuários e um manuseio de documentos mais claro.
- Os usuários acham a **complexidade dos recursos** no Acodis avassaladora, tornando o uso inicial desafiador e confuso.
- Os usuários relatam problemas de **imprecisão de dados** , particularmente com a alocação de documentos e desafios na saída de dados estruturados.

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

**["Pesquisa de Documentos de Alto Desempenho com Suporte Superior"](https://www.g2.com/pt/survey_responses/acodis-review-12645844)**

**Rating:** 4.5/5.0 stars

_— Anja W._

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

**["No geral, um serviço muito profissional e agradável"](https://www.g2.com/pt/survey_responses/acodis-review-11881995)**

**Rating:** 4.5/5.0 stars

_— Usuário Verificado em Químicos_

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

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

- [Para que é usado o Acodis?](https://www.g2.com/pt/discussions/what-is-acodis-used-for)

### [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:** 134

#### How Do G2 Users Rate NVivo?

- **Has the product been a good partner in doing business?:** 7.5/10 (Category avg: 9.0/10)
- **Custom Extension:** 2.5/10 (Category avg: 8.1/10)
- **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)  
299 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Research Assistant
- **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 a **user-friendly and efficient system** that greatly enhances qualitative research workflows.
- Users find NVivo to enhance **efficiency in qualitative research** , making data organization and analysis effortless and insightful.
- Users find NVivo's **data analysis features** invaluable for organizing and visualizing complex qualitative research data effectively.
- Users appreciate the **analysis accuracy** of NVivo, significantly enhancing the depth and clarity of their research outcomes.
- Users praise the **rich analytics capabilities** of NVivo, enhancing the depth and clarity of qualitative research outcomes.

##### Cons

- Users find NVivo to be **not user-friendly** , with a confusing interface and frustrating customer service hindering productivity.
- Users experience **poor customer support** with NVivo, facing slow responses and frustrating policies that hinder timely assistance.
- Users experience **slow performance** with NVivo, causing frustration and hindering efficient access to research data.
- Users face significant **compatibility issues** between Windows and iOS, complicating collaboration and causing overall frustration.
- Users find the **interface confusing** and experience steep learning curves, complicating their research efforts with NVivo.

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

**["owerful Tool for Qualitative and Mixed-Methods Research"](https://www.g2.com/survey_responses/nvivo-review-11726982)**

**Rating:** 5.0/5.0 stars

_— Shiv S._

[Read full review](https://www.g2.com/survey_responses/nvivo-review-11726982)

**["Great for Academic Research, Thematic Analysis, and Literature Reviews"](https://www.g2.com/survey_responses/nvivo-review-12287226)**

**Rating:** 4.0/5.0 stars

_— Dimi N._

[Read full review](https://www.g2.com/survey_responses/nvivo-review-12287226)

#### 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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