# Top Free Data Science and Machine Learning Platforms - Page 3

## How Many Data Science and Machine Learning Platforms Products Does G2 Track?

**Total Products under this Category:** 1,043

### Category Stats (Aug 2026)

- **Average Rating:** 4.46/5 (↑0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** FalkorDB (+5.88%) - Among all products in this category, FalkorDB recorded the largest rating increase compared to last month

_Last updated: August 01, 2026_

## How Does G2 Rank Data Science and Machine Learning Platforms Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 14,100+ Authentic Reviews
- 1,043+ 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 Data Science and Machine Learning Platforms
 ![G2 Grid® for Data Science and Machine Learning Platforms plotting products by satisfaction and market presence](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.png?focus%5B%5D=10470&focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=67045&focus%5B%5D=10938&focus%5B%5D=162504&focus%5B%5D=1308796&focus%5B%5D=7150)

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, Snowflake, Hex, IBM watsonx.data, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-science-and-machine-learning-platforms/grids.json?focus%5B%5D=databricks&focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=google-cloud-automl&focus%5B%5D=snowflake&focus%5B%5D=hex-tech-hex&focus%5B%5D=ibm-watsonx-data&focus%5B%5D=dataiku)

**Sponsored**

### Tabs

Tabs is the AI-native revenue automation platform built for modern finance teams.Tabs pulls data directly from the signed PDF to automate workflows including billing, collections, payments, revenue recognition, and reporting all in one place. Tabs integrates with your tech stack - including CRMs like Salesforce and HubSpot, ERPs like NetSuite, Quickbooks, and Rillet, and more - to automatically sync all data across your systems, ensuring consistency with your contract as the source of truth. Hundreds of businesses - including Statsig, Cursor, and Anrok - have been able to scale and supercharge their finance teams, closing books 5x faster, reducing DSO by 50% and scaling revenue without scaling headcount.

[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=692&secure%5Bchosen_at%5D=2026-08-05T09%3A09%3A05Z&secure%5Bdisplayable_resource_id%5D=90&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=1404547&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=1404547&secure%5Bresource_id%5D=692&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-science-and-machine-learning-platforms%2Ffree%3Fcategory_id%3Ddata-science-and-machine-learning-platforms%26locale%3Dit%26page%3D3&secure%5Btoken%5D=7d812966690c5fa90d6878a609169d7bd1a109e31be039d11908a94bc0fe8e9e&secure%5Burl%5D=https%3A%2F%2Fwww.tabs.com%2Fdemo-pm-nb-billing%3Futm_source%3DG2%26utm_medium%3DDirectories%26utm_campaign%3DG2_Directories&secure%5Burl_type%5D=custom_url)

### [Seldon](https://www.g2.com/products/seldon/reviews)

Seldon gets machine learning models to production faster, in the most reliable way. Front-end deployment of models, explainers and canaries means users can deploy ML models and testing can be done in live environments. Metrics and dashboards can monitor models to improve performance and rapidly communicate errors for easy debugging. Model explainers mean you can understand and adjust what features are influencing the model and anomaly detection can flag drifts in data.

**Average Rating:** 4.3/5.0

**Total Reviews:** 11

#### How Do G2 Users Rate Seldon?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 6.7/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Seldon?

- **Seller:** [Seldon](https://www.g2.com/sellers/seldon)
- **Year Founded:** 2014
- **HQ Location:** London, GB
- **Twitter:** @seldon\_io  
2,250 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=67bdaca64dedd7b54e4bcc4ca6774af3ef2eff93e87bcea6c8ff63b9097cd372&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fseldon%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
91 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 45% Large, 36% Small

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

**["Model deployment with Seldon"](https://www.g2.com/survey_responses/seldon-review-7284504)**

**Rating:** 4.5/5.0 stars

_— Verified User in Defense & Space_

[Read full review](https://www.g2.com/survey_responses/seldon-review-7284504)

**["opting Seldon is good?"](https://www.g2.com/survey_responses/seldon-review-6967331)**

**Rating:** 4.0/5.0 stars

_— Baratam V._

[Read full review](https://www.g2.com/survey_responses/seldon-review-6967331)

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

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

### [Labellerr](https://www.g2.com/products/labellerr/reviews)

Labellerr is a computer vision workflow automation platform. It helps ML teams to manage their AI development lifecycle much more efficiently. It helps teams to collaboratively work on data labeling tasks and have modules to manage multiple projects, users, and millions of unstructured data. Teams can perform- 1. Automated data curation 2. EDA (Exploratory Data Analysis) 3. Automated data labeling 4. Quality control with assurance 5. Automated QC 6. Model debugging Data types that it supports are images, videos, text, audio, and PDFs. Use cases it supports are object detection, segmentation, classification, image captioning, transcription, and translation. The active learning feature has helped users save 1000s USD per task. Labellerr recently launched LabelGPT which labels images using a prompt. It leverages the combination of generative AI models to label data in minutes rather than months.

**Average Rating:** 4.8/5.0

**Total Reviews:** 21

#### How Do G2 Users Rate Labellerr?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Labellerr?

- **Seller:** [Tensor Matics Inc.](https://www.g2.com/sellers/tensor-matics-inc)
- **Year Founded:** 2017
- **HQ Location:** Wilmington, Delaware
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=749408052147c16d8ba3abf3fc8cb33848c43636f6a5480940487b19ee6bc953&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftensormatics%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services
- **Company Size:** 57% Small, 38% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **annotation efficiency** of Labellerr, valuing the high quality and smooth collaboration it offers.
- Users value the **excellent collaboration** features of Labellerr, enhancing teamwork and annotation quality.
- Users appreciate the **responsive customer support** of Labellerr, noting their team's constant availability and assistance.
- Users highlight the **high annotation quality** of Labellerr, enabling effective collaboration and accurate data collection.
- Users commend the **high efficiency** of Labellerr, noting exceptional collaboration and top-notch annotation quality.

##### Cons

- Users find the **difficult setup** of Labellerr time-consuming, impacting the ease of collaboration initially.

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

**["LabellErr annotation partnership for waste image computer vision"](https://www.g2.com/survey_responses/labellerr-review-10840868)**

**Rating:** 5.0/5.0 stars

_— Laurent M._

[Read full review](https://www.g2.com/survey_responses/labellerr-review-10840868)

**["Incredible solution and support team"](https://www.g2.com/survey_responses/labellerr-review-9089700)**

**Rating:** 5.0/5.0 stars

_— Aswin M._

[Read full review](https://www.g2.com/survey_responses/labellerr-review-9089700)

### [Neural Designer](https://www.g2.com/products/neural-designer/reviews)

Neural Designer is a powerful software tool for developing and deploying machine learning models. It provides a user-friendly interface that allows users to build, train, and evaluate neural networks without requiring extensive programming knowledge. With a wide range of features and algorithms, Neural Designer simplifies the entire machine learning workflow, from data preprocessing to model optimization. In addition, it supports various data types, including numerical, categorical, and text, making it versatile for domains. Additionally, Neural Designer offers automatic model selection and hyperparameter optimization, enabling users to find the best model for their data with minimal effort. Finally, its intuitive visualizations and comprehensive reports facilitate interpreting and understanding the model's performance. Whether you are a beginner or an experienced data scientist, Neural Designer accelerates the development of accurate and efficient machine learning models.

**Average Rating:** 4.4/5.0

**Total Reviews:** 6

#### How Do G2 Users Rate Neural Designer?

- **Application:** 8.7/10 (Category avg: 8.5/10)
- **Managed Service:** 7.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 5.7/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Neural Designer?

- **Seller:** [Artelnics](https://www.g2.com/sellers/artelnics)
- **Year Founded:** 2014
- **HQ Location:** Villamayor, ES
- **Twitter:** @artelnics  
803 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=6f9a1df50bdb4b644430e47a3a0d9c163ccfd9813d9834acaa6b1daeeb740cfb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fartelnics%2F&secure%5Burl_type%5D=linkedin_company_website)  
7 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Medium

#### What Are Recent G2 Reviews of Neural Designer?

**["Best tool to visualize Neural Networks"](https://www.g2.com/survey_responses/neural-designer-review-8869518)**

**Rating:** 5.0/5.0 stars

_— Manav S._

[Read full review](https://www.g2.com/survey_responses/neural-designer-review-8869518)

**[""Neural Designers" - Ergonomic way to create a model using Machine learning."](https://www.g2.com/survey_responses/neural-designer-review-9562315)**

**Rating:** 4.5/5.0 stars

_— AshwinKumar N._

[Read full review](https://www.g2.com/survey_responses/neural-designer-review-9562315)

#### What Are G2 Users Discussing About Neural Designer?

- [What is Neural Designer used for?](https://www.g2.com/discussions/neural-designer-what-is-neural-designer-used-for)
- [What is Neural Designer used for?](https://www.g2.com/discussions/what-is-neural-designer-used-for)

### [Loxo](https://www.g2.com/products/loxo/reviews)

Loxo is the #1 Talent Intelligence Platform and global leader in recruiting software. The old-school, legacy ATS will not exist in 5 years. Loxo is the way of the future, managing the full recruitment life cycle through a single system-of-record software platform. It replaces your clunky legacy ATS and brings infinitely more to the table in the process. Because it shouldn't take 10+ tools to make one hire. Loxo's Talent Intelligence Platform includes: - A best-in-class ATS. - An AI-driven Recruiting CRM: Your recruitment database, which contains a combination of your data and Loxo's automatically-updating data to ensure you've always got the most accurate candidate information. - A multi-channel outreach tool with AI-powered campaign-building capabilities, so you never miss a follow-up. - A people and company search engine filled with over 1.2 billion people & millions of organizations. - Verified contact information like personal emails and cell phone numbers. - Instant AI sourcing, ranking, and matching thanks to Loxo's AI assistant, Copilot. Not to mention... Loxo is also the only recruitment software to feature a Sales CRM specifically designed for recruiters. You can conduct business development activities in the same place you do the rest of your workflow. The real win here? Each of these market-leading products are designed to work seamlessly together, making every step of your job more efficient and reducing room for error. More than 13,200 executive search, RPO, professional recruitment, and staffing teams across the globe have become hiring machines with Loxo. But what does that mean, exactly? - A 74% decrease in cost across the entire talent lifecycle, including costs to source and hire. - An 85% reduction in time-to-hire thanks to sourcing and workflow automation. - 98% customer satisfaction. But don't take our word for it. Check out our reviews to see how much our customers love working with Loxo.

**Average Rating:** 4.6/5.0

**Total Reviews:** 164

#### How Do G2 Users Rate Loxo?

- **Application:** 6.7/10 (Category avg: 8.5/10)
- **Managed Service:** 6.7/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 6.7/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.9/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Loxo?

- **Seller:** [Loxo](https://www.g2.com/sellers/loxo)
- **Year Founded:** 2012
- **HQ Location:** Austin, Texas
- **Twitter:** @loxo  
71 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3d3e164dd3f11683101b24b23a6eeed50a36549be2c294e2fb24c47dea4fef06&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Floxo%2F&secure%5Burl_type%5D=linkedin_company_website)  
154 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Founder, Managing Director
- **Top Industries:** Staffing and Recruiting, Information Technology and Services
- **Company Size:** 95% Small, 6% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use** of Loxo, finding it intuitive and effective for recruiting tasks.
- Users love the **clean and intuitive interface** of Loxo, making navigating and finding information effortless.
- Users love Loxo for its **time-saving features** , enabling efficient candidate sourcing and streamlined email campaigns.
- Users appreciate the **user-friendly design and innovative features** of Loxo, making recruitment efficient and enjoyable.
- Users find Loxo to be highly **intuitive** , making candidate sourcing and data migration a breeze.

##### Cons

- Users express frustration over **limited customization** options in Loxo, finding it inadequate for differentiating Contacts and Candidates.
- Users express concern over the **lack of distinction between Contacts and Candidates** , hindering their management experience.
- Users find the **initial learning curve and setup time** challenging, impacting their overall experience with Loxo.
- Users report **email functionality issues** with Loxo, hindering effective communication and candidate outreach.
- Users find Loxo **expensive** and ineffective, facing issues with functionality that exacerbates wasted investment.

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

**["Loxo Transforms Our Recruitment Process"](https://www.g2.com/survey_responses/loxo-review-12800941)**

**Rating:** 5.0/5.0 stars

_— Joseline C._

[Read full review](https://www.g2.com/survey_responses/loxo-review-12800941)

**["Streamlined Recruitment with Intuitive UI"](https://www.g2.com/survey_responses/loxo-review-11764111)**

**Rating:** 4.5/5.0 stars

_— Albert (Aamir) P._

[Read full review](https://www.g2.com/survey_responses/loxo-review-11764111)

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

- [What is your experience with Loxo for recruitment, and how has it impacted your hiring process?](https://www.g2.com/discussions/what-is-your-experience-with-loxo-for-recruitment-and-how-has-it-impacted-your-hiring-process)
- [What is Loxo Talent Intelligence Platform used for?](https://www.g2.com/discussions/what-is-loxo-talent-intelligence-platform-used-for)
- [What is the best recruiting tool?](https://www.g2.com/discussions/what-is-the-best-recruiting-tool)
- [What are the features of recruitment?](https://www.g2.com/discussions/loxo-talent-intelligence-platform-what-are-the-features-of-recruitment)
- [What is LOXO?](https://www.g2.com/discussions/what-is-loxo)

### [Pyramid](https://www.g2.com/products/pyramid-analytics-pyramid/reviews)

Pyramid is a tier one, enterprise-grade Analytics Operating System that scales from single-user self-service analytics to thousand-user centralized deployments—covering simple-but-effective data visualizations to advanced machine learning capabilities. The agnostic Analytics OS features a universal client for any device and OS. It can be installed on most platforms—both on-premises or in the cloud—and it can operate against and with most popular data stacks. Pyramid allows users and organizations to balance self-service productivity and governance. It is an adaptive analytic platform that provides different capabilities and experiences based on user needs and skills, all while managing content as a shared resource. It is designed to support your organization’s entire decision workflow, and give everyone the tools to conduct self-service analytics. Importantly, the Analytics OS solves the “last mile problem,” closing the gap between your organization’s stated analytics strategy and actual analytics implementation. Pyramid features six distinct analytics modules (Model, Formulate, Discover, Illustrate, Present, and Publish)—plus an Administrative Console and Content Management System—to deliver a truly universal analytics experience across the entire analytics workflow.

**Average Rating:** 4.1/5.0

**Total Reviews:** 15

#### How Do G2 Users Rate Pyramid?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Pyramid?

- **Seller:** [Pyramid Analytics](https://www.g2.com/sellers/pyramid-analytics)
- **Year Founded:** 2008
- **HQ Location:** Amsterdam
- **Twitter:** @PyramidAnalytic  
10,219 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=36f592999b01653e45af7b6d382eb7a6073446f2e04d32dfa99c54edd2315a4f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1919217%2F&secure%5Burl_type%5D=linkedin_company_website)  
107 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 47% Large, 35% Small

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

**["Pyramid is flexible and ready to accommodate any changes with clients requirements."](https://www.g2.com/survey_responses/pyramid-review-5086738)**

**Rating:** 4.5/5.0 stars

_— Verified User in Medical Devices_

[Read full review](https://www.g2.com/survey_responses/pyramid-review-5086738)

**["Pyramid has a lot to offer and many quick tools for presentation"](https://www.g2.com/survey_responses/pyramid-review-3879861)**

**Rating:** 5.0/5.0 stars

_— Paul H._

[Read full review](https://www.g2.com/survey_responses/pyramid-review-3879861)

### [Datagran](https://www.g2.com/products/datagran/reviews)

Analyze data, build data models, and automate workflows with the power of AI, all without spending a second on setup.

**Average Rating:** 4.6/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate Datagran?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 6.7/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Datagran?

- **Seller:** [Datagran](https://www.g2.com/sellers/datagran-694737c8-6f6b-4683-a1e6-2056a8ea2be5)
- **Year Founded:** 2017
- **HQ Location:** San Francisco, US
- **Twitter:** @DataGran  
2,944 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=944f69cf5a1c7993af9b58ca40c64499f98e7f91f210e4a766525a68cf05472f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdatagran%2F&secure%5Burl_type%5D=linkedin_company_website)  
12 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 75% Small, 25% Medium

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

**["DataGram the cloud Analyser"](https://www.g2.com/survey_responses/datagran-review-7917921)**

**Rating:** 4.5/5.0 stars

_— Verified User in Food & Beverages_

[Read full review](https://www.g2.com/survey_responses/datagran-review-7917921)

**["Workflow automation"](https://www.g2.com/survey_responses/datagran-review-7921234)**

**Rating:** 4.0/5.0 stars

_— Nishan A._

[Read full review](https://www.g2.com/survey_responses/datagran-review-7921234)

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

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

### [H2O Driverless AI](https://www.g2.com/products/h2o-driverless-ai/reviews)

H2O Driverless AI employs the techniques of expert data scientists in an easy to use application that helps scale your data science efforts. Driverless AI empowers data scientists to work on projects faster using automation and state-of-the-art computing power from GPUs to accomplish tasks in minutes that used to take months. With Driverless AI, everyone including expert and junior data scientists, domain scientists, and data engineers can develop trusted machine learning models. This next-generation automatic machine learning platform delivers unique and advanced functionality for data visualization, feature engineering, model interpretability and low-latency deployment.

**Average Rating:** 4.3/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate H2O Driverless AI?

- **Application:** 6.7/10 (Category avg: 8.5/10)
- **Managed Service:** 6.7/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)

#### Who Is the Company Behind H2O Driverless AI?

- **Seller:** [H2O.ai](https://www.g2.com/sellers/h2o-ai)
- **Year Founded:** 2012
- **HQ Location:** Mountain View, CA
- **Twitter:** @h2oai  
25,222 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d72fb266ff2f8efb8990d0c7b8b943f3c10fcf2a5cd1ebcfe2cd78771100200f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2820918%2F&secure%5Burl_type%5D=linkedin_company_website)  
345 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 25% Medium

#### What Do G2 Reviewers Say About H2O Driverless AI?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of H2O Driverless AI, achieving great results with minimal effort.
- Users appreciate the **easy-to-use, low-code programming** of H2O Driverless AI, enhancing their experience in Data Science.
- Users value the **easy-to-use AutoML platform** of H2O Driverless AI, making data science accessible with low-code programming.
- Users highlight the **ease of use and effective problem-solving** capabilities of H2O Driverless AI for consistent results.

##### Cons

- Users find the lack of **data preparation tools** in H2O Driverless AI limiting for end-user functionality.
- Users feel that Driverless AI lacks **data preparation tools** , limiting its effectiveness for end-users and data engineering.
- Users find the **user interface lacking** and note missing ETL functionalities in H2O Driverless AI.

#### What Are Recent G2 Reviews of H2O Driverless AI?

**["Excellent tool for fast model production"](https://www.g2.com/survey_responses/h2o-driverless-ai-review-10983629)**

**Rating:** 5.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/h2o-driverless-ai-review-10983629)

**["H2O Driverless AI Review"](https://www.g2.com/survey_responses/h2o-driverless-ai-review-4358250)**

**Rating:** 4.5/5.0 stars

_— Nguyen D._

[Read full review](https://www.g2.com/survey_responses/h2o-driverless-ai-review-4358250)

#### What Are G2 Users Discussing About H2O Driverless AI?

- [Is H2O driverless AI free?](https://www.g2.com/discussions/is-h2o-driverless-ai-free) - 1 comment
- [What is H20 driverless AI?](https://www.g2.com/discussions/what-is-h20-driverless-ai) - 1 comment
- [What is H2O AI used for?](https://www.g2.com/discussions/what-is-h2o-ai-used-for) - 1 comment

### [JADBio AutoML](https://www.g2.com/products/jadbio-automl/reviews)

JADBio makes it easy and affordable for health-data analysts and life-science professionals to use data science to discover knowledge while reducing time and effort by combining a robust end-to-end machine learning platform with a wealth of capabilities, ranging from smart feature selection to the reuse of predictive models. JADBio’s healthcare purpose-built platform provides leading-edge AI tools and automation capabilities, enabling life-science professionals to build and deploy accurate and explainable predictive models with speed and ease, even if they have no data science expertise. The platform supports preprocessing and imputation of missing values; it selects the features and modeling, tunes for hyper-parameters, and effectively tests thousands of algorithmic configurations to identify the best ones to produce the final ML model. The platform estimates its predictive performance and produces a wealth of visualizations and reports. Customers have the ability to select multiple selected feature subsets that lead to equally predictive models, build their own advanced custom models using JADBio’s extensive content library, or take off the shelf models and customize them as their own. All produced models can be downloaded in executable form, applied to an external validation set, or run manually by feeding-in the observed value of the selected features. JADBio’s library contains thousands of algorithms and pre-built models that can predict common healthcare issues, but also novel features like causal discovery or survival prediction and other time-to-event outcomes. The pre-built elements and AutoML capabilities of JADBio provide a low-code option for health-data scientists, bioinformaticians, and organizations without internal data science expertise to analyze their health data easily and affordably. Meanwhile, the JADBio REST API allows for advanced users to leverage JADBio’s capabilities in their own applications or to automate their workflows and processes. By providing an end-to-end platform purpose-built for life-scientists, backed by research and development in Europe’s largest research centers, we allow customers to utilize their ever-growing biomedical data and put them into production within minutes.

**Average Rating:** 5.0/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate JADBio AutoML?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 7.5/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind JADBio AutoML?

- **Seller:** [GnosisDA](https://www.g2.com/sellers/gnosisda)
- **Year Founded:** 2013
- **HQ Location:** Los Angeles, US
- **Twitter:** @WeAreJADBio  
335 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8510c4bfd31393ded3d2aab17045321a3a66e5f98e22d32bd8c8ec582ec1c464&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fjadbio&secure%5Burl_type%5D=linkedin_company_website)  
10 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 60% Medium, 40% Small

#### What Are Recent G2 Reviews of JADBio AutoML?

**["Experience related to JADBio AutoML"](https://www.g2.com/survey_responses/jadbio-automl-review-8559568)**

**Rating:** 5.0/5.0 stars

_— Md Junaid H._

[Read full review](https://www.g2.com/survey_responses/jadbio-automl-review-8559568)

**["Effective and Budget Friendly"](https://www.g2.com/survey_responses/jadbio-automl-review-8542042)**

**Rating:** 5.0/5.0 stars

_— Ramesh P._

[Read full review](https://www.g2.com/survey_responses/jadbio-automl-review-8542042)

#### What Are G2 Users Discussing About JADBio AutoML?

- [What is JADBio AutoML used for?](https://www.g2.com/discussions/what-is-jadbio-automl-used-for)

### [Labelbox](https://www.g2.com/products/labelbox/reviews)

Labelbox is the leading data-centric AI platform for building intelligent applications. Teams looking to capitalize on the latest advances in generative AI and LLMs use the Labelbox platform to inject these systems with the right degree of human supervision and automation. Whether they are building AI products with custom or foundation models, or using AI to automate data tasks or find business insights, Labelbox enables teams to do so effectively and quickly. The platform is used by Fortune 500 enterprises such as Walmart, P&G, Genentech, and Adobe, and hundreds of leading AI teams. Labelbox is backed by leading investors including SoftBank, Andreessen Horowitz, B Capital, Gradient Ventures (Google's AI-focused fund), and Databricks Ventures.

**Average Rating:** 4.5/5.0

**Total Reviews:** 48

#### How Do G2 Users Rate Labelbox?

- **Ease of Admin:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Labelbox?

- **Seller:** [Labelbox](https://www.g2.com/sellers/labelbox)
- **Year Founded:** 2018
- **HQ Location:** San Francisco, California
- **Twitter:** @labelbox  
3,489 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=46b35e20f0b8a1bbee233e1f6d5a6d1a72e4e49ac4f1901248ae276388e42159&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flabelbox%2F&secure%5Burl_type%5D=linkedin_company_website)  
469 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 46% Small, 38% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **ease of use** of Labelbox, highlighting its simple setup and accessible features for project management.
- Users commend the **easy and fast data labeling** process of Labelbox, enhancing workflow and improving data quality effectively.
- Users enjoy the **efficient project management** capabilities of Labelbox, streamlining tasks and enhancing overall organization.
- Users value the **AI capabilities** of Labelbox for simplifying data labeling and improving model accuracy effectively.
- Users find **easy integrations** with Labelbox, enhancing their experience with a user-friendly interface and quick setup.

##### Cons

- Users express frustration with the **lack of features** , feeling limited by the inability to customize and increase task availability.
- Users experience **slow performance** with Labelbox, especially when working with large datasets and output visualizations.
- Users find Labelbox to have **difficult learning** due to its complexity and slow processing with large datasets.
- Users find Labelbox **expensive** and express concerns about the high cost, especially for small-scale users.
- Users express frustration with the **slow processing** speed of Labelbox, delaying project initiation and overall experience.

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

**["LLM Training at it’s finest!"](https://www.g2.com/survey_responses/labelbox-review-11265400)**

**Rating:** 4.5/5.0 stars

_— Staci T._

[Read full review](https://www.g2.com/survey_responses/labelbox-review-11265400)

**["Professional Interface, Simple Setup, Needs Data Update"](https://www.g2.com/survey_responses/labelbox-review-12625977)**

**Rating:** 4.0/5.0 stars

_— Ashish S._

[Read full review](https://www.g2.com/survey_responses/labelbox-review-12625977)

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

- [How do I create a labeled dataset?](https://www.g2.com/discussions/how-do-i-create-a-labeled-dataset)
- [What is label tool?](https://www.g2.com/discussions/what-is-label-tool)
- [How do I download Labelbox?](https://www.g2.com/discussions/how-do-i-download-labelbox) - 2 comments
- [Is Labelbox open source?](https://www.g2.com/discussions/is-labelbox-open-source)

### [Civis](https://www.g2.com/products/civis/reviews)

Civis Customer Science is a single solution that combines the best of well-known technology categories like CDPs, DMPs, identity graphs, etc. at unprecedented scale, with leading-edge data science for better decisioning, targeting, and personalization. Aspects of Civis Customer Science include six “families”: Civis Platform: A workbench that enables data scientists and highly technical analysts to use their favorite tools to import and export data, conduct real-time analysis, and automate and scale their workflows so they can efficiently uncover and share insights with decision makers. Identity Resolution & Data Enrichment: Unifies disparate data sets to create a single view of consumers with first-party data, Civis’s proprietary data assets and a probabilistic person-matching algorithm. Research & Social Science: Survey science and creative testing to build better understanding of opinion using the Civis survey infrastructure and weighting methodology to remove bias from surveys. Predictive Modeling: Build and activate individual-level models that predict acquisition targets, lifetime value, likelihood to churn, persuadability, outcome-based segments, and media ingestion to effectively engage each consumer. Attribution & Optimization: Measurement of advertising performance across and within channels to optimize spend. Utilize algorithmic attribution attribution methodology to understand and optimize marketing ROI with a world-class causal inference model.

**Average Rating:** 4.7/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate Civis?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 10.0/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Civis?

- **Seller:** [Civis Analytics](https://www.g2.com/sellers/civis-analytics)
- **Year Founded:** 2013
- **HQ Location:** Chicago, US
- **Twitter:** @CivisAnalytics  
8,392 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d239e4e8da32d28d7a185938a349dd2d4f49eb332b1bd69dcc4c91df83d49b1e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcivis-analytics&secure%5Burl_type%5D=linkedin_company_website)  
49 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Small, 25% Medium

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

**["Civis - A Powerful Data Science tool"](https://www.g2.com/survey_responses/civis-review-8639136)**

**Rating:** 5.0/5.0 stars

_— Nitesh R._

[Read full review](https://www.g2.com/survey_responses/civis-review-8639136)

**["Civis for redshift"](https://www.g2.com/survey_responses/civis-review-6598127)**

**Rating:** 4.0/5.0 stars

_— Zoe S._

[Read full review](https://www.g2.com/survey_responses/civis-review-6598127)

### [Limadata](https://www.g2.com/products/limadata/reviews)

Limadata is the real-time B2B data layer for AI agents and go-to-market teams. It connects sales, recruiting, and GTM workflows to fresh people, company, contact, and signal data through one unified API — built to plug directly into AI agents and agentic tools like Claude Code, Cursor, and MCP-based frameworks. Key Features and Functionality: - Find & Enrich: Search the global B2B graph by 95+ person attributes (role, seniority, location, skills) or 200+ company attributes (industry, size, tech stack, funding signals), then enrich any known email or domain into a complete profile. - People Enrichment: Get verified work emails, mobile numbers, social profiles, and employer firmographics for any individual. - Company Enrichment: Pull deep firmographic and technographic data — funding history, tech stack, headcount growth, SIC codes, and verified contact counts — for any domain. - Watch & Webhooks: Monitor people and companies for real-time changes (job moves, promotions, funding events, hiring spikes) with instant webhook delivery when something changes. - Multiple Integration Paths: Real-time REST API, push webhooks, bulk data licensing for internal data lakes or model training, and a native MCP server for agent frameworks. - Global Identity Graph: A continuously-resolved graph unifying millions of identities into a single, AI-ready data layer, indexing over a million events a day. Primary Value and Solutions Provided: Limadata solves the problem of AI agents and GTM tools running on stale, disconnected data. Rather than a data management/BI platform for internal analytics, it's an infrastructure layer that feeds live B2B intelligence directly into sales outbound, recruiting/talent sourcing, CRM enrichment, audience targeting, AI agent workflows, and investing/signal-tracking use cases. Teams use it to find the right people and companies, keep records fresh automatically, and get alerted the moment something meaningful changes — turning real-time web and B2B data into faster, better-informed action.

**Average Rating:** 5.0/5.0

**Total Reviews:** 3

#### Who Is the Company Behind Limadata?

- **Seller:** [Limadata](https://www.g2.com/sellers/limadata)
- **Year Founded:** 2024
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=df94a7fe0d41f18b902109c45c50695ca2567f83601075abcccd7700697af68c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Flimadata-com&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Small

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

**["Excellent Data Quality and Prompt, Responsive Support from Limadata"](https://www.g2.com/survey_responses/limadata-review-13190098)**

**Rating:** 5.0/5.0 stars

_— Salim D._

[Read full review](https://www.g2.com/survey_responses/limadata-review-13190098)

**["Fresh, High-Quality Data and Lightning-Fast Limadata APIs"](https://www.g2.com/survey_responses/limadata-review-13193153)**

**Rating:** 5.0/5.0 stars

_— Verified User in Marketing and Advertising_

[Read full review](https://www.g2.com/survey_responses/limadata-review-13193153)

### [PerceptiLabs](https://www.g2.com/products/perceptilabs-perceptilabs/reviews)

PerceptiLabs is a GUI for TensorFlow and a next-generation ML tool with a visual modeler that allows the flexibility of code, some automation in connecting components, all combined with the ease of a drag and drop UI which is a visual API on top of TensorFlow. This makes model building easier, faster, and accessible to a wider spectrum of users. Your benefits include: • Fast modeling – with a drag and drop UI that makes model architecture easy to build and visualize. • Transparency - to more quickly understand how your model works and performs for better explainabilty. • Flexibility - Designed as a visual API on top of TensorFlow, this gives developers the flexibility to access low-level TensorFlow API and the freedom to pull in other Python modules.

**Average Rating:** 5.0/5.0

**Total Reviews:** 3

#### How Do G2 Users Rate PerceptiLabs?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 9.2/10 (Category avg: 8.2/10)

#### Who Is the Company Behind PerceptiLabs?

- **Seller:** [PerceptiLabs](https://www.g2.com/sellers/perceptilabs)
- **Year Founded:** 2017
- **HQ Location:** San Francisco, US
- **Twitter:** @PerceptiLabs  
737 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ec5394ee401471d7f2270473734ced66b9943c045f129304ec182a41c72db590&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fperceptilabs%2F&secure%5Burl_type%5D=linkedin_company_website)  
2 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 67% Small, 33% Medium

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

**["Great Machine Learning Software Application"](https://www.g2.com/survey_responses/perceptilabs-review-5009950)**

**Rating:** 5.0/5.0 stars

_— Kyle K._

[Read full review](https://www.g2.com/survey_responses/perceptilabs-review-5009950)

**["Amazingclick and drag tool, it makes my life a lot easier to make any kind of model in minutes!"](https://www.g2.com/survey_responses/perceptilabs-review-4213234)**

**Rating:** 5.0/5.0 stars

_— Aditya V._

[Read full review](https://www.g2.com/survey_responses/perceptilabs-review-4213234)

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

- [What is PerceptiLabs used for?](https://www.g2.com/discussions/what-is-perceptilabs-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?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.0/10 (Category avg: 8.5/10)

#### 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?

**["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)

**["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)

#### 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)

### [Gurobi Optimizer](https://www.g2.com/products/gurobi-optimizer/reviews)

With the Gurobi Optimizer, you can identify provably optimal solutions to the world’s most complex problems—including linear, nonlinear, and quadratic problems—using any combination of continuous and integer variables. Our user-friendly functionalities include multiple objectives, multiple scenarios, solution pools, general constraints, infeasibility analysis, a partition heuristic, Python matrix API, and more—all backed by our 100% PhD-level expert support. Plus, Gurobi is always free for students, faculty, researchers, and even recent graduates. Founded in 2008, Gurobi has operations in the Americas, Europe, and Asia. It serves customers across 40+ industries, including organizations like SAP, Air France, and the National Football League. Discover the Gurobi difference at gurobi.com.

**Average Rating:** 4.6/5.0

**Total Reviews:** 21

#### How Do G2 Users Rate Gurobi Optimizer?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 0.0/10 (Category avg: 8.2/10)

#### Who Is the Company Behind Gurobi Optimizer?

- **Seller:** [Gurobi](https://www.g2.com/sellers/gurobi)
- **Year Founded:** 2008
- **HQ Location:** Beaverton, OR
- **Twitter:** @gurobi  
5,050 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7440ffb50a30466a4d3d2651ece43095581d2fba690ba99bd6c5b073178d32c3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F511132%2F&secure%5Burl_type%5D=linkedin_company_website)  
209 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 52% Large, 24% Medium

#### What Are Recent G2 Reviews of Gurobi Optimizer?

**["Easy to Use with Rich Model Support and Great Documentation"](https://www.g2.com/survey_responses/gurobi-optimizer-review-12708410)**

**Rating:** 4.0/5.0 stars

_— Pang L._

[Read full review](https://www.g2.com/survey_responses/gurobi-optimizer-review-12708410)

**["Optimization Excellence with Gurobi Optimizer"](https://www.g2.com/survey_responses/gurobi-optimizer-review-8464485)**

**Rating:** 4.5/5.0 stars

_— Verified User in Logistics and Supply Chain_

[Read full review](https://www.g2.com/survey_responses/gurobi-optimizer-review-8464485)

#### What Are G2 Users Discussing About Gurobi Optimizer?

- [What algorithms does Gurobi use?](https://www.g2.com/discussions/what-algorithms-does-gurobi-use)
- [Is Gurobi a software?](https://www.g2.com/discussions/is-gurobi-a-software)
- [How much does Gurobi cost?](https://www.g2.com/discussions/how-much-does-gurobi-cost)

### [Iguazio](https://www.g2.com/products/iguazio/reviews)

Iguazio’s AI software enables enterprises to develop, deploy and manage AI applications, drastically shortening the time required to create real business value with AI. Using Iguazio, organizations can develop AI models at scale and in real time, deploy them anywhere (multi-cloud, on-prem or edge), and bring to life their most ambitious AI-driven strategies. Enterprises spanning a wide range of verticals use Iguazio to solve the complexities of MLOps and create business impact through a multitude of ML and Generative AI use cases such as chatbot automation, fraud prediction, real-time recommendation engines and predictive maintenance. Iguazio was acquired by McKinsey & Company in January of 2023 and is now a part of QuantumBlack, McKinsey's AI arm. Iguazio brings data science to life.

**Average Rating:** 4.8/5.0

**Total Reviews:** 4

#### How Do G2 Users Rate Iguazio?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 7.5/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Iguazio?

- **Seller:** [Iguazio](https://www.g2.com/sellers/iguazio)
- **Year Founded:** 2014
- **HQ Location:** Herzliya, IL
- **Twitter:** @iguazio  
929 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=dd8c59e1da6ec2e1a43ca849bd0e964e4a610e673f7f71dc10f94d3efe7a2fd7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Figuazio%2F&secure%5Burl_type%5D=linkedin_company_website)  
74 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 50% Medium, 25% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **production-ready AI capabilities** of Iguazio, streamlining the ML lifecycle for efficient model deployment.
- Users appreciate the **seamless AI integration** of Iguazio, enhancing efficiency in the ML lifecycle and production readiness.
- Users appreciate the **seamless automation** of Iguazio, enabling efficient transitions from development to production in AI projects.
- Users appreciate the **customization capabilities** of Iguazio, enhancing flexibility and efficiency in managing AI workflows.
- Users appreciate the **deployment ease** of Iguazio, enabling seamless transitions from development to production effortlessly.

##### Cons

- Users find the **complexity** of Iguazio challenging for beginners, and the pricing lacks transparency.
- Users find **cost transparency lacking** in Iguazio, making it challenging for beginners to understand pricing effectively.
- Users find Iguazio **lacking features** like beginner-friendly support and clear pricing, impacting usability and transparency.
- Users find Iguazio's **lack of guidance** challenging, especially beginners struggling with its complexity.
- Users find Iguazio's **learning curve challenging** for beginners, creating hurdles in getting started effectively.

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

**["Iguazio Review: A Production-First MLOps Platform for Scalable AI Deployment"](https://www.g2.com/survey_responses/iguazio-review-11148023)**

**Rating:** 4.5/5.0 stars

_— Vaishali R._

[Read full review](https://www.g2.com/survey_responses/iguazio-review-11148023)

**["Powerful MLOpls platform and amazing support"](https://www.g2.com/survey_responses/iguazio-review-9341928)**

**Rating:** 5.0/5.0 stars

_— George L._

[Read full review](https://www.g2.com/survey_responses/iguazio-review-9341928)

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

- [What is Iguazio used for?](https://www.g2.com/discussions/what-is-iguazio-used-for) - 1 comment

- [‹ Prev‹ Prev](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=2#product-list)
- [1](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score#product-list)
- [2](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=2#product-list)
- 3
- [4](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=4#product-list)
- [5](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=5#product-list)
- [6](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=6#product-list)
- [Next ›Next ›](/it/categories/data-science-and-machine-learning-platforms/free?category_id=data-science-and-machine-learning-platforms&order=g2_score&page=4#product-list)

Spotlight Categories

[Employee Recognition Software](https://www.g2.com/categories/employee-recognition)

[Network Monitoring Software](https://www.g2.com/categories/network-monitoring)

[Virtual Event Platforms](https://www.g2.com/categories/virtual-event-platforms)

[Payroll Software](https://www.g2.com/categories/payroll)

[Live Chat Software](https://www.g2.com/categories/live-chat)

Similar Categories

- [Active Learning Tools](/categories/active-learning-tools)
- [Agentic AI](/categories/agentic-ai)
- [AI Avatar Generators](/categories/ai-avatar-generators)
- [AI Gateways](/categories/ai-gateways)
- [AI Governance Tools](/categories/ai-governance-tools)

- [AI Note-Taking Software](/categories/ai-note-taking-software)
- [AI Orchestration](/categories/ai-orchestration)
- [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools)
- [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools)
- [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools)

- [AI Security Solutions](/categories/ai-security-solutions)
- [AI Storyboard Generators](/categories/ai-storyboard-generators)
- [AI Voice Assistants](/categories/ai-voice-assistants)
- [AI Voice Dictation](/categories/ai-voice-dictation)
- [AI Writing Assistant](/categories/ai-writing-assistant)

[Browse Data Science and Machine Learning Platforms Themes](/categories/data-science-and-machine-learning-platforms/themes)