# Top Free Data Science and Machine Learning Platforms - Page 2

## 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**

### Gemini Enterprise Agent Platform

Google Cloud's comprehensive platform for developers to build, scale, govern and optimize agents and models. It's a single destination for technical teams to build agents that can transform enterprise applications and workflows into powerful agentic systems.

[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=2026-08-05T10%3A14%3A49Z&secure%5Bdisplayable_resource_id%5D=692&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=692&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=21469&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%3D2&secure%5Btoken%5D=bbf7910eaec82d17ad090da3dfab59479f760865e27076e584bfb065b72e05bf&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fproducts%2Fgemini-enterprise-agent-platform%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-geap%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

### [RapidCanvas](https://www.g2.com/products/rapidcanvas/reviews)

RapidCanvas takes enterprise AI from concept to production to scale. Our Hybrid Approach™ pairs elite human experts with a purpose-built agentic platform. We partner to create custom solutions that are human-led, agent-executed, and built to deliver real outcomes from day one. Most enterprise AI breaks because it fails to solve key problems of context and execution. RapidCanvas is built around solving both. Every engagement starts with your own Enterprise Context Engine™: a living intelligence at the heart of your business. It unifies your data, maps your workflows, and learns from every use case. The more you build, the smarter it gets. Every iteration feeds the engine, and the intelligence compounds, making successful execution at an enterprise scale possible. RapidCanvas serves industry leaders in manufacturing, retail and consumer goods, financial services, supply chain, and infrastructure. Solutions are enterprise-grade, scalable from the start, and compliant with the highest standards for security and privacy. Future-proof by design. Outcome-led by default.

**Average Rating:** 4.8/5.0

**Total Reviews:** 38

#### How Do G2 Users Rate RapidCanvas?

- **Application:** 9.5/10 (Category avg: 8.5/10)
- **Managed Service:** 9.2/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.6/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind RapidCanvas?

- **Seller:** [RapidCanvas](https://www.g2.com/sellers/rapidcanvas)
- **Company Website:** rapidcanvas.ai
- **Year Founded:** 2021
- **HQ Location:** Austin, Texas
- **Twitter:** @rapidcanvas  
86 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b22d891edb25a60e872e1c0266177a51796ad72b6c3edbf0dcd83014e1150062&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Frapidcanvas%2F&secure%5Burl_type%5D=linkedin_company_website)  
101 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 42% Small, 37% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **ease of use** of RapidCanvas, enabling quick data visualization and effortless report sharing.
- Users value the **time-saving capabilities** of RapidCanvas, enabling fast data visualization and effortless report creation.
- Users commend RapidCanvas for its **intuitive user interface** , enabling rapid and easy data visualization for all skill levels.
- Users commend the **AI integration capabilities** of RapidCanvas, enhancing sales performance and enabling innovative solution development.
- Users highlight the **excellent customer support** of RapidCanvas, appreciating its responsiveness and helpfulness for building AI solutions.

##### Cons

- Users experience **slow performance** with RapidCanvas, especially when handling large datasets or intensive tasks.
- Users find the **limited customization** options of RapidCanvas restricting, especially for advanced dashboard needs.
- Users face significant challenges with **complex setup and AI training** , making data extraction and interpretation difficult.
- Users find the **difficult setup** phase challenging, struggling with data extraction and AI training for accurate feedback.
- Users feel that the **insufficient learning resources** hinder their ability to fully utilize RapidCanvas’s features and capabilities.

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

**["From Ambition to Achievement!"](https://www.g2.com/survey_responses/rapidcanvas-review-12590997)**

**Rating:** 5.0/5.0 stars

_— Kristianne L._

[Read full review](https://www.g2.com/survey_responses/rapidcanvas-review-12590997)

**["Effortlessly Transformed Our Manual Processes"](https://www.g2.com/survey_responses/rapidcanvas-review-12672099)**

**Rating:** 4.5/5.0 stars

_— Andrew F._

[Read full review](https://www.g2.com/survey_responses/rapidcanvas-review-12672099)

### [Teradata Autonomous Knowledge Platform](https://www.g2.com/products/teradata-autonomous-knowledge-platform/reviews)

Teradata Autonomous Knowledge Platform activates enterprise intelligence by unifying data, knowledge and business context to achieve tangible outcomes. With Teradata, organizations can provide agents with full context for impact when it matters. Our solution lets businesses connect and scale on premises, in the cloud, or through a hybrid approach. Teradata delivers real business value with AI. Learn more at Teradata.com.

**Average Rating:** 4.3/5.0

**Total Reviews:** 356

#### How Do G2 Users Rate Teradata Autonomous Knowledge Platform?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.3/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 7.9/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Teradata Autonomous Knowledge Platform?

- **Seller:** [Teradata Autonomous Knowledge Platform](https://www.g2.com/sellers/teradata-autonomous-knowledge-platform)
- **Year Founded:** 1979
- **HQ Location:** San Diego, CA
- **Twitter:** @Teradata  
93,113 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=06895b9a8db4fa478ba7da480ccd214a14ef698abd028e4642e62f189e82b650&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1466%2F&secure%5Burl_type%5D=linkedin_company_website)  
9,941 employees on LinkedIn®
- **Ownership:** NYSE:TDC

#### Who Uses This Product?

- **Who Uses This:** Data Engineer, Software Engineer
- **Top Industries:** Information Technology and Services, Financial Services
- **Company Size:** 69% Large, 22% Medium

#### What Do G2 Reviewers Say About Teradata Autonomous Knowledge Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users highlight the **extreme performance** of the Teradata Autonomous Knowledge Platform, especially for processing large data volumes efficiently.
- Users value the **high performance query execution** in Teradata, enhancing their business analytics capabilities significantly.
- Users value the **scalability** of Teradata Autonomous Knowledge Platform, enhancing data integration and operational efficiency significantly.
- Users commend the **high performance and speed** of Teradata, efficiently processing large datasets without issues.
- Users value the **fast processing of large datasets** with Teradata, praising its performance and stability during operations.

##### Cons

- Users find the **steep learning curve** of Teradata Autonomous Knowledge Platform challenging, impacting adoption and productivity temporarily.
- Users find the **steep learning curve** of Teradata Autonomous Knowledge Platform challenging, particularly for those lacking technical expertise.
- Users find the **complexity** of Teradata's platform challenging, particularly for non-technical users and new adopters.
- Users express concerns over the **cost management requirements** needed to avoid potential misusage and performance issues.
- Users feel the **high cost** of Teradata Autonomous Knowledge Platform is a significant drawback affecting accessibility.

#### What Are Recent G2 Reviews of Teradata Autonomous Knowledge Platform?

**["Teradata Vantage Fast Query Performance and Strong Analytics for Big Data"](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12821668)**

**Rating:** 5.0/5.0 stars

_— Muzammil M._

[Read full review](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12821668)

**["Teradata Vantage Excels at Big Data Processing and Advanced Analytics"](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12739181)**

**Rating:** 4.5/5.0 stars

_— Nijat I._

[Read full review](https://www.g2.com/survey_responses/teradata-autonomous-knowledge-platform-review-12739181)

#### What Are G2 Users Discussing About Teradata Autonomous Knowledge Platform?

- [What does Teradata Data Lab do?](https://www.g2.com/discussions/what-does-teradata-data-lab-do)
- [Is Teradata a premiership?](https://www.g2.com/discussions/is-teradata-a-premiership)
- [What is Teradata Vantage?](https://www.g2.com/discussions/what-is-teradata-vantage)
- [How much does Teradata cost?](https://www.g2.com/discussions/how-much-does-teradata-cost)
- [What is Sandbox in Teradata?](https://www.g2.com/discussions/what-is-sandbox-in-teradata)

### [Incorta](https://www.g2.com/products/incorta/reviews)

Incorta is the first and only open data delivery platform that enables real-time analysis of live, detailed data across all systems of record—without the need for complex ETL processes. By enabling direct analysis on raw, source-identical data, Incorta provides faster, more accurate insights while removing barriers to exploration. With intuitive low-code/no-code tools, AI-powered querying through Nexus, and prebuilt business data applications, enterprise teams can quickly surface insights, break down technical roadblocks, and make smarter decisions without heavy engineering effort. For more information, please visit www.incorta.com.

**Average Rating:** 4.4/5.0

**Total Reviews:** 55

#### How Do G2 Users Rate Incorta?

- **Application:** 9.8/10 (Category avg: 8.5/10)
- **Managed Service:** 9.6/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 9.4/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.4/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Incorta?

- **Seller:** [Incorta](https://www.g2.com/sellers/incorta)
- **Company Website:** www.incorta.com
- **Year Founded:** 2013
- **HQ Location:** San Mateo, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=c8c59dc8a9a75b9a6418a91d4025810db481465cf5bce72225b97c66bb082527&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fincorta%2F&secure%5Burl_type%5D=linkedin_company_website)  
348 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 56% Large, 29% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of integration** with diverse data sources and types in Incorta, streamlining their data management.
- Users value the **easy integrations** with various data sources, enhancing their data management experience significantly.
- Users value the **ease of integration** with various data sources and types in Incorta.

##### Cons

- Users face issues with **bugs** as the local data agent may not support the latest JRE builds effectively.

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

**["Great platformand support"](https://www.g2.com/survey_responses/incorta-review-10853785)**

**Rating:** 5.0/5.0 stars

_— Jeff W._

[Read full review](https://www.g2.com/survey_responses/incorta-review-10853785)

**["Facilitating presentation and information access"](https://www.g2.com/survey_responses/incorta-review-9467627)**

**Rating:** 5.0/5.0 stars

_— Elsayed H._

[Read full review](https://www.g2.com/survey_responses/incorta-review-9467627)

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

- [Is Incorta a data warehouse?](https://www.g2.com/discussions/is-incorta-a-data-warehouse)
- [What is Incorta?](https://www.g2.com/discussions/what-is-incorta)
- [What do you know about Incorta?](https://www.g2.com/discussions/what-do-you-know-about-incorta)
- [What is Incorta used for?](https://www.g2.com/discussions/what-is-incorta-used-for) - 1 comment

### [Domo](https://www.g2.com/products/domo/reviews)

Domo's AI and Data Products Platform empowers organizations to turn data into actionable insights and solutions. It allows users to seamlessly connect diverse data sources, prepare data for use, and generate dynamic reports and visualizations—all within a single interface. With built-in AI and automation capabilities, teams can easily build and use AI agents, streamline workflows, and create tailored solutions.

**Average Rating:** 4.3/5.0

**Total Reviews:** 1,039

#### How Do G2 Users Rate Domo?

- **Application:** 5.9/10 (Category avg: 8.5/10)
- **Managed Service:** 6.4/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 5.8/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Domo?

- **Seller:** [Domo](https://www.g2.com/sellers/domo)
- **Company Website:** www.domo.com
- **Year Founded:** 2010
- **HQ Location:** American Fork, UT
- **Twitter:** @Domotalk  
63,513 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=930264e423425693f202ced16a30f6d197bcd60a8bf42ced6ba13de91b09312c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F25237%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,288 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Data Analyst, Business Analyst
- **Top Industries:** Computer Software, Marketing and Advertising
- **Company Size:** 49% Medium, 28% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value Domo's **ease of use** , making it accessible for all, even those who aren't tech-savvy.
- Users value the **flexible dashboards** in Domo, allowing seamless data visualization from various sources.
- Users find Domo's **intuitive design** enhances data handling and decision-making, making it accessible for all skill levels.
- Users praise Domo for its **easy integrations** , enabling seamless data connections and enhancing data management efficiency.
- Users value the **seamless integration** capabilities of Domo, enhancing data management across various platforms and sources.

##### Cons

- Users find the **learning curve challenging** with Domo, often requiring dedicated resources to manage updates and functionalities.
- Users struggle with **missing features** in Domo, including outdated systems and limited capabilities in visualizations and connectors.
- Users are frustrated by **data management issues** , including upload adjustments and poor organization of datasets in Domo.
- Users find Domo to be **expensive** due to high costs associated with features and external consulting needs.
- Users find Domo's **complexity** overwhelming, requiring technical expertise and extensive setup that complicate the user experience.

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

**["Domo Turns Disconnected Reports Into a Game-Changing Sales Scorecard"](https://www.g2.com/survey_responses/domo-review-13128007)**

**Rating:** 5.0/5.0 stars

_— Renee G._

[Read full review](https://www.g2.com/survey_responses/domo-review-13128007)

**["Fast, Reliable Dashboarding with Quick Data Connections in Domo"](https://www.g2.com/survey_responses/domo-review-13150907)**

**Rating:** 4.5/5.0 stars

_— Katie S._

[Read full review](https://www.g2.com/survey_responses/domo-review-13150907)

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

- [What is Domo used for?](https://www.g2.com/discussions/what-is-domo-used-for) - 1 comment
- [How much does Domo cost?](https://www.g2.com/discussions/how-much-does-domo-cost)
- [What is Domo data?](https://www.g2.com/discussions/what-is-domo-data)
- [Is Domo any good?](https://www.g2.com/discussions/is-domo-any-good)
- [What does Domo software do?](https://www.g2.com/discussions/what-does-domo-software-do)

### [Domino Enterprise AI Platform](https://www.g2.com/products/domino-enterprise-ai-platform/reviews)

Domino powers model-driven businesses with its leading Enterprise AI platform that accelerates the development and deployment of data science work while increasing collaboration and governance. More than 20 percent of the Fortune 100 count on Domino to help scale data science, turning it into a competitive advantage. Founded in 2013, Domino is backed by Sequoia Capital and other leading investors.

**Average Rating:** 4.3/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate Domino Enterprise AI Platform?

- **Application:** 8.5/10 (Category avg: 8.5/10)
- **Managed Service:** 8.2/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.2/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Domino Enterprise AI Platform?

- **Seller:** [Domino Data Lab](https://www.g2.com/sellers/domino-data-lab)
- **Year Founded:** 2013
- **HQ Location:** San Francisco, CA
- **Twitter:** @DominoDataLab  
7,974 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=38c1a944dd46579058ed6ae14b42847936cf72b6d151107d308a1b160304cbcb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3542130%2F&secure%5Burl_type%5D=linkedin_company_website)  
257 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 46% Large, 39% Small

#### What Do G2 Reviewers Say About Domino Enterprise AI Platform?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Domino Enterprise AI Platform, simplifying model training and deployment significantly.
- Users value the **easy integrations** of Domino, streamlining connections to multiple cloud providers and enhancing collaboration.
- Users value the **seamless integrations** of Domino, enhancing collaboration and efficiency in AI project management.
- Users praise the **exceptional training efficiency** of Domino Enterprise AI Platform, streamlining AI lifecycle with minimal friction.
- Users appreciate how Domino's platform **streamlines the AI lifecycle** , enabling easy handoffs and operationalizing AI effectively.

##### Cons

- Users find the **pricing to be on the higher side** , making it less accessible for Indian customers.
- Users struggle with the **difficult setup** of the Domino Enterprise AI Platform, wishing for quicker plugin accessibility.
- Users find the pricing of Domino Enterprise AI Platform to be **expensive** , especially for Indian customers.
- Users feel that the platform lacks **guidance for beginners** , making it challenging to navigate effectively.
- Users find the **missing easy-to-code IDE** a limitation, affecting their ability to handle diverse data tasks efficiently.

#### What Are Recent G2 Reviews of Domino Enterprise AI Platform?

**["It was an pleasure experience to use Domino as non code AI platform for some of my Automate Job."](https://www.g2.com/survey_responses/domino-enterprise-ai-platform-review-10945668)**

**Rating:** 5.0/5.0 stars

_— Shivesh R._

[Read full review](https://www.g2.com/survey_responses/domino-enterprise-ai-platform-review-10945668)

**["My thoughts on working with Domino Enterprise AI Platform"](https://www.g2.com/survey_responses/domino-enterprise-ai-platform-review-10945085)**

**Rating:** 5.0/5.0 stars

_— Swapna D._

[Read full review](https://www.g2.com/survey_responses/domino-enterprise-ai-platform-review-10945085)

#### What Are G2 Users Discussing About Domino Enterprise AI Platform?

- [What is Domino data?](https://www.g2.com/discussions/domino-what-is-domino-data-23fad6ef-f30e-4b45-bac4-9ebf7203f1d6)
- [What is Domino data?](https://www.g2.com/discussions/domino-what-is-domino-data-52cde329-cdf5-4d2b-af69-32666b2b6a3e)
- [What is Domino data?](https://www.g2.com/discussions/domino-what-is-domino-data)
- [What is Domino data?](https://www.g2.com/discussions/what-is-domino-data)
- [What is Domino Python?](https://www.g2.com/discussions/domino-what-is-domino-python) - 1 comment

### [TIMi](https://www.g2.com/products/timi/reviews)

TIMi is the most efficient Data Science and Data Processing Platform. Since 2007, we have been creating and improving the most powerful framework to push the barriers of analytics, predictive analytics, AI and Big Data, while offering a helpful, fast and friendly environment. The TIMi Suite consists of four tools: 1. Anatella (Analytical ETL, Data Prep & Big Data), 2. Modeler (Auto-ML / Automated Predictive Modelling / Automated-AI), 3. StarDust (3D Segmentation) 4. Kibella (BI Dashboarding solution). TIMi dominates the Data Science market: In the "Summer 2022 - Momentum Report” from G2, in the “Data Science” category, TIMi has the #1 rank: TIMi is the Data Science solution with both the highest market growth and the highest customer-satisfaction! More about this subject here: https://timi.eu/blog/timi-the-number-one-data-science-platform/

**Average Rating:** 4.8/5.0

**Total Reviews:** 50

#### How Do G2 Users Rate TIMi?

- **Application:** 8.7/10 (Category avg: 8.5/10)
- **Managed Service:** 8.6/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 9.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind TIMi?

- **Seller:** [TIMi SPRL](https://www.g2.com/sellers/timi-sprl)
- **Year Founded:** 2007
- **HQ Location:** Brussels
- **Twitter:** @TIMiSuite  
3,532 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=971f3925a6956e05a647be8fd1276e7d0dff730641661fd07a00aa7e188d7784&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftimisuite%2F&secure%5Burl_type%5D=linkedin_company_website)  
86 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Information Technology and Services, Banking
- **Company Size:** 40% Small, 32% Large

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

_AI-generated summary from verified user reviews_

##### Pros

- Users praise the **exceptional customer support** from the TIMi team, highlighting their quick responses and helpfulness.
- Users find TIMi's platform incredibly **user-friendly** , facilitating intuitive navigation and quick learning for efficient data transformation.
- Users appreciate the **user-friendly interface and exceptional team support** of TIMi, enhancing productivity and efficiency.
- Users praise the **automation capabilities** of TIMi, noting its speed and ease of use for data transformations.
- Users love the **fast and intuitive charting features** of TIMi, enabling quick data transformations and analysis.

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

**["Effortless ETL with Potential for ML Growth"](https://www.g2.com/survey_responses/timi-review-12545228)**

**Rating:** 4.0/5.0 stars

_— Zainab Y._

[Read full review](https://www.g2.com/survey_responses/timi-review-12545228)

**["TIMi and Anatella: fast, scalable, and efficient ML pipeline for very large volumes"](https://www.g2.com/survey_responses/timi-review-12712058)**

**Rating:** 5.0/5.0 stars

_— Hugo D._

[Read full review](https://www.g2.com/survey_responses/timi-review-12712058)

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

- [What is TIMi Suite used for?](https://www.g2.com/discussions/what-is-timi-suite-used-for) - 1 comment

### [TrueFoundry](https://www.g2.com/products/truefoundry/reviews)

TrueFoundry is an Enterprise Platform as a Service that enables companies to build, observe, and govern Agentic AI applications securely, scalably, and with reliability through its AI Gateway and Agentic Deployment platform. Leading Fortune 1000 companies trust TrueFoundry to accelerate innovation and deliver AI at scale, with over 1 trillion tokens per day processed via the TrueFoundry AI Gateway and more than 1,000 clusters managed by its Agentic deployment platform. TrueFoundry’s vision is to become the central control plane for running Agentic AI at scale within enterprises, serving as the command center for enterprise AI. Headquartered in San Francisco, TrueFoundry operates across North America, Europe, and Asia-Pacific, supporting enterprise AI deployments for some of the world’s most innovative organizations. To learn more about TrueFoundry, visit truefoundry.com.

**Average Rating:** 4.6/5.0

**Total Reviews:** 59

#### How Do G2 Users Rate TrueFoundry?

- **Application:** 8.1/10 (Category avg: 8.5/10)
- **Managed Service:** 8.6/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.1/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind TrueFoundry?

- **Seller:** [TrueFoundry](https://www.g2.com/sellers/truefoundry)
- **Company Website:** www.truefoundry.com
- **Year Founded:** 2021
- **HQ Location:** San Francisco, California
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2adf1e5a43bdf801a9ca9bc59ceb8fea671d8a3430dfa057f7061a36bc960977&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Ftruefoundry%2Fabout&secure%5Burl_type%5D=linkedin_company_website)  
108 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 48% Medium, 35% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users find TrueFoundry to be **extremely easy to use** , streamlining ML model deployment and management effortlessly.
- Users value the **streamlined deployment process** and intuitive platform of TrueFoundry, enhancing their model management experience.
- Users appreciate the **time-saving features** of TrueFoundry, enabling faster deployment and management of ML models.
- Users commend the **easy setup** of TrueFoundry, facilitating quick onboarding and seamless project initiation.
- Users value the **efficiency** of TrueFoundry, which simplifies ML model management and accelerates deployment processes.

##### Cons

- Users find TrueFoundry's setup to be **a bit complex to learn** , particularly for custom workflows and advanced features.
- Users feel there are **deployment issues** with TrueFoundry, particularly with Hugging Face model integration and automation.
- Users find the **difficult setup** process challenging, particularly without prior cloud or Kubernetes knowledge.
- Users note **insufficient learning resources** , particularly in documentation and UI polish, hindering a smoother experience.
- Users note that the platform has **lacking features** and documentation, which detracts from a smoother experience.

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

**["Exceptional Prototyping Speed with One-Click Deployments and Branch-Based Iteration"](https://www.g2.com/survey_responses/truefoundry-review-12739746)**

**Rating:** 5.0/5.0 stars

_— Tara B._

[Read full review](https://www.g2.com/survey_responses/truefoundry-review-12739746)

**["Simplified Kubernetes ML Deployments That Boost Productivity"](https://www.g2.com/survey_responses/truefoundry-review-13126536)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/truefoundry-review-13126536)

### [Encord](https://www.g2.com/products/encord/reviews)

Encord is the universal data layer for AI. The platform helps AI teams train and run their models with the right data - managing, curating, annotating, and aligning data across the full AI lifecycle. Encord works with over 300 leading AI teams, including Woven by Toyota, Zipline, AXA, and Flock Safety. Confidentially build production AI with rich multimodal data. Encord is SOC 2, AICPA SOC, HIPAA, and GDPR compliant.

**Average Rating:** 4.8/5.0

**Total Reviews:** 65

#### How Do G2 Users Rate Encord?

- **Application:** 9.7/10 (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:** 8.1/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Encord?

- **Seller:** [Encord](https://www.g2.com/sellers/encord)
- **Year Founded:** 2020
- **HQ Location:** San Francisco, US
- **Twitter:** @encord\_team  
1,014 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=b5b79c871099fa074d165dec60c3345148d0ae005f29a546864b838e8a7500a8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F69557125&secure%5Burl_type%5D=linkedin_company_website)  
195 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Hospital & Health Care
- **Company Size:** 51% Small, 40% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users commend the **responsive customer support** from Encord, ensuring quick assistance during their project needs.
- Users praise Encord for its **annotation efficiency** , streamlining workflows and enhancing speed in data curation tasks.
- Users value the **intuitive interface and seamless integration** of Encord's annotation tools for efficient data workflow.
- Users appreciate the **efficiency** of Encord, highlighting smooth workflows and quick integration that enhances their productivity.
- Users value Encord's **intuitive interface and seamless integration** , enhancing their workflows with efficient data curation and support.

##### Cons

- Users find **complex automation** challenging, though the supportive team helps navigate the intricacies of custom workflows.
- Users find it challenging to stay current due to **frequent updates** , but support from the team is helpful.
- Users find the **lack of guidance** challenging due to rapid feature updates, despite helpful customer support.

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

**["Strong video labeling platform with excellent support"](https://www.g2.com/survey_responses/encord-review-12281672)**

**Rating:** 5.0/5.0 stars

_— Angela S._

[Read full review](https://www.g2.com/survey_responses/encord-review-12281672)

**["Built for fast model development cycles"](https://www.g2.com/survey_responses/encord-review-12219596)**

**Rating:** 5.0/5.0 stars

_— Brian E._

[Read full review](https://www.g2.com/survey_responses/encord-review-12219596)

### [Explorium](https://www.g2.com/products/explorium/reviews)

Explorium is the leading B2B data layer for building high-performance GTM agents. Our seamless API and MCP integrations power agents with premium B2B data, accelerating development, enhancing contextual intelligence, and improving ROI. Backed by years of expertise in B2B data and access to more than 50 data sources, we deliver enterprise-grade data through flexible delivery options. Try it for free at https://www.explorium.ai/sign-up/?utm\_source=g2&utm\_medium\_organic

**Average Rating:** 4.6/5.0

**Total Reviews:** 28

#### How Do G2 Users Rate Explorium?

- **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)
- **Ease of Admin:** 10.0/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Explorium?

- **Seller:** [Explorium](https://www.g2.com/sellers/explorium)
- **HQ Location:** San Mateo, California
- **Twitter:** @Explorium\_ai  
1,347 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=a7fdb7d5579b3cea5a0ab9b7b767d7a438e7cb82cbbf4025824df89af668fdfa&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F18828451%2F&secure%5Burl_type%5D=linkedin_company_website)  
91 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Financial Services, Education Management
- **Company Size:** 57% Small, 39% Medium

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

**["Transformative Data Enrichment & Seamless Integration"](https://www.g2.com/survey_responses/explorium-review-12561656)**

**Rating:** 5.0/5.0 stars

_— Akash S._

[Read full review](https://www.g2.com/survey_responses/explorium-review-12561656)

**["Excellent Data Quality!"](https://www.g2.com/survey_responses/explorium-review-12634333)**

**Rating:** 5.0/5.0 stars

_— Jacob S._

[Read full review](https://www.g2.com/survey_responses/explorium-review-12634333)

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

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

### [H2O](https://www.g2.com/products/h2o/reviews)

H2O.ai is the leading AI Cloud company, on a mission to democratize AI and drive an open AI movement around the world. They focus on drawing insights from structured and unstructured data like video and documents with their award-winning products like Hydrogen Torch and Document AI. Customers use the H2O AI Cloud to rapidly solve complex business problems and accelerate the discovery of new ideas. H2O.ai is the trusted AI provider to more than 20,000 global organizations, millions of data scientists and over half of the Fortune 500, including AT&T, Commonwealth Bank of Australia, Citi, GlaxoSmithKline, Hitachi, Kaiser Permanente, Procter & Gamble, PayPal, PwC, Reckitt, Unilever, Goldman Sachs, NVIDIA, and Wells Fargo are not only customers and partners, but strategic investors in the company. More than 30 Kaggle Grandmasters (the community of best-in-the-world machine learning practitioners and data scientists) are makers at H2O.ai. A strong AI for Good ethos to make the world a better place and Responsible AI drive the company’s purpose. Please join our movement at www.h2o.ai. H2O.ai offers enterprise customers with multiple platforms for AI and machine learning, including the open source distributed machine learning platform H2O-3, automatic machine learning platform H2O Driverless AI, and the recently announced H2O Q, an AI platform for business users: H2O-3 is an open source, scalable and distributed in-memory AI and machine learning platform. H2O-3 also has a strong AutoML functionality and supports the most widely used statistical and machine learning algorithms including gradient boosted machines, generalized linear models, deep learning, XGBoost and more. H2O Driverless AI empowers data scientists to work on projects faster and more efficiently by using automation to accomplish tasks quickly with automatic feature engineering, model tuning, model tuning, model selection, model validation and machine learning interpretability, custom recipes, time-series and automatic deployment pipeline generation for model scoring. H2O Q is a new AI platform that provides the essential building blocks to make AI apps and will bring the power of AI to millions of business users. It delivers automatic insights and predictions for “in the moment” business questions and is ideal for data analysts, citizen data scientists and all business users.

**Average Rating:** 4.5/5.0

**Total Reviews:** 22

#### How Do G2 Users Rate H2O?

- **Application:** 7.0/10 (Category avg: 8.5/10)
- **Managed Service:** 6.9/10 (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 H2O?

- **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:** 54% Small, 29% Large

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

**["Excellent framework and application"](https://www.g2.com/survey_responses/h2o-review-4562002)**

**Rating:** 5.0/5.0 stars

_— Marc S._

[Read full review](https://www.g2.com/survey_responses/h2o-review-4562002)

**["Good Automl software"](https://www.g2.com/survey_responses/h2o-review-5208888)**

**Rating:** 4.5/5.0 stars

_— Verified User in Oil & Energy_

[Read full review](https://www.g2.com/survey_responses/h2o-review-5208888)

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

- [How does h2o AI make money?](https://www.g2.com/discussions/how-does-h2o-ai-make-money)
- [How much does h2o Ai cost?](https://www.g2.com/discussions/how-much-does-h2o-ai-cost)
- [Why is h2o AI?](https://www.g2.com/discussions/why-is-h2o-ai)
- [Is h2o AI free?](https://www.g2.com/discussions/is-h2o-ai-free)

### [Spotfire Analytics](https://www.g2.com/products/spotfire-analytics/reviews)

Spotfire® is a visual data science platform designed to help organizations address complex, industry-specific challenges by effectively utilizing data. This solution offers a range of flexible packaging options tailored to meet the diverse needs of teams at various stages of their visual data science journey. Turn raw data into real-time decisions with powerful, interactive visual analytics with Spotfire® Analytics. Spotfire Analytics is designed for business agility, enabling every user to explore data visually, uncover patterns quickly, and make confident, data-driven decisions without writing a single line of code. As a self-service visual data science solution, it empowers teams across roles and departments to gain fast, actionable insights that drive impact. With its no-code interactive dashboards and rich visual exploration capabilities, Spotfire Analytics connects natively to hundreds of cloud, on-premises, and real-time data sources. Built-in geoanalytics extend the power of analysis with multi-layer mapping and seamless integration of spatial data, while data wrangling and transformation can be performed directly within the visual interface, making it easy to clean, shape, and blend data as you analyze. AI-assisted recommendations and anomaly detection help uncover hidden patterns, suggest the most meaningful visualizations, and accelerate the path to discovery. Customizable visualizations, workflows, and an intuitive interface ensure that insights are not only easier to create but also easier to share. With seamless collaboration features, Spotfire Analytics enables teams to work together, align on insights, and act decisively. Whether the goal is to analyze trends, detect anomalies, or unlock location-based intelligence, Spotfire Analytics delivers the speed, flexibility, and depth needed to make smarter decisions with confidence. Explore and understand your data visually, uncover hidden insights, and build powerful analytics applications - all without writing a single line of code. Spotfire Analytics combines advanced interactive visualizations and intuitive data wrangling in one environment. Connect to hundreds of data sources, from files to real-time streaming data, and transform messy data directly within your visuals. Built-in AI recommendations help you find patterns, anomalies, and trends faster. With flexible visualizations, spatial analytics, and custom applications, anyone can turn raw data into actionable insights in minutes. Designed for business agility, Spotfire Analytics empowers every user to explore, analyze, and share results confidently - turning questions into decisions. Best for: Analysts, data-savvy professionals, and teams looking to explore and share data visually with maximum flexibility.

**Average Rating:** 4.2/5.0

**Total Reviews:** 328

#### How Do G2 Users Rate Spotfire Analytics?

- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 7.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Spotfire Analytics?

- **Seller:** [Spotfire](https://www.g2.com/sellers/spotfire-2d87c926-94f3-47ce-8a5d-44d930d7c744)
- **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=7dcd1e227e53d0c4eb587e0a0cf8209fa1226ac43f34c44e1a9a242dcc4e5672&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fspotfire%2F&secure%5Burl_type%5D=linkedin_company_website)  
103 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Student, Manager
- **Top Industries:** Oil & Energy, Information Technology and Services
- **Company Size:** 52% Large, 26% Medium

#### What Do G2 Reviewers Say About Spotfire Analytics?

_AI-generated summary from verified user reviews_

##### Pros

- Users find Spotfire's **ease of use** exceptional, enabling quick data visualization even for complex datasets.
- Users appreciate the **powerful and flexible data visualization capabilities** of Spotfire Analytics, making complex data exploration effortless.
- Users praise **Spotfire Analytics for transforming complex data into user-friendly interactive visualizations** , making analysis accessible to all team members.
- Users praise the **easy integrations** of Spotfire Analytics, seamlessly connecting diverse data sources for powerful analysis.
- Users love Spotfire Analytics for its **seamless integration and powerful visualization features** , enhancing decision-making and saving valuable time.

##### Cons

- Users find the **learning curve steep** for Spotfire Analytics, particularly with advanced features and data modeling skills.
- Users find **learning difficult** due to the overwhelming number of functions and complex features in Spotfire Analytics.
- Users find Spotfire Analytics to be **relatively expensive** compared to competitors, with high licensing and maintenance costs.
- Users find the **steep learning curve** of Spotfire Analytics challenging, especially regarding advanced features and user interface.
- Users often find the **complexity of Spotfire Analytics** overwhelming initially, especially those new to data modeling or scripting.

#### What Are Recent G2 Reviews of Spotfire Analytics?

**["Where data science becomes visual—and actually useful!"](https://www.g2.com/survey_responses/spotfire-analytics-review-11661595)**

**Rating:** 5.0/5.0 stars

_— Leandro A._

[Read full review](https://www.g2.com/survey_responses/spotfire-analytics-review-11661595)

**["A Comprehensive Analytics Platform for Deep, Real-Time Data Insights"](https://www.g2.com/survey_responses/spotfire-analytics-review-11828634)**

**Rating:** 5.0/5.0 stars

_— Manan B._

[Read full review](https://www.g2.com/survey_responses/spotfire-analytics-review-11828634)

#### What Are G2 Users Discussing About Spotfire Analytics?

- [What is TIBCO Spotfire used for?](https://www.g2.com/discussions/what-is-tibco-spotfire-used-for) - 1 comment
- [What is TIBCO Data Science used for?](https://www.g2.com/discussions/what-is-tibco-data-science-used-for)
- [Is Tibco Spotfire free?](https://www.g2.com/discussions/is-tibco-spotfire-free) - 2 comments
- [What is most like Tibco Spotfire?](https://www.g2.com/discussions/what-is-most-like-tibco-spotfire) - 1 comment
- [What's New In Tibco Spotfire?](https://www.g2.com/discussions/what-s-new-in-tibco-spotfire) - 1 comment

### [Clarifai](https://www.g2.com/products/clarifai/reviews)

Clarifai is a leader in AI orchestration and development, helping organizations, teams, and developers build, deploy, orchestrate, and operationalize AI at scale. Clarifai’s cutting-edge AI workflow orchestration platform leverages today's modern AI technologies like Large Language Models (LLMs), Large Vision Models (LVMs), and Retrieval Augmented Generation (RAG), data labeling, inference, and more, and is available in cloud, on-premises, or hybrid environments. Founded in 2013, Clarifai has been used to build more than 1.5 million AI models with more than 400,000 users in 170 countries. Learn more at www.clarifai.com.

**Average Rating:** 4.3/5.0

**Total Reviews:** 66

#### How Do G2 Users Rate Clarifai?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.1/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.8/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Clarifai?

- **Seller:** [Clarifai](https://www.g2.com/sellers/clarifai)
- **Year Founded:** 2013
- **HQ Location:** Wilmington, Delaware
- **Twitter:** @clarifai  
10,922 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8e96cd967f3d17ebfc636080f07d5b87c9155366576feb1d18188684d774aa32&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10064814%2F&secure%5Burl_type%5D=linkedin_company_website)  
51 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 61% Small, 28% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users value the **ease of use and powerful features** of Clarifai, enhancing their AI image and text projects.
- Users value the **diverse model variety** in Clarifai, enabling tailored solutions for various application scenarios efficiently.
- Users highlight the **accuracy and efficiency of Clarifai's AI technology** , making it a great choice for diverse projects.
- Users find Clarifai's **intuitive UI** easy to navigate, enhancing their experience with powerful pre-trained models.
- Users commend Clarifai for its **easy AI integration** , enabling fast and accurate tagging for various application scenarios.

##### Cons

- Users find the **cost prohibitively expensive** for small projects, hindering accessibility for individual developers and non-profits.
- Users find the **complexity** of Clarifai challenging, especially regarding documentation and advanced feature understanding.
- Users find the **learning curve steep** for new users, making initial navigation and understanding challenging.
- Users express concern over the **lack of resources** , particularly for small developers, impacting accessibility and usability.
- Users find the **poor documentation** of Clarifai frustrating, often requiring external help for guidance and clarity.

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

**["Clean UI, Powerful AI Platform with Reliable Performance and Responsive Support"](https://www.g2.com/survey_responses/clarifai-review-13072233)**

**Rating:** 5.0/5.0 stars

_— Ross M._

[Read full review](https://www.g2.com/survey_responses/clarifai-review-13072233)

**["Powerful AI Platform for Computer Vision and Multimodal Workflows"](https://www.g2.com/survey_responses/clarifai-review-13188111)**

**Rating:** 4.0/5.0 stars

_— Jeni J._

[Read full review](https://www.g2.com/survey_responses/clarifai-review-13188111)

### [Qubole](https://www.g2.com/products/qubole/reviews)

Qubole is the open data lake company that provides a simple and secure data lake platform for machine learning, streaming, and ad-hoc analytics. No other platform provides the openness and data workload flexibility of Qubole while radically accelerating data lake adoption, reducing time to value, and lowering cloud data lake costs by 50 percent. Qubole’s Platform provides end-to-end data lake services such as cloud infrastructure management, data management, continuous data engineering, analytics, and machine learning with near-zero administration. Qubole is trusted by leading brands such as Expedia, Disney, Oracle, Gannett and Adobe to spur innovation and to transform their businesses for the era of big data. For more information, visit us at www.qubole.com.

**Average Rating:** 4.0/5.0

**Total Reviews:** 237

#### How Do G2 Users Rate Qubole?

- **Application:** 8.1/10 (Category avg: 8.5/10)
- **Managed Service:** 8.6/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.3/10 (Category avg: 8.2/10)
- **Ease of Admin:** 7.6/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Qubole?

- **Seller:** [Qubole](https://www.g2.com/sellers/qubole)
- **Year Founded:** 2011
- **HQ Location:** Santa Clara, CA
- **Twitter:** @qubole  
9,425 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cc13e762172697d6e721ae563618bfc1c0e24487d27c39920e5615ac5e252b7a&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2531735%2F&secure%5Burl_type%5D=linkedin_company_website)  
24 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Software Engineer, Data Scientist
- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 51% Large, 44% Medium

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

**["Qubole is an amazing data lake platform for analytics"](https://www.g2.com/survey_responses/qubole-review-5474365)**

**Rating:** 5.0/5.0 stars

_— Parth C._

[Read full review](https://www.g2.com/survey_responses/qubole-review-5474365)

**[""Great and easy to implement tool to manage big data""](https://www.g2.com/survey_responses/qubole-review-7111868)**

**Rating:** 5.0/5.0 stars

_— Muhammad D._

[Read full review](https://www.g2.com/survey_responses/qubole-review-7111868)

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

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

### [ILUM](https://www.g2.com/products/ilum-ilum/reviews)

Ilum: A Data Platform Built by Data Engineers, for Data Engineers Ilum is a Data Lakehouse platform that unifies data management, distributed processing, analytics, and AI workflows for AI engineers, data engineers, data scientists, and analysts. It belongs to the Data Platform, Data Lakehouse, and Data Engineering software categories and supports flexible deployment across cloud, on-premise, and hybrid environments. Ilum enables technical teams to build, operate, and scale modern data infrastructure using open standards. It integrates tools for batch processing, stream processing, notebook-based exploration, workflow orchestration, and business intelligence, All In a Single Platform. Ilum supports modern open table formats like Delta Lake, Apache Iceberg, Apache Hudi, and Apache Paimon. It also offers native integration with Apache Spark and Trino for compute, with Apache Flink support currently in development. Key features include: - SQL Editor: Query Delta, Iceberg, Hudi, or Spark SQL with autocomplete, result previews, and metadata inspection. - Data Lineage & Catalog: Visualize data flow using OpenLineage and explore datasets through a searchable Data Catalog. - Notebook Integration: Use built-in Jupyter notebooks pre-wired to Spark, metadata, and your data environment for exploration or modeling. - Spark Job Management: Submit, monitor, and debug Spark jobs with integrated logs, metrics, scheduling, and a built-in Spark History Server. - Trino Support: Run federated queries across multiple data sources using Trino directly from within Ilum. - Declarative Pipelines: Define repeatable ETL and analytics pipelines, with dependency tracking and recovery logic. - Automatic ERD Diagrams: Instantly generate ER diagrams from schemas to aid in data understanding and onboarding. - ML Experimentation & Tracking: Includes MLflow for managing experiments, tracking parameters, metrics, and artifacts, fully integrated with notebooks and data pipelines to streamline model development workflows. - AI Integration & Deployment: Supports both classical ML and modern AI use cases, including GenAI workflows, vector search, and embedding-based applications. Models can be registered, versioned, and deployed for inference within declarative pipelines. - Built-in AI Agent Interface: Ilum integrates, providing a GPT-style interface to interact with your data, trigger pipelines, generate SQL, or explore metadata using natural language, bringing GenAI capabilities directly into your data platform. - BI Dashboards: Native support for Apache Superset, with JDBC integration for Tableau, Power BI, and other BI tools. Additional highlights: - Multi-Cluster Management: Connect multiple Spark or Kubernetes clusters to scale and isolate workloads. - Fine-Grained Access Control: LDAP, OAuth2, and Hydra integration for secure, role-based access. - Hybrid Ready: Designed to replace Databricks or Cloudera in environments where cloud adoption is partial, regulated, or not possible.

**Average Rating:** 4.9/5.0

**Total Reviews:** 23

#### How Do G2 Users Rate ILUM?

- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 9.2/10 (Category avg: 8.5/10)

#### Who Is the Company Behind ILUM?

- **Seller:** [Ilum](https://www.g2.com/sellers/ilum)
- **Company Website:** ilum.cloud
- **Year Founded:** 2019
- **HQ Location:** Santa Fe, US
- **Twitter:** @IlumCloud  
19 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=1fbd1d37d0b9f349ede11be8e26481a08073e5b7f53b306080db734d9789f8fb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Filum-cloud%2F&secure%5Burl_type%5D=linkedin_company_website)  
4 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Telecommunications
- **Company Size:** 52% Large, 35% Medium

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of ILUM, enjoying seamless integration and a smooth workflow for managing data.
- Users value the **seamless integration** of ILUM with existing systems, enhancing efficiency in data management and analytics.
- Users appreciate the **seamless integrations** of ILUM, enhancing data management and analytics with a unified, efficient platform.
- Users value the **quick and seamless setup** of ILUM, appreciating its ease of integration and efficiency.
- Users appreciate the **easy integrations** of ILUM, smoothly fitting into existing systems without major rewrites.

##### Cons

- Users find the **complex setup** for advanced configurations of ILUM can be challenging for newcomers to navigate.
- Users find the **difficult setup** process of ILUM challenging, requiring significant effort and experimentation to optimize configurations.
- Users find the **learning curve steep** for advanced features in ILUM, requiring time to adapt and configure settings.
- Users note that **UI improvements** are needed for easier access to advanced settings and configurations in ILUM.
- Users find some aspects of ILUM's setup **complex and unintuitive** , requiring considerable effort to configure effectively.

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

**["From Hadoop to K8s with lower TCO"](https://www.g2.com/survey_responses/ilum-review-11862422)**

**Rating:** 5.0/5.0 stars

_— Mark D._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11862422)

**["Seamless Integration and Unified Features for Advanced Users"](https://www.g2.com/survey_responses/ilum-review-11904273)**

**Rating:** 5.0/5.0 stars

_— Jan L._

[Read full review](https://www.g2.com/survey_responses/ilum-review-11904273)

### [SAP Business Data Cloud](https://www.g2.com/products/sap-business-data-cloud/reviews)

SAP Business Data Cloud is a fully managed software-as-a-service (SaaS) solution that unifies and governs SAP data and connects with third-party data. As an evolution of the company's data, planning, and analytics solutions, SAP Business Data Cloud brings together SAP Datasphere, SAP Analytics Cloud, and SAP Business Warehouse with a unified experience that delivers insights across all lines of business. In addition, SAP Databricks is natively available in Business Data Cloud - bringing the power of Databricks Data Intelligence Platform capabilities to the product. SAP Business Data Cloud connects data by leveraging business data fabric principles, making it easier to discover, share, govern, and model this data. It includes SAP Databricks as a first-party data service. The platform combines prebuilt applications and data products across all lines of business. It provides fully managed, curated data products across all lines of business and eliminate the costs of data extracts. Users can build on SAP’s curated data products with their domain expertise, and deliver Intelligent Applications through the Business Data Cloud ecosystem. These intelligent applications are adaptive, AI-powered applications that learn from your data, understand business context, and act on your behalf to transform business outcomes.

**Average Rating:** 4.2/5.0

**Total Reviews:** 75

#### How Do G2 Users Rate SAP Business Data Cloud?

- **Ease of Admin:** 7.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind SAP Business Data Cloud?

- **Seller:** [SAP](https://www.g2.com/sellers/sap)
- **Company Website:** www.sap.com
- **Year Founded:** 1972
- **HQ Location:** Walldorf
- **Twitter:** @SAP  
297,052 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=8fd712dbd816fadfc039a60dcf8c1a3d6a48469756075586fa0be3da7e4b74d7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsap%2F&secure%5Burl_type%5D=linkedin_company_website)  
141,955 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 39% Large, 29% Small

#### What Do G2 Reviewers Say About SAP Business Data Cloud?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of SAP Business Data Cloud, benefiting from streamlined access to trusted data.
- Users value the **seamless data integration** and robust governance of SAP Business Data Cloud, enhancing organizational efficiency.
- Users value the **integration capabilities** of SAP Business Data Cloud, effectively unifying data from diverse sources for enhanced efficiency.
- Users value the **single, trusted view of data** offered by SAP Business Data Cloud, enhancing efficiency and organization.
- Users value the **seamless integration** capabilities of SAP Business Data Cloud, enhancing data management and decision-making efficiency.

##### Cons

- Users find the **setup complexity** of SAP Business Data Cloud daunting, especially for hybrid environments and data integration.
- Users face a **difficult learning curve** due to the complexity and advanced features of SAP Business Data Cloud.
- Users face **integration issues** with SAP Business Data Cloud, making setup and configuration challenging in hybrid environments.
- Users highlight the **high costs** associated with SAP Business Data Cloud for large-scale implementations, affecting budget considerations.
- Users note a **steep learning curve** , making it challenging for new users to navigate SAP Business Data Cloud effectively.

#### What Are Recent G2 Reviews of SAP Business Data Cloud?

**["Unify SAP and non-SAP data"](https://www.g2.com/survey_responses/sap-business-data-cloud-review-12851557)**

**Rating:** 4.0/5.0 stars

_— Maria Francesca I._

[Read full review](https://www.g2.com/survey_responses/sap-business-data-cloud-review-12851557)

**["Centralized Data Management with User-Friendly UI"](https://www.g2.com/survey_responses/sap-business-data-cloud-review-12609585)**

**Rating:** 4.0/5.0 stars

_— Tejas Kumar V._

[Read full review](https://www.g2.com/survey_responses/sap-business-data-cloud-review-12609585)

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

Spotlight Categories

[Digital Adoption Platforms](https://www.g2.com/categories/digital-adoption-platform)

[Cloud Content Collaboration Software](https://www.g2.com/categories/cloud-content-collaboration)

[AI Sales Assistant Software](https://www.g2.com/categories/ai-sales-assistant)

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

[Communication Platform as a Service (cPaaS) Platforms](https://www.g2.com/categories/communication-platform-as-a-service)

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)