# Best 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
- 14,300+ 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=1308796&focus%5B%5D=24457&focus%5B%5D=162504)

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

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=ibm-watsonx-data&focus%5B%5D=matlab&focus%5B%5D=hex-tech-hex)

**Sponsored**

### ILUM

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.

[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=2026-08-13T02%3A21%3A07Z&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=1416491&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%3FhsCtaTracking%3De3fe859b-0d36-4cf8-85cf-2151a5747412%257Cf061fa73-bd90-460e-a7f8-942511082d38%26page%3D3&secure%5Btoken%5D=67d98313801fa7c55f5e1f732ff71431eead4a7c4ed1a4d479b37cf0e00a67de&secure%5Burl%5D=https%3A%2F%2Filum.cloud%2F%3Futm%3Dg2&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)

### [BigML](https://www.g2.com/products/bigml/reviews)

Enjoy the power of Programmatic Machine Learning

**Average Rating:** 4.7/5.0

**Total Reviews:** 24

#### How Do G2 Users Rate BigML?

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

#### Who Is the Company Behind BigML?

- **Seller:** [BigML](https://www.g2.com/sellers/bigml)
- **Year Founded:** 2011
- **HQ Location:** Corvallis, OR
- **Twitter:** @bigmlcom  
6,077 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=80cce49a7b1ffac6d8e99f8f7517a0f09adeef591afbe9d9a55b84fb66c05186&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1742510&secure%5Burl_type%5D=linkedin_company_website)  
28 employees on LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Senior Software Engineer, Software Engineer
- **Top Industries:** Computer Software
- **Company Size:** 88% Small, 8% Medium

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

**["My Experience about BigML"](https://www.g2.com/survey_responses/bigml-review-8076641)**

**Rating:** 4.5/5.0 stars

_— Siddharth S._

[Read full review](https://www.g2.com/survey_responses/bigml-review-8076641)

**["Machine Learning Platform with cloud based for Data processing"](https://www.g2.com/survey_responses/bigml-review-8031197)**

**Rating:** 4.5/5.0 stars

_— Nitin Y._

[Read full review](https://www.g2.com/survey_responses/bigml-review-8031197)

### [Qlik Predict](https://www.g2.com/products/qlik-predict/reviews)

Qlik AutoML (automated machine learning) brings AI-generated machine learning models and predictive analytics directly to your organization’s larger community of analytics users and teams, in a simple user experience focused on augmenting their intuition through machine intelligence. With AutoML, you can easily generate machine learning models, make predictions, and plan decisions – all within an intuitive, code-free user interface. Machine learning (ML) is a branch of artificial intelligence (AI) focused on the process of recognizing patterns in historical data to predict outcomes in the future. ML uses historically observed data as an input, applies a mathematical process against that data, and creates an output called a machine learning model based on patterns in historical data. This model can then be used to make future predictions and test scenarios.

**Average Rating:** 4.4/5.0

**Total Reviews:** 78

#### How Do G2 Users Rate Qlik Predict?

- **Application:** 8.3/10 (Category avg: 8.5/10)
- **Managed Service:** 8.2/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 7.8/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.7/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Qlik Predict?

- **Seller:** [Qlik](https://www.g2.com/sellers/qlik)
- **Year Founded:** 1993
- **HQ Location:** Radnor, PA
- **Twitter:** @qlik  
64,130 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=cd147c14c7daf80e08bf113d2cae24ca3693e49a87c147350c31e8b0961c7297&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F10162%2F&secure%5Burl_type%5D=linkedin_company_website)  
4,551 employees on LinkedIn®
- **Phone:** 1 (888) 994-9854

#### Who Uses This Product?

- **Who Uses This:** Data Analyst
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 38% Large, 31% Small

#### What Do G2 Reviewers Say About Qlik Predict?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **automation features** of Qlik Predict, enabling quick and easy model building without extensive technical skills.
- Users appreciate the **ease of use** of Qlik Predict, experiencing an intuitive no-code interface for hassle-free implementation.
- Users value the **seamless AI integration** of Qlik Predict, enhancing efficiency in building and deploying predictive models.
- Users appreciate the **intuitive no-code interface** of Qlik Predict, enabling quick model creation without technical expertise.
- Users praise the **user-friendly AI capabilities** of Qlik Predict, enabling easy implementation of predictive models without coding.

##### Cons

- Users find the **limited customization** of Qlik Predict restricts advanced functionalities and deployment flexibility.
- Users face **deployment issues** with Qlik Predict, as options are limited and lack flexibility for external integrations.
- Users note the **limited features** of Qlik Predict, especially in customization and deployment flexibility for advanced needs.
- Users must have **required knowledge of data science** to effectively optimize models and interpret results with Qlik Predict.
- Users find the **tool limitations** of Qlik Predict restrict customization and flexibility for advanced model development.

#### What Are Recent G2 Reviews of Qlik Predict?

**["Qlik AutoML"](https://www.g2.com/survey_responses/qlik-predict-review-11001365)**

**Rating:** 4.0/5.0 stars

_— Anju P._

[Read full review](https://www.g2.com/survey_responses/qlik-predict-review-11001365)

**["Describe your experience in one short sentence."](https://www.g2.com/survey_responses/qlik-predict-review-11007278)**

**Rating:** 5.0/5.0 stars

_— Cristian C._

[Read full review](https://www.g2.com/survey_responses/qlik-predict-review-11007278)

#### What Are G2 Users Discussing About Qlik Predict?

- [How does the NZXT Kraken work?](https://www.g2.com/discussions/how-does-the-nzxt-kraken-work)
- [Is the NZXT Kraken water cooling?](https://www.g2.com/discussions/is-the-nzxt-kraken-water-cooling)
- [Which NZXT Kraken is the best?](https://www.g2.com/discussions/which-nzxt-kraken-is-the-best)
- [Does the NZXT Kraken come with fans?](https://www.g2.com/discussions/does-the-nzxt-kraken-come-with-fans)

### [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:** 1,055

#### 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, Information Technology and Services
- **Company Size:** 50% 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)

### [Dataloop](https://www.g2.com/products/dataloop-dataloop/reviews)

Dataloop is a cutting-edge AI Development Platform that's transforming the way organizations build AI applications. Our platform is meticulously crafted to cater to developers at the heart of the AI development process, making it simpler and more intuitive to work with data and AI models. Our comprehensive solution spans the full AI development lifecycle, offering tools and functionalities that streamline data management, annotation, model selection, and deployment. Dataloop's platform is built with a focus on collaboration, allowing developers, data scientists, and engineers to work together seamlessly, breaking down traditional silos and fostering innovation. Key features include an intuitive drag-and-drop interface for constructing data pipelines, a vast library of pre-built AI elements and models, and robust data curation and annotation capabilities. These features are designed to empower developers to rapidly prototype, iterate, and deploy AI solutions, keeping pace with the fast-evolving demands of the market. Dataloop is committed to advancing AI development by providing a developer-centric platform that addresses the complexities and challenges of AI and data management. Our vision is to democratize AI development, enabling every organization to harness the power of AI and drive forward their innovative solutions.

**Average Rating:** 4.4/5.0

**Total Reviews:** 87

#### How Do G2 Users Rate Dataloop?

- **Application:** 8.7/10 (Category avg: 8.5/10)
- **Managed Service:** 8.6/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 8.6/10 (Category avg: 8.2/10)
- **Ease of Admin:** 8.8/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Dataloop?

- **Seller:** [Dataloop](https://www.g2.com/sellers/dataloop)
- **Year Founded:** 2017
- **HQ Location:** Herzliya, IL
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=da9efd7c177fd7b05cc561f5bccd297b04f67ce9561db7a8c8492155b1c98891&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdataloop&secure%5Burl_type%5D=linkedin_company_website)  
52 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software, Information Technology and Services
- **Company Size:** 39% Medium, 33% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Dataloop, finding the intuitive UI and annotation simple and effective.
- Users appreciate the **annotation efficiency** of Dataloop, enjoying a simple interface that enhances the overall experience.
- Users value the **easy annotation** capabilities of Dataloop, benefitting from its simple and intuitive interface.
- Users love the **simple and easy-to-navigate interface** of Dataloop, enhancing their overall experience with the tool.
- Users appreciate the **easy integrations** of Dataloop, enhancing their existing workflows effortlessly.

##### Cons

- Users find the **UI changes complicated** , making the overall experience with Dataloop less intuitive.
- Users find the **confusing syntax** of Dataloop frustrating, particularly after recent UI changes that impacted usability.
- Users find the **difficult navigation** due to UI changes to be confusing, impacting their overall experience.
- Users feel that the **lack of communication** from the community is hindering their overall experience with Dataloop.
- Users feel the lack of a **demo section for first-time users** hinders their onboarding experience with Dataloop.

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

**["I have had a smooth and convenient time every day I am working on Dataloop"](https://www.g2.com/survey_responses/dataloop-review-9624539)**

**Rating:** 5.0/5.0 stars

_— Mzamil J._

[Read full review](https://www.g2.com/survey_responses/dataloop-review-9624539)

**["A journey into Data workflow with Dataloop."](https://www.g2.com/survey_responses/dataloop-review-9633025)**

**Rating:** 4.0/5.0 stars

_— Dennis R._

[Read full review](https://www.g2.com/survey_responses/dataloop-review-9633025)

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

- [What are data annotations?](https://www.g2.com/discussions/dataloop-what-are-data-annotations) - 1 comment
- [What are data annotations?](https://www.g2.com/discussions/what-are-data-annotations) - 1 comment
- [Is Dataloop free?](https://www.g2.com/discussions/dataloop-is-dataloop-free) - 1 comment
- [Is Dataloop free?](https://www.g2.com/discussions/is-dataloop-free) - 1 comment
- [What are the industries that Dataloop supports?](https://www.g2.com/discussions/dataloop-what-are-the-industries-that-dataloop-supports) - 1 comment

### [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

### [Box Skills](https://www.g2.com/products/box-skills/reviews)

Box Skills is a framework that applies best-of-breed AI technologies from leading providers to your content in Box, creating structure and extracting insights from your data at scale.

**Average Rating:** 4.2/5.0

**Total Reviews:** 13

#### How Do G2 Users Rate Box Skills?

- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Box Skills?

- **Seller:** [Box](https://www.g2.com/sellers/box)
- **Year Founded:** 1998
- **HQ Location:** Redwood City, CA
- **Twitter:** @Box  
78,537 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=33b73f1928b030b5ee1a0294c3c427817ec2c067bc6330d1ec29cbcc41106e31&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbox%2F&secure%5Burl_type%5D=linkedin_company_website)  
4,311 employees on LinkedIn®
- **Ownership:** NYSE:BOX

#### Who Uses This Product?

- **Company Size:** 54% Medium, 31% Small

#### What Are Recent G2 Reviews of Box Skills?

**["Box Skills is the great solution to track unlimited data and documents. "](https://www.g2.com/survey_responses/box-skills-review-3777554)**

**Rating:** 5.0/5.0 stars

_— Jessica G._

[Read full review](https://www.g2.com/survey_responses/box-skills-review-3777554)

**["Box review of usage"](https://www.g2.com/survey_responses/box-skills-review-3838623)**

**Rating:** 4.5/5.0 stars

_— Srijith S._

[Read full review](https://www.g2.com/survey_responses/box-skills-review-3838623)

### [Infosys Nia](https://www.g2.com/products/infosys-nia/reviews)

Infosys Nia is a knowledge-based AI platform that brings machine learning together with the deep knowledge of an organization to drive automation and innovation and enables businesses to continuously reinvent their system landscapes.

**Average Rating:** 4.3/5.0

**Total Reviews:** 12

#### How Do G2 Users Rate Infosys Nia?

- **Application:** 8.0/10 (Category avg: 8.5/10)
- **Managed Service:** 8.7/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 9.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 7.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Infosys Nia?

- **Seller:** [Infosys](https://www.g2.com/sellers/infosys)
- **Year Founded:** 1981
- **HQ Location:** Bangalore, Karnataka
- **Twitter:** @Infosys  
517,883 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fdc83c420b4e122ae4387b47e0fd15c494c2cd2295a8916492eeaba8c962e3f0&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Finfosys&secure%5Burl_type%5D=linkedin_company_website)  
369,085 employees on LinkedIn®
- **Ownership:** NSE

#### Who Uses This Product?

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

#### What Are Recent G2 Reviews of Infosys Nia?

**["Pre-built connectors are time-saver"](https://www.g2.com/survey_responses/infosys-nia-review-9767248)**

**Rating:** 4.5/5.0 stars

_— Hoang D._

[Read full review](https://www.g2.com/survey_responses/infosys-nia-review-9767248)

**["Good end-to-end AI platform for enterprises"](https://www.g2.com/survey_responses/infosys-nia-review-9807316)**

**Rating:** 4.0/5.0 stars

_— Verified User in Computer Software_

[Read full review](https://www.g2.com/survey_responses/infosys-nia-review-9807316)

### [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

### [SAP HANA Cloud](https://www.g2.com/products/sap-hana-cloud-2025-10-01/reviews)

SAP HANA Cloud is a modern database-as-a-service (DBaaS) powering the next generation of intelligent data applications. SAP HANA Cloud offers a competitive edge by incorporating advanced machine learning and predictive tools grounded in modern data science. Its powerful in-memory performance safeguards efficient data processing. By securely storing vast amounts of data with its integrated multitier storage and handling various types on a single copy in its native multi-model database, SAP HANA Cloud simplifies data management and connects to other data sources. The seamless integration of these capabilities in a reliable, unified foundation makes it easier for developers to build high-demand intelligent data apps.

**Average Rating:** 4.3/5.0

**Total Reviews:** 521

#### How Do G2 Users Rate SAP HANA Cloud?

- **Application:** 10.0/10 (Category avg: 8.5/10)
- **Managed Service:** 9.4/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 10.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 7.9/10 (Category avg: 8.5/10)

#### Who Is the Company Behind SAP HANA Cloud?

- **Seller:** [SAP](https://www.g2.com/sellers/sap)
- **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®
- **Ownership:** NYSE:SAP

#### Who Uses This Product?

- **Who Uses This:** Consultant, SAP Consultant
- **Top Industries:** Information Technology and Services, Computer Software
- **Company Size:** 61% Large, 26% Medium

#### What Do G2 Reviewers Say About SAP HANA Cloud?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** with SAP HANA Cloud, enjoying seamless integration and smooth real-time analytics.
- Users appreciate the **easy integrations** of SAP HANA Cloud, enhancing their workflow and data management seamlessly.
- Users value the **smooth integration capabilities** of SAP HANA Cloud, enhancing efficiency and simplifying data management.
- Users value the **speed and responsiveness** of SAP HANA Cloud, making data handling efficient and streamlined.
- Users value the **flexible and elastic scalability** of SAP HANA Cloud, enhancing performance for data-intensive applications.

##### Cons

- Users find the **complexity of the setup** challenging, particularly for new users and integrations with other systems.
- Users find SAP HANA Cloud to be **expensive** , particularly for large data demands and advanced configurations requiring expertise.
- Users find the **learning curve challenging** , especially for teams new to HANA's concepts and SQL extensions.
- Users find the **difficult learning curve** of SAP HANA Cloud challenging, especially for new users and feature navigation.
- Users find the **complex setup** of SAP HANA Cloud challenging, particularly for newcomers and during initial provisioning.

#### What Are Recent G2 Reviews of SAP HANA Cloud?

**["Effortless Data Integration and Scalability"](https://www.g2.com/survey_responses/sap-hana-cloud-review-13233144)**

**Rating:** 4.5/5.0 stars

_— Verified User_

[Read full review](https://www.g2.com/survey_responses/sap-hana-cloud-review-13233144)

**["Efficient Transactions, But Time-Intensive Setup"](https://www.g2.com/survey_responses/sap-hana-cloud-review-12983922)**

**Rating:** 4.0/5.0 stars

_— Sumeet R._

[Read full review](https://www.g2.com/survey_responses/sap-hana-cloud-review-12983922)

### [DataRobot](https://www.g2.com/products/datarobot/reviews)

DataRobot’s enterprise AI platform democratizes data science with end-to-end automation for building, deploying, and managing machine learning models. This platform maximizes business value by delivering AI at scale and continuously optimizing performance over time. The company’s proven combination of cutting edge software and world-class AI implementation, training, and support services, empowers any organization – regardless of size, industry, or resources – to drive better business outcomes with AI.

**Average Rating:** 4.4/5.0

**Total Reviews:** 31

#### How Do G2 Users Rate DataRobot?

- **Application:** 5.0/10 (Category avg: 8.5/10)
- **Managed Service:** 1.7/10 (Category avg: 8.3/10)
- **Natural Language Understanding:** 0.0/10 (Category avg: 8.2/10)
- **Ease of Admin:** 7.5/10 (Category avg: 8.5/10)

#### Who Is the Company Behind DataRobot?

- **Seller:** [DataRobot](https://www.g2.com/sellers/datarobot)
- **Year Founded:** 2012
- **HQ Location:** Boston, Massachusetts
- **Twitter:** @DataRobot  
19,225 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=89c9e24da6d788dc433c6745ca09b189b87261921021a529df2781df784a2983&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2672915%2F&secure%5Burl_type%5D=linkedin_company_website)  
886 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 50% Small, 31% Medium

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

**["Empowers Non-Data Scientists to Build Solid Models"](https://www.g2.com/survey_responses/datarobot-review-13176444)**

**Rating:** 5.0/5.0 stars

_— Brauny N._

[Read full review](https://www.g2.com/survey_responses/datarobot-review-13176444)

**["DataRobot Streamlines the Full ML Lifecycle with Intuitive AutoML and Governance"](https://www.g2.com/survey_responses/datarobot-review-13208835)**

**Rating:** 4.5/5.0 stars

_— Atharva S._

[Read full review](https://www.g2.com/survey_responses/datarobot-review-13208835)

### [Plotly Dash Enterprise](https://www.g2.com/products/plotly-dash-enterprise/reviews)

Dash is the trusted solution for operationalizing Python models, allowing data science teams to focus on data and models, while still producing and deploying enterprise-ready apps. What would typically require a team of back-end developers, front-end developers and IT can all be done with Dash. It enables data science teams to build, design, deploy, and securely manage data-driven applications that align with your business goals. Companies can deliver on their data, analytic, and AI initiatives quickly and effectively -- no JavaScript, CSS, CronJobs or DevOps required.

**Average Rating:** 4.8/5.0

**Total Reviews:** 36

#### How Do G2 Users Rate Plotly Dash Enterprise?

- **Ease of Admin:** 8.3/10 (Category avg: 8.5/10)

#### Who Is the Company Behind Plotly Dash Enterprise?

- **Seller:** [Plotly](https://www.g2.com/sellers/plotly)
- **Year Founded:** 2013
- **HQ Location:** Montréal, CA
- **Twitter:** @plotlygraphs  
41,308 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=333261e482ab8eeda91d8b94f8944150fd0b5c49c67c2f514107b3eda84f9046&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F3327684%2F&secure%5Burl_type%5D=linkedin_company_website)  
107 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Computer Software
- **Company Size:** 47% Small, 31% Large

#### What Do G2 Reviewers Say About Plotly Dash Enterprise?

_AI-generated summary from verified user reviews_

##### Pros

- Users love the **ease of creating beautiful visualizations** with Drag-and-Drop features in Plotly Dash Enterprise.
- Users love the **coding ease** of Plotly Dash Enterprise, allowing simple chart creation through drag and drop functionality.
- Users value the **customer support** of Plotly Dash Enterprise, enhancing their experience with prompt and effective assistance.
- Users love the **intuitive dashboard management** of Plotly Dash Enterprise, enhancing efficiency with easy visualizations and SQL support.
- Users value the **ease of creating stunning visualizations** in Plotly Dash Enterprise, enhancing their data presentation experience.

#### What Are Recent G2 Reviews of Plotly Dash Enterprise?

**["Its the perfect Data Management"](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-10698270)**

**Rating:** 4.5/5.0 stars

_— Maria F._

[Read full review](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-10698270)

**["Dash Dominance in Creating Interactive Web Apps for Your Data Insights"](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-8889756)**

**Rating:** 5.0/5.0 stars

_— Uttam M._

[Read full review](https://www.g2.com/survey_responses/plotly-dash-enterprise-review-8889756)

#### What Are G2 Users Discussing About Plotly Dash Enterprise?

- [What are 3 benefits of a dashboard?](https://www.g2.com/discussions/dash-what-are-3-benefits-of-a-dashboard)
- [What is the best dashboard software?](https://www.g2.com/discussions/dash-what-is-the-best-dashboard-software)
- [How good is Dash?](https://www.g2.com/discussions/how-good-is-dash)
- [What is the function of a dashboard?](https://www.g2.com/discussions/what-is-the-function-of-a-dashboard)

### [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)

- [‹ Prev‹ Prev](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=2#product-list)
- [1](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score#product-list)
- [2](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=2#product-list)
- 3
- [4](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=4#product-list)
- [5](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=5#product-list)
- [6](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=6#product-list)
- [7](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=7#product-list)
- …
- [69](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=69#product-list)
- [70](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=70#product-list)
- [Next ›Next ›](/categories/data-science-and-machine-learning-platforms?open_modal_url=%2Fproducts%2Fclarifai%2Fwishlists%3Fhost_path%3D%252Fcategories%252Fdata-science-and-machine-learning-platforms%26source%3Dcategory&order=g2_score&page=4#product-list)

Spotlight Categories

[Restaurant POS Systems](https://www.g2.com/categories/restaurant-pos)

[Sales Engagement Software](https://www.g2.com/categories/sales-engagement)

[Low-Code Development Platforms](https://www.g2.com/categories/low-code-development-platforms)

[Integration Platform as a Service (iPaaS) Solutions](https://www.g2.com/categories/ipaas)

[E-commerce Fraud Protection Software](https://www.g2.com/categories/e-commerce-fraud-protection)

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)

 ![Bijou Barry](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Bijou Barry")
BB

Researched and written by [Bijou Barry](https://research.g2.com/insights/author/bijou-barry)

Updated April 22, 2026

Data science and machine learning (DSML) platforms provide tools to build, deploy, and monitor machine learning (ML) algorithms by combining data with intelligent, decision-making models to support business solutions. These platforms may offer prebuilt algorithms and visual workflows for nontechnical users or require more advanced development skills for complex model creation.

Core capabilities of data science and machine learning (DSML) software

To qualify for inclusion in the Data Science and Machine Learning (DSML) Platforms category, a product must:

- Present a way for developers to connect data to algorithms so they can learn and adapt
- Allow users to create ML algorithms and offer prebuilt algorithms for novice users
- Provide a platform for deploying AI at scale

How DSML software differs from other tools

DSML platforms differ from traditional platform-as-a-service (PaaS) offerings by providing ML–specific functionality, such as prebuilt algorithms, model training workflows, and automated features that reduce the need for extensive data science expertise.

Insights from G2 Reviews on DSML software

According to G2 review data, users highlight the value of streamlined model development, ease of deployment, and options that support both nontechnical and advanced practitioners through visual interfaces or coding-based workflows.

Show More