Best Data Science and Machine Learning Platforms - Page 70

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

Total Products under this Category: 1,540

Category Stats (Sep 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Anyscale (+4.14%) - Among all products in this category, Anyscale recorded the largest rating increase compared to last month

Last updated: September 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
  • 14,500+ Authentic Reviews
  • 1,540+ 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

Highlighted products: Databricks, Gemini Enterprise Agent Platform, SAS Viya, Google Cloud AutoML, IBM watsonx.data, Snowflake, 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=ibm-watsonx-data&focus%5B%5D=snowflake&focus%5B%5D=matlab&focus%5B%5D=hex-tech-hex)

Ottogrid

Ottogrid is an advanced data automation platform designed to streamline and enhance data enrichment and extraction processes for businesses. By integrating with trusted data providers like Hunter.io, Apollo, Proxycurl, and Crunchbase, Ottogrid delivers accurate and up-to-date information, enabling organizations to automate complex tasks at scale with improved accuracy and reliability. Key Features and Functionality: - Data Enrichment Tools: Ottogrid offers comprehensive tools for enriching data related to companies, individuals, and contacts. Users can gather professional information, retrieve detailed company data, identify individuals in specific roles, and validate email addresses, all through a unified interface. - Automations: The platform enables users to create automated workflows that trigger actions based on specific events within their data tables. For instance, upon completion of a data enrichment process, Ottogrid can automatically send real-time notifications to a Slack channel, keeping teams informed without manual intervention. - Integrations: Ottogrid seamlessly connects with various external tools and systems, including Slack, Airtable, HubSpot, and Salesforce. These integrations facilitate the synchronization and centralization of data workflows, enhancing efficiency and collaboration across platforms. - Knowledge Bases: Users can create and manage knowledge bases containing text and file uploads, providing additional context for AI executions. This feature ensures that the AI considers relevant information when generating results, leading to more accurate and context-aware outputs. Primary Value and Problem Solved: Ottogrid addresses the challenges associated with manual data research and enrichment by automating these processes, thereby saving time and reducing errors. Its scalable architecture allows businesses to handle large-scale data tasks efficiently, making it an ideal solution for organizations seeking to enhance their data-centric workflows. By providing tools for data enrichment, automation, and integration, Ottogrid empowers users to focus on strategic decision-making rather than time-consuming manual data handling.

Who Is the Company Behind Ottogrid?

  • Seller: Cognosys
  • Year Founded: 2023
  • HQ Location: Vancouver, CA
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

outerspan

OuterSpan is a comprehensive platform designed to streamline and enhance the management of complex projects and workflows. It offers a suite of tools that facilitate efficient collaboration, task automation, and real-time progress tracking, enabling teams to deliver projects on time and within budget. Key Features and Functionality: - Project Management: Provides intuitive tools for planning, scheduling, and monitoring project tasks and milestones. - Collaboration Tools: Enables seamless communication and document sharing among team members, fostering a collaborative work environment. - Task Automation: Automates repetitive tasks to increase efficiency and reduce manual errors. - Real-Time Analytics: Offers dashboards and reports that provide insights into project performance and resource utilization. - Integration Capabilities: Supports integration with various third-party applications to enhance functionality and adaptability. Primary Value and User Solutions: OuterSpan addresses the challenges of managing complex projects by providing a centralized platform that enhances team collaboration, automates routine tasks, and delivers real-time insights. This leads to improved productivity, better resource management, and successful project outcomes for organizations of all sizes.

Who Is the Company Behind outerspan?

Outlierdb

Outlier Database is a specialized platform designed to enhance the learning and application of Brazilian Jiu-Jitsu (BJJ) techniques. It offers a comprehensive collection of sequences, resources, and highlights that cater to practitioners aiming to deepen their understanding and improve their skills in BJJ. Key Features and Functionality: - Extensive Technique Library: Provides a vast array of BJJ techniques, including detailed sequences and instructional resources, covering various positions, submissions, and transitions. - Curated Highlights: Features curated highlights from notable BJJ practitioners, offering insights into effective strategies and movements. - User-Friendly Interface: Designed with an intuitive interface that allows users to easily navigate through content, search for specific techniques, and access related resources. - Regular Updates: Continuously updated with new content to ensure users have access to the latest techniques and instructional materials. Primary Value and User Solutions: Outlier Database addresses the need for a centralized, accessible repository of BJJ knowledge. It solves the challenge practitioners face in finding reliable and organized instructional content by offering a platform where they can systematically study and refine their techniques. Whether for beginners seeking foundational knowledge or advanced practitioners aiming to expand their repertoire, Outlier Database serves as a valuable tool for continuous learning and skill enhancement in Brazilian Jiu-Jitsu.

Who Is the Company Behind Outlierdb?

Outree AI

Outree AI is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Outree AI enables organizations to extract meaningful insights, automate complex processes, and enhance decision-making capabilities. Its user-friendly interface ensures accessibility for both technical and non-technical users, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Analysis and Visualization: Outree AI offers robust tools for analyzing large datasets and presenting findings through intuitive visualizations, aiding in the identification of trends and patterns. - Automated Machine Learning: The platform automates the creation and deployment of machine learning models, reducing the need for extensive coding and accelerating the development cycle. - Natural Language Processing (NLP): Outree AI's NLP capabilities allow for the processing and understanding of human language, enabling applications such as sentiment analysis and chatbots. - Predictive Analytics: By utilizing historical data, the platform provides predictive insights to inform strategic decisions and anticipate future outcomes. - Scalability and Integration: Designed to scale with business growth, Outree AI integrates seamlessly with various data sources and third-party applications, ensuring flexibility and adaptability. Primary Value and Solutions Provided: Outree AI addresses the challenge of harnessing vast amounts of data by providing a comprehensive solution that simplifies data analysis and machine learning processes. It empowers businesses to make data-driven decisions with confidence, enhances operational efficiency through automation, and fosters innovation by uncovering hidden opportunities within data. By reducing the complexity associated with AI implementation, Outree AI democratizes access to advanced analytics, enabling organizations of all sizes to leverage the power of artificial intelligence.

Who Is the Company Behind Outree AI?

OverMind

Who Is the Company Behind OverMind?

  • Seller: OverMind
  • Year Founded: 2016
  • HQ Location: São Paulo, BR
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Overstand Labs

Overstand Labs offers a comprehensive suite of tools designed to enhance data analysis and visualization capabilities for businesses and researchers. Their platform integrates advanced analytics, machine learning algorithms, and interactive dashboards to transform complex datasets into actionable insights. By streamlining data processing and interpretation, Overstand Labs empowers users to make informed decisions efficiently. Key Features and Functionality: - Advanced Analytics: Utilize sophisticated algorithms to uncover patterns and trends within large datasets. - Machine Learning Integration: Implement predictive models to forecast outcomes and inform strategic planning. - Interactive Dashboards: Create customizable visual representations of data for intuitive analysis and reporting. - Data Integration: Seamlessly connect with various data sources to consolidate information in one platform. - Collaboration Tools: Share insights and collaborate with team members in real-time to enhance decision-making processes. Primary Value and Solutions: Overstand Labs addresses the challenge of managing and interpreting vast amounts of data by providing a user-friendly platform that simplifies complex analyses. By offering tools that automate data processing and visualization, it reduces the time and expertise required to derive meaningful insights. This enables organizations to make data-driven decisions swiftly, improving operational efficiency and strategic outcomes.

Who Is the Company Behind Overstand Labs?

Oxygen

Oxygen is an agent-native data platform designed to revolutionize how businesses harness their data. By integrating AI-driven agents, Oxygen automates the entire data lifecycle—from extraction and transformation to semantic modeling and the deployment of data products. This comprehensive approach enables organizations to build and deploy data applications, dashboards, and workflows with unprecedented speed and efficiency. Key Features and Functionality: - Agent-Native Architecture: Oxygen's platform is built around AI agents that automate data integration, transformation, and analysis, reducing manual effort and accelerating development cycles. - Full-Stack Integration: The platform combines data ingestion, transformation, semantic modeling, and application deployment into a unified system, eliminating the need for multiple disparate tools. - Composable Design: Oxygen is modular by design, allowing seamless integration with existing data stacks or functioning as a standalone solution, providing flexibility to meet diverse business needs. - Lightweight and Efficient: Powered by technologies like Rust and DuckDB, Oxygen offers a lean infrastructure that operates efficiently, reducing costs associated with traditional data platforms. - Open Standards: Built on open-source technologies, Oxygen ensures transparency and avoids vendor lock-in, fostering trust and adaptability. Primary Value and Problem Solved: Oxygen addresses the complexity and fragmentation inherent in traditional data platforms by offering a unified, AI-driven solution. It empowers businesses to rapidly develop and deploy data-driven applications and workflows, significantly reducing time-to-value. By automating routine data processes and providing a cohesive platform, Oxygen enables organizations to focus on deriving actionable insights and driving strategic decisions, thereby enhancing operational efficiency and competitive advantage.

Who Is the Company Behind Oxygen?

Oya AI

Oya AI is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Oya AI enables organizations to extract meaningful insights, automate complex processes, and enhance decision-making capabilities. Its intuitive interface and robust analytics tools make it accessible to both technical and non-technical users, fostering a data-driven culture across various industries. Key Features and Functionality: - Data Integration: Seamlessly connects with multiple data sources, ensuring comprehensive data aggregation and analysis. - Predictive Analytics: Utilizes sophisticated algorithms to forecast trends and outcomes, aiding in proactive strategy development. - Automated Reporting: Generates real-time reports and visualizations, simplifying the interpretation of complex datasets. - Customizable Dashboards: Offers user-friendly dashboards that can be tailored to specific business needs and preferences. - Scalability: Adapts to the growing data demands of businesses, ensuring consistent performance as data volumes increase. Primary Value and Solutions Provided: Oya AI addresses the challenge of data overload by transforming raw information into actionable insights. It empowers businesses to make informed decisions swiftly, optimize operations, and identify new opportunities for growth. By automating routine data analysis tasks, Oya AI reduces the potential for human error and frees up valuable time for strategic initiatives. Its scalability ensures that as a business grows, its data analytics capabilities grow in tandem, providing a sustainable solution for long-term success.

Who Is the Company Behind Oya AI?

  • Seller: Oya AI
  • Year Founded: 2025
  • HQ Location: SF, US
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Pagaya

Pagaya is a global technology company that leverages artificial intelligence (AI) and machine learning to transform the financial services ecosystem. By integrating its proprietary AI-driven solutions, Pagaya enables financial institutions to expand their credit offerings, approve more customers, and manage risk effectively. The company's network connects over 31 lending partners with more than 135 institutional investors, facilitating seamless loan origination and funding processes. Key Features and Functionality: - AI-Powered Credit Analysis: Utilizes advanced machine learning models trained on extensive loan application data to assess creditworthiness, allowing for real-time, data-driven lending decisions. - Seamless API Integration: Offers easy integration with existing loan origination systems, enabling instant submission and processing of customer loan applications without latency. - Diverse Loan Product Support: Supports a wide range of loan products, including personal loans, auto loans, and point-of-sale financing, allowing partners to expand their lending portfolios. - Built-in Compliance and Security: Ensures adherence to U.S. regulations, fair lending practices, and data security standards, providing partners with a compliant and secure lending framework. Primary Value and Solutions Provided: Pagaya addresses the challenge of limited credit access by enabling financial institutions to approve more borrowers without increasing credit risk. By expanding the credit box, partners can retain more customers, grow their portfolios, and deepen customer relationships. The AI-driven approach ensures that lending decisions are both efficient and accurate, leading to higher customer satisfaction and long-term retention.

Who Is the Company Behind Pagaya?

  • Seller: Pagaya
  • Year Founded: 2016
  • HQ Location: New York, New York, United States
  • LinkedIn® Page: www.linkedin.com
    469 employees on LinkedIn®

Palette

Who Is the Company Behind Palette?

  • Seller: Palette
  • Year Founded: 2022
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Palona AI

Palona AI is an advanced artificial intelligence platform designed to revolutionize the way businesses analyze and interpret data. By leveraging cutting-edge machine learning algorithms, Palona AI enables organizations to extract meaningful insights from complex datasets, facilitating informed decision-making and strategic planning. Its intuitive interface and robust analytical tools make it accessible to users across various industries, empowering them to harness the full potential of their data assets. Key Features and Functionality: - Data Integration: Seamlessly connects with multiple data sources, ensuring comprehensive analysis without the need for manual data consolidation. - Predictive Analytics: Utilizes sophisticated algorithms to forecast trends and outcomes, aiding in proactive strategy development. - Natural Language Processing (NLP): Processes and understands human language, allowing for the analysis of unstructured data such as customer feedback and social media content. - Customizable Dashboards: Offers user-friendly dashboards that can be tailored to display relevant metrics and visualizations, enhancing data interpretation. - Automated Reporting: Generates detailed reports automatically, saving time and reducing the potential for human error. Primary Value and Solutions Provided: Palona AI addresses the challenge of data overload by transforming vast amounts of raw information into actionable insights. It empowers businesses to make data-driven decisions with confidence, leading to improved operational efficiency, enhanced customer experiences, and a competitive edge in the market. By automating complex analytical processes, Palona AI reduces the reliance on specialized data science teams, making advanced analytics accessible to a broader range of users within an organization.

Who Is the Company Behind Palona AI?

  • Seller: Palona AI
  • Year Founded: 2024
  • HQ Location: Menlo Park, US
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026