Best Data Science and Machine Learning Platforms - Page 88

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

Total Products under this Category: 1,648

Category Stats (Oct 2026)

  • Average Rating: 4.46/5 (↓0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Braintrust Data (+1.99%) - Among all products in this category, Braintrust Data recorded the largest rating increase compared to last month

Last updated: October 21, 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
  • 14,700+ Authentic Reviews
  • 1,648+ 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 platform, SAS Viya, Google Cloud AutoML, IBM watsonx.data, Snowflake, MATLAB, 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-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=dataiku)

Roboto AI

Roboto AI is a comprehensive analytics platform designed to streamline the management, processing, and analysis of complex robotics data. It enables robotics teams to efficiently handle large, multimodal logs, transforming raw data into actionable insights that enhance the development and deployment of safe and reliable robotic systems. Key Features and Functionality: - Data Management: Organize and retrieve robotics logs by creating datasets, adding metadata, and sharing insights within teams. - Automated Processing: Utilize actions to process and analyze logs, automate reviews, and generate custom reports. - Event Annotation: Highlight critical moments in robotics data, such as anomalies or obstacles, by creating events manually or generating them automatically. - Advanced Search: Employ powerful multimodal queries to find specific data points, uncover patterns, and identify edge cases. - Visualization Tools: Visualize data from diverse log formats, including ROS, PX4, and custom formats, to gain deeper insights. - SDK and CLI Access: Programmatically interact with Roboto through the Python SDK and CLI, facilitating integration with existing tools and workflows. Primary Value and Problem Solved: Roboto AI addresses the challenges associated with managing and analyzing the vast amounts of complex data generated by robotic systems. By providing tools for efficient data organization, automated processing, and insightful analysis, Roboto AI empowers robotics teams to accelerate development cycles, improve system reliability, and scale operations effectively. This leads to faster identification of issues, enhanced performance monitoring, and more informed decision-making throughout the robotics development lifecycle.

Who Is the Company Behind Roboto AI?

RootCause.ai

RootCause.ai is a Causal AI platform that explains why outcomes change and how to influence them. It ingests messy, multi-source enterprise data, discovers the true drivers of performance, and lets teams run what-if simulations before committing to decisions. The result is faster analysis, clearer tradeoffs, and decisions you can defend. Traditional causal analysis has been gated behind specialist teams, long data engineering projects, and large budgets. RootCause.ai removes those barriers with a generalized approach that works directly on raw data wherever it lives.

Who Is the Company Behind RootCause.ai?

  • Seller: RootCause.ai
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: linkedin.com
    7 employees on LinkedIn®

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How it works

RootSense

RootSense is an advanced platform designed to revolutionize the way organizations manage and analyze their data. By leveraging cutting-edge technology, RootSense offers a comprehensive suite of tools that enable users to extract meaningful insights, streamline operations, and drive informed decision-making processes. Key Features and Functionality: - Data Integration: Seamlessly connect and consolidate data from multiple sources, ensuring a unified and accurate dataset for analysis. - Advanced Analytics: Utilize powerful analytical tools to uncover patterns, trends, and correlations within your data, facilitating deeper understanding and strategic planning. - Customizable Dashboards: Create intuitive and interactive dashboards tailored to specific business needs, providing real-time visualization of key performance indicators. - Automated Reporting: Generate detailed reports automatically, reducing manual effort and ensuring timely dissemination of critical information. - Scalability: Designed to grow with your organization, RootSense can handle increasing data volumes and complexity without compromising performance. Primary Value and Solutions Provided: RootSense addresses the common challenges associated with data management and analysis by offering a centralized platform that simplifies these processes. It empowers organizations to make data-driven decisions with confidence, enhances operational efficiency, and provides a competitive edge in the market. By transforming raw data into actionable insights, RootSense enables businesses to identify opportunities, mitigate risks, and achieve their strategic objectives effectively.

Who Is the Company Behind RootSense?

  • Seller: RootSense
  • Year Founded: 2014
  • HQ Location: Shenzhen, CN
  • LinkedIn® Page: linkedin.com
    2 employees on LinkedIn®

Rotomate

Who Is the Company Behind Rotomate?

  • Seller: Rotomate
  • Year Founded: 2024
  • HQ Location: Helsinki, FI
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

RunLve

We founded RunLve in 2022 out of a need to bring Python to business data analysis. Since 2012, the use of Python has exploded, becoming the most popular programming language today. RunLve currently has over 9,000 full-time employees worldwide and proudly serves over 40 million users!

Who Is the Company Behind RunLve?

S5 Stratos

S5 Stratos is an AI-powered platform designed to revolutionize retail and consumer packaged goods (CPG) merchandising. By integrating advanced data science, it optimizes assortment planning, merchandise financial planning, and allocation strategies, enabling businesses to streamline processes and enhance profitability. S5 Stratos empowers retailers to make informed decisions by providing actionable insights and fostering seamless omni-channel integration. Key Features and Functionality: - Embedded Data Science: Incorporates advanced algorithms into user-friendly workflows, allowing users to quickly access, understand, and act on insights. - Recommendation Engines: Offers actionable strategies for future growth by analyzing vast datasets and suggesting optimal actions. - Comprehensive Omni-Channel Inventory Visibility: Provides a synchronized view of inventory across all channels, enhancing customer service and operational efficiency. - Complete Product Lifecycle Management: Manages products from introduction to markdown, maximizing profitability and minimizing waste. - User-Friendly Interface: Designed for users of all skill levels to easily access and act on data insights. Primary Value and Solutions Provided: S5 Stratos addresses the complexities of modern retail by offering a consumer-centric view of inventory and product offerings across all channels. It enables retailers to understand customer preferences and buying patterns, ensuring product offerings are relevant, intentional, and profitable. By streamlining processes and improving organizational agility, S5 Stratos empowers businesses to make better decisions faster, ultimately enhancing customer satisfaction and driving growth.

Who Is the Company Behind S5 Stratos?

Sairone

Who Is the Company Behind Sairone?

  • Seller: Sairone
  • Year Founded: 2021
  • HQ Location: Toronto, CA
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

SalesAnalytics AI

SalesAnalytics AI is an advanced platform designed to revolutionize sales performance through artificial intelligence. By integrating AI-driven analytics, it empowers sales teams to make data-informed decisions, optimize processes, and enhance overall efficiency. The platform offers real-time insights into sales activities, pipeline performance, and customer behaviors, enabling organizations to identify trends, forecast outcomes, and implement strategic improvements. Key Features and Functionality: - AI-Driven Forecasting: Utilizes predictive models to provide accurate revenue forecasts and scenario simulations, aiding in strategic planning. - Automated Insight Generation: Delivers real-time analysis of sales data, highlighting fluctuations and offering actionable recommendations. - Deal and Account Scoring: Employs AI to assess deal probabilities and account health, focusing efforts on high-potential opportunities. - Conversation Intelligence: Analyzes sales calls and meetings to extract valuable insights, improving communication strategies. - Unified Dashboards: Consolidates data from CRM, marketing, and customer success platforms into a single, comprehensive view. - Real-Time Anomaly Detection: Identifies unexpected changes in pipeline or performance, allowing for prompt corrective actions. Primary Value and Solutions Provided: SalesAnalytics AI addresses common challenges in sales management by offering a centralized platform that enhances visibility and control over the sales process. It reduces the time spent on manual data analysis, minimizes errors in forecasting, and identifies areas for improvement. By leveraging AI, sales teams can focus on building relationships and closing deals, leading to increased revenue and sustained business growth.

Who Is the Company Behind SalesAnalytics AI?

sanbi.ai

Who Is the Company Behind sanbi.ai?

  • Seller: sanbi.ai
  • Year Founded: 2025
  • HQ Location: DALLAS, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

SandLogic

SandLogic (SL) is a Full-stack Enterprise AI company that provides LCNC platforms to develop Deep Learning applications to run on Edge devices.

Who Is the Company Behind SandLogic?

Sapien

Who Is the Company Behind Sapien?

Bijou Barry
BB
Researched and written by Bijou Barry
Updated October 21, 2026