Best Data Science and Machine Learning Platforms - Page 87

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

Total Products under this Category: 1,649

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
  • 14,400+ Authentic Reviews
  • 1,649+ 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, Snowflake, IBM watsonx.data, Dataiku, 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=dataiku&focus%5B%5D=hex-tech-hex)

Reshape Systems

Reshape Systems is a Swiss-based company specializing in AI-powered solutions for risk analysis in complex industrial systems. As a spin-off from CERN, Reshape Systems combines deep research expertise with industry knowledge to deliver transparent and explainable AI for critical sectors. Key Features and Functionality: - Risk-Analysis Co-Pilot: An interactive AI platform that automates common risk analysis methods, ensuring compliance with applicable safety standards. - Comprehensive Project Lifecycle Management: Supports all stages of the project lifecycle, from concept to operations, integrating seamlessly with existing company workflows and tools. - Automated Reporting: Generates standardized risk analysis reports and provides one-click updates when new project information becomes available. Primary Value and User Solutions: Reshape Systems addresses the challenges of increasing complexity, reliability demands, and workforce turnover in industries such as automotive, aerospace, and manufacturing. By leveraging cutting-edge AI, the platform streamlines risk analysis, reduces engineering costs by over 80%, and accelerates product time-to-market by tenfold. It empowers engineers to make smarter decisions faster, ensuring safety and reliability without compromising efficiency.

Who Is the Company Behind Reshape Systems?

RetailSense

RetailSense is an advanced analytics platform designed to empower retailers with actionable insights into customer behavior, sales performance, and inventory management. By leveraging cutting-edge data analysis and machine learning algorithms, RetailSense enables businesses to make informed decisions that drive growth and enhance customer satisfaction. Key features and functionality of RetailSense include: - Customer Behavior Analysis: Gain deep insights into shopping patterns, preferences, and trends to tailor marketing strategies effectively. - Sales Performance Monitoring: Track sales metrics in real-time, identify top-performing products, and uncover areas for improvement. - Inventory Optimization: Manage stock levels efficiently, reduce overstock and stockouts, and ensure product availability aligns with demand. - Predictive Analytics: Forecast future sales trends and customer needs to stay ahead of the market. - Customizable Dashboards: Access intuitive dashboards that present data in a clear and actionable format, customizable to specific business needs. The primary value of RetailSense lies in its ability to transform raw data into meaningful insights, enabling retailers to optimize operations, enhance customer experiences, and increase profitability. By addressing challenges such as inefficient inventory management, unclear customer preferences, and suboptimal sales strategies, RetailSense provides a comprehensive solution that drives business success in the competitive retail landscape.

Who Is the Company Behind RetailSense?

RetentionX

RetentionX is an advanced analytics platform designed to empower e-commerce businesses by transforming raw data into actionable insights. By integrating seamlessly with various e-commerce systems, RetentionX enables companies to understand customer behavior, optimize marketing strategies, and drive revenue growth. Key Features and Functionality: - Customer Segmentation: Utilizes machine learning algorithms to segment customers based on purchasing behavior, enabling targeted marketing campaigns. - Churn Prediction: Identifies at-risk customers, allowing businesses to implement retention strategies proactively. - Revenue Forecasting: Provides accurate sales predictions to aid in inventory management and financial planning. - Cohort Analysis: Analyzes customer groups over time to assess the effectiveness of marketing efforts and customer loyalty. - Integration Capabilities: Easily connects with popular e-commerce platforms and marketing tools for streamlined data flow. Primary Value and Solutions: RetentionX addresses the challenge of data-driven decision-making in e-commerce by offering a comprehensive analytics solution. It empowers businesses to enhance customer retention, personalize marketing efforts, and optimize operational efficiency. By providing deep insights into customer behavior and sales trends, RetentionX enables companies to make informed decisions that drive sustainable growth and profitability.

Who Is the Company Behind RetentionX?

Rewin

Rewin is an AI-driven platform designed to enhance business operations by automating complex processes and providing actionable insights. It leverages advanced machine learning algorithms to analyze data, predict trends, and optimize decision-making, enabling organizations to improve efficiency and drive growth. Key Features and Functionality: - Process Automation: Streamlines repetitive tasks, reducing manual effort and minimizing errors. - Predictive Analytics: Utilizes data analysis to forecast trends and inform strategic decisions. - Customizable Workflows: Offers adaptable workflows tailored to specific business needs. - Real-Time Monitoring: Provides continuous oversight of operations for immediate insights. - Scalability: Designed to grow with the organization, accommodating increasing data and complexity. Primary Value and Solutions: Rewin addresses the challenge of managing complex business processes by automating tasks and delivering predictive insights. This leads to increased operational efficiency, reduced costs, and more informed decision-making, ultimately driving business growth and competitiveness.

Who Is the Company Behind Rewin?

  • Seller: Rewin AI
  • Year Founded: 2019
  • HQ Location: Chennai , IN
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®

Rhizome

Who Is the Company Behind Rhizome?

  • Seller: Rhizome
  • Year Founded: 2023
  • HQ Location: Washington, US
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Rich AI

Rich AI is an advanced artificial intelligence platform designed to enhance business operations by automating complex tasks and providing insightful analytics. It leverages machine learning algorithms to process large datasets, enabling organizations to make data-driven decisions efficiently. Key Features and Functionality: - Data Processing: Handles vast amounts of data, transforming raw information into actionable insights. - Automation: Automates repetitive and time-consuming tasks, increasing operational efficiency. - Predictive Analytics: Utilizes predictive models to forecast trends and outcomes, aiding in strategic planning. - Customizable Solutions: Offers tailored AI solutions to meet specific business needs across various industries. Primary Value and Problem Solved: Rich AI addresses the challenge of managing and interpreting large datasets by providing tools that automate data analysis and generate predictive insights. This empowers businesses to make informed decisions, optimize processes, and stay competitive in their respective markets.

Who Is the Company Behind Rich AI?

RICOS

RICOS is a tech company that optimizes manufacturing processes using AI, simulation, and high-performance computing technologies.

Who Is the Company Behind RICOS?

  • Seller: RICOS
  • Year Founded: 2006
  • HQ Location: Chiyoda, JP
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Rintel

Rintel is an advanced SaaS platform designed to revolutionize how Fast-Moving Consumer Goods (FMCG) brands and distributors access, visualize, and utilize retailer data. By integrating seamlessly with major retailers and hypermarkets, Rintel delivers real-time insights into sales, inventory, and supply chain dynamics, empowering businesses to make informed, data-driven decisions. Key Features and Functionality: - Sales Analytics: Monitor sales growth over time, analyze trends, and assess performance by brand and region to identify opportunities for expansion and increased velocity. - Inventory Analytics: Track on-hand inventory levels with customers, plan upcoming orders to prevent stockouts, reduce waste, and ensure products remain consistently available. - AI-Powered Forecasting: Utilize real-time sales data to forecast future sales and inventory needs with confidence, enhancing planning and operational efficiency. Primary Value and Solutions Provided: Rintel addresses critical challenges in the FMCG sector by offering a centralized platform that harmonizes data across multiple retailers, providing a holistic view of retail operations. This integration enables brands to reduce food waste by monitoring sell-by dates and detecting aging inventory, avoid stockouts through real-time inventory tracking, and drive sales growth with comprehensive insights into store performance. By transforming complex retail data into actionable intelligence, Rintel empowers businesses to optimize their supply chain, enhance transparency with customers, and make strategic decisions that lead to increased efficiency and profitability.

Who Is the Company Behind Rintel?

  • Seller: Rintel
  • Year Founded: 2024
  • HQ Location: Al Yasmeen, SA
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Riverflow

Riverflow is an advanced artificial intelligence platform designed to streamline data analysis and decision-making processes for businesses across various industries. By leveraging cutting-edge machine learning algorithms, Riverflow enables organizations to extract valuable insights from complex datasets, facilitating informed strategic decisions and operational efficiencies. Key features and functionalities of Riverflow include: - Automated Data Processing: Simplifies the ingestion, cleaning, and transformation of raw data into actionable information. - Predictive Analytics: Utilizes sophisticated models to forecast trends and outcomes, aiding in proactive business strategies. - Customizable Dashboards: Offers intuitive interfaces for visualizing data, allowing users to tailor reports to their specific needs. - Scalability: Adapts to varying data volumes and business sizes, ensuring consistent performance as organizational needs evolve. - Integration Capabilities: Seamlessly connects with existing tools and systems, enhancing workflow continuity without significant overhauls. The primary value of Riverflow lies in its ability to democratize data science, making advanced analytics accessible to non-technical users. By automating complex processes and providing user-friendly tools, Riverflow empowers businesses to harness the full potential of their data, leading to improved decision-making, increased efficiency, and a competitive edge in the market.

Who Is the Company Behind Riverflow?

RiverX AI

Who Is the Company Behind RiverX AI?

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