Best Data Science and Machine Learning Platforms - Page 25

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, 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-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=dataiku)

Breadcrumb

Breadcrumb.ai is an AI-powered analytics platform designed to simplify data exploration and visualization for teams without extensive technical expertise. It enables users to connect, analyze, and act on data seamlessly, transforming complex datasets into actionable insights. Key Features and Functionality: - AI-Generated Data Visualization: Automatically creates insightful visualizations from uploaded datasets, eliminating the need for manual chart creation. - Intuitive Drag-and-Drop Interface: Allows users to add and explore data effortlessly, facilitating the creation and editing of visualizations, dashboards, and reports in plain language. - Data Integration and Cleaning: Connects data from various sources, including spreadsheets and applications, with a single click. The AI combines and cleans data automatically, ensuring accuracy and consistency. - Collaborative Workspaces: Enables real-time team collaboration, allowing multiple users to work together on data analysis and visualization projects. - Customizable Dashboards: Offers dynamic and interactive environments where users can drag and drop widgets and visualizations freely across the canvas, tailoring dashboards to specific needs. Primary Value and User Solutions: Breadcrumb.ai empowers teams to make data-driven decisions without requiring technical skills. By automating data visualization and analysis, it reduces the time and effort needed to derive insights, enabling businesses to respond swiftly to market changes and internal performance metrics. The platform's user-friendly interface and collaborative features ensure that data analysis is accessible to all team members, fostering a data-centric culture within organizations.

Who Is the Company Behind Breadcrumb?

BrightBeam

BrightBeam is an advanced data analytics platform designed to empower businesses with actionable insights through real-time data processing and visualization. By integrating seamlessly with various data sources, BrightBeam enables organizations to make informed decisions swiftly, enhancing operational efficiency and strategic planning. Key Features and Functionality: - Real-Time Data Processing: BrightBeam processes data as it arrives, ensuring that users have access to the most current information for timely decision-making. - Comprehensive Data Integration: The platform supports integration with a wide range of data sources, including databases, cloud services, and APIs, providing a unified view of all relevant data. - Interactive Dashboards: Users can create customizable dashboards that offer intuitive visualizations, making complex data sets easier to understand and analyze. - Advanced Analytics Tools: BrightBeam offers a suite of analytical tools, including predictive analytics, trend analysis, and anomaly detection, to uncover hidden patterns and insights. - Scalability: Designed to handle large volumes of data, BrightBeam scales effortlessly to meet the needs of growing businesses. Primary Value and Solutions Provided: BrightBeam addresses the challenge of data overload by transforming raw data into meaningful insights, enabling businesses to identify opportunities, mitigate risks, and optimize performance. By providing real-time analytics and intuitive visualizations, BrightBeam empowers users to make data-driven decisions with confidence, ultimately driving growth and competitive advantage.

Who Is the Company Behind BrightBeam?

Bright Data

Bright Data offers a comprehensive suite of web data collection solutions designed to empower businesses with real-time, accurate, and customizable datasets. Their products cater to various data acquisition needs, ensuring seamless access to web data for informed decision-making. Key Features and Functionality: - Web Access APIs: Tools like Unlocker API, Crawl API, SERP API, and Browser API facilitate efficient web data extraction by overcoming common challenges such as blocks and CAPTCHAs. - Data Feeds: Services including Scrapers, Custom Scraper, Datasets, and Functions provide real-time data from numerous websites, enabling tailored data collection strategies. - Data and Insights: Offerings like Retail Insights, Managed Services, and Deep Lookup Beta deliver AI-powered cross-retailer insights and enterprise-grade data acquisition solutions. - Proxy Services: A vast network of Residential, ISP, Datacenter, and Mobile Proxies ensures reliable and anonymous data collection across the globe. Primary Value and Solutions Provided: Bright Data addresses the critical need for accurate and timely web data by offering robust tools that simplify the data collection process. Their solutions help businesses overcome common web scraping challenges, such as access restrictions and data accuracy, enabling them to make data-driven decisions effectively. By providing customizable and scalable data collection services, Bright Data empowers organizations to harness the full potential of web data for competitive advantage.

Who Is the Company Behind Bright Data?

  • Seller: bright data
  • Year Founded: 2014
  • HQ Location: Greater Tel Aviv, IL
  • LinkedIn® Page: www.linkedin.com
    366 employees on LinkedIn®

Bright Data

Bright Data offers a comprehensive suite of web data collection solutions designed to empower businesses with real-time, accurate, and customizable datasets. Their products cater to various data acquisition needs, ensuring seamless access to web data for informed decision-making. Key Features and Functionality: - Web Access APIs: Tools like Unlocker API, Crawl API, SERP API, and Browser API facilitate efficient web data extraction by overcoming common challenges such as blocks and CAPTCHAs. - Data Feeds: Services including Scrapers, Custom Scraper, Datasets, and Functions provide real-time data from numerous websites, enabling tailored data collection strategies. - Data and Insights: Offerings like Retail Insights, Managed Services, and Deep Lookup Beta deliver AI-powered cross-retailer insights and enterprise-grade data acquisition solutions. - Proxy Services: A vast network of Residential, ISP, Datacenter, and Mobile Proxies ensures reliable and anonymous data collection across the globe. Primary Value and Solutions Provided: Bright Data addresses the critical need for accurate and timely web data by offering robust tools that simplify the data collection process. Their solutions help businesses overcome common web scraping challenges, such as access restrictions and data accuracy, enabling them to make data-driven decisions effectively. By providing customizable and scalable data collection services, Bright Data empowers organizations to harness the full potential of web data for competitive advantage.

Who Is the Company Behind Bright Data?

  • Seller: Scraper API
  • HQ Location: Las Vegas
  • Twitter: @ScraperAPI
    537 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    35 employees on LinkedIn®

BUDDI.AI

Who Is the Company Behind BUDDI.AI?

  • Seller: BUDDI.AI
  • Year Founded: 2013
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    197 employees on LinkedIn®

Build Or Not

Build Or Not is a comprehensive data analytics platform designed to empower entrepreneurs and developers with data-driven insights for informed decision-making. By analyzing real-time data from over 30,000 AI tools, 50,000 Reddit startup ideas, and 10,000 revenue records, the platform helps users validate market demand, understand competitors, and develop effective business strategies. Key Features and Functionality: - AI Tools Tracking: Monitor and analyze the performance of more than 83,000 AI tools with daily updates, enabling users to identify emerging trends and opportunities. - Startup Revenue Analysis: Access over 500,000 payment records across 234 platforms, providing insights into successful monetization strategies and revenue models. - App Store Opportunities: Identify market gaps by analyzing low-rated yet high-download applications, uncovering potential areas for improvement and innovation. - Reddit Demand Validation: Explore over 199,000 trending topics from Reddit to gauge market interest and validate startup ideas based on real user discussions. - Backlink Database: Utilize a curated collection of quality backlink sources to enhance SEO efforts and improve online visibility. - AI Model Trends: Stay updated with real-time trends in AI models, facilitating informed decisions on technology adoption and development. Primary Value and Solutions Provided: Build Or Not addresses the critical challenge of startup failures due to a lack of data-driven decisions. By offering comprehensive analytics across multiple dimensions, the platform enables users to: - Validate Market Demand: Assess the viability of startup ideas by analyzing real-time data from various sources, reducing the risk of pursuing unprofitable ventures. - Understand Competitors: Gain insights into competitors' performance and strategies, allowing for the development of differentiated and competitive products. - Optimize Business Models: Learn from successful monetization strategies and revenue models to refine and enhance one's own business approach. - Make Informed Investment Decisions: Utilize multi-dimensional data to evaluate potential investments, improving success rates and minimizing risks. By integrating diverse data sources and providing real-time updates, Build Or Not empowers entrepreneurs and developers to make informed, data-driven decisions, significantly increasing the likelihood of startup success.

Who Is the Company Behind Build Or Not?

Bunkerhill Health

Bunkerhill Health offers an advanced AI platform designed to integrate seamlessly with Electronic Health Records (EHR) and clinical archives, providing patient-specific insights and automating follow-up actions across various clinical and operational workflows. This platform leverages generative AI, combining foundation models with FDA-cleared algorithms to analyze comprehensive patient data—including notes, labs, images, and codes—and initiate configurable actions such as messaging, order placements, registry feeds, and third-party workflow integrations. Key Features and Functionality: - EHR Integration: Provides a longitudinal patient view by integrating with existing EHR systems. - Generative AI Clinical Reasoning: Utilizes advanced AI to interpret and analyze patient records comprehensively. - Automated Detection of Actionable Findings: Identifies critical findings that require immediate attention. - Cohort Identification: Automates the identification of patient groups for clinical trials or those at risk of infections. - Prior Authorization Automation: Assembles and submits prior-authorization packets efficiently. - Registry File Management: Generates and schedules submissions for registry files. - Clinical Documentation Improvement: Offers suggestions to enhance case-mix accuracy and clinical documentation. - Decision Support: Provides level-of-care decision support using InterQual/MCG guidelines. - Referral Management: Facilitates AI-driven referral intake and triage processes. - Patient Outreach Automation: Automates patient communication through MyChart, SMS, email, and AI voice calls. - EHR Write-Back Actions: Enables writing back actions to EHR, including orders, notes, and tasks. - Scalable Analytics: Supports scalable cohort analytics and bulk queries. Primary Value and Solutions Provided: Bunkerhill Health's platform addresses several critical challenges in healthcare by: - Closing Care Gaps: Automates follow-up actions to ensure patients receive timely interventions. - Streamlining Prior Authorizations: Reduces administrative burdens by automating the prior-authorization process. - Enhancing Case-Mix Accuracy: Improves clinical documentation, leading to better resource allocation and reimbursement. - Accelerating Care Decisions: Provides timely insights and decision support, enabling faster and more informed clinical decisions. By integrating advanced AI capabilities into existing healthcare workflows, Bunkerhill Health empowers clinical and operational teams to enhance efficiency, improve patient outcomes, and reduce manual workload.

Who Is the Company Behind Bunkerhill Health?

Bvmax

Bvmax is an advanced analytics platform designed to empower businesses with comprehensive data insights, enabling informed decision-making and strategic growth. By integrating seamlessly with existing systems, Bvmax offers a user-friendly interface that simplifies complex data analysis, making it accessible to users of all technical backgrounds. Key Features and Functionality: - Real-Time Data Processing: Bvmax processes data in real-time, providing up-to-date insights that reflect current business conditions. - Customizable Dashboards: Users can create personalized dashboards to visualize key performance indicators (KPIs) and metrics relevant to their specific needs. - Advanced Reporting Tools: The platform offers robust reporting capabilities, allowing for the generation of detailed reports that can be shared across teams. - Predictive Analytics: Bvmax utilizes machine learning algorithms to forecast trends and outcomes, aiding in proactive decision-making. - Data Integration: It supports integration with various data sources, ensuring a comprehensive view of business operations. Primary Value and User Solutions: Bvmax addresses the challenge of data overload by providing a centralized platform where businesses can aggregate, analyze, and interpret their data efficiently. This leads to enhanced operational efficiency, improved strategic planning, and a competitive edge in the market. By transforming raw data into actionable insights, Bvmax empowers organizations to make data-driven decisions that drive success.

Who Is the Company Behind Bvmax?

ByteCompute.ai

ByteCompute.ai is an advanced artificial intelligence platform designed to empower businesses with cutting-edge data analytics and machine learning capabilities. By leveraging state-of-the-art algorithms and scalable infrastructure, ByteCompute.ai enables organizations to extract valuable insights from vast datasets, facilitating informed decision-making and strategic planning. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation and management. - Machine Learning Models: Offers a suite of pre-built and customizable machine learning models tailored to diverse industry needs. - Real-Time Analytics: Provides real-time data processing and visualization tools for immediate insight generation. - Scalability: Adapts to varying data volumes and computational demands, ensuring consistent performance. - User-Friendly Interface: Features an intuitive dashboard that simplifies the monitoring and management of data workflows. Primary Value and Solutions: ByteCompute.ai addresses the challenge of transforming raw data into actionable intelligence. By automating complex data analysis processes, it reduces the time and expertise required to derive meaningful insights. This empowers businesses to identify trends, optimize operations, and enhance customer experiences, ultimately driving growth and competitive advantage.

Who Is the Company Behind ByteCompute.ai?

Bythenumbersapp

By the Numbers is a comprehensive analytics platform designed specifically for Shopify store owners, providing in-depth insights into sales, customer behavior, and product performance. By integrating seamlessly with your Shopify store, it offers real-time data analysis, enabling businesses to make informed decisions that drive growth and efficiency. Key Features and Functionality: - Conversational Analytics: Engage with your data through an intuitive interface that simplifies complex analytics, making it accessible for users at all levels. - Advanced Ecommerce Reporting: Access detailed reports on sales, customer retention, and product performance to identify trends and opportunities. - AI-Powered Customer Segmentation: Utilize artificial intelligence to segment customers based on purchasing behavior, allowing for targeted marketing strategies. - Cohort Analysis and Predictive Forecasting: Analyze customer cohorts over time and leverage predictive models to forecast future sales and customer behavior. - Integrations with Marketing Platforms: Sync customer segments with platforms like Klaviyo, Google Ads, and TikTok Ads to enhance marketing campaigns and improve ROI. - Customer Loyalty Analysis: Automatically segment customers into groups such as 'At Risk,' 'Dormant,' 'Promising,' and 'Best' to tailor engagement strategies effectively. Primary Value and Solutions Provided: By the Numbers empowers Shopify store owners to transform raw data into actionable insights, addressing common challenges such as: - Enhanced Decision-Making: By providing clear, data-driven insights, store owners can make informed decisions that optimize operations and marketing efforts. - Improved Customer Retention: Through advanced segmentation and loyalty analysis, businesses can implement targeted strategies to retain valuable customers and reduce churn. - Optimized Marketing Spend: Integrations with major advertising platforms allow for precise targeting, ensuring marketing budgets are allocated effectively to maximize returns. - Time Efficiency: Automated reporting and real-time data updates reduce the need for manual data analysis, allowing store owners to focus on strategic initiatives. By the Numbers is a vital tool for Shopify merchants seeking to leverage their data for strategic growth, offering a suite of features that simplify analytics and enhance business performance.

Who Is the Company Behind Bythenumbersapp?

Bijou Barry
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Researched and written by Bijou Barry
Updated April 22, 2026