Best Data Science and Machine Learning Platforms - Page 19

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

Total Products under this Category: 1,719

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
  • 1,719+ 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, Hex, and MATLAB.

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

Analytiq

AnalytiQ is a comprehensive analytics and artificial intelligence (AI) solutions provider dedicated to empowering businesses with intelligent decision-making capabilities. By leveraging advanced machine learning methodologies—including supervised, unsupervised, and deep learning—AnalytiQ transforms raw data into actionable insights, enabling organizations to make informed decisions swiftly. Their expertise spans across various industries such as financial services, manufacturing, retail, and healthcare, offering tailored solutions that address unique business challenges. Key Features and Functionality: - Predictive Analytics: Utilizes machine learning models to forecast future events, aiding in strategic planning and risk management. - Data Management: Employs state-of-the-art AI techniques for data cleansing, enrichment, and anomaly detection, ensuring data integrity and reliability. - Automated Data Operations: Designs complex data preparation pipelines that automate daily workflows, enhancing operational efficiency. - Intelligent Workflows: Automates data pipelines by integrating process redesign with machine learning, streamlining operations. - AI Capabilities: Introduces AI functionalities to enhance enterprise data management and analytics, automating data wrangling and preparation activities. Primary Value and Solutions: AnalytiQ's primary value lies in its ability to rapidly deliver AI-driven solutions that improve operational efficiency and business performance. By integrating best-of-breed open-source components into a cohesive platform, AnalytiQ provides scalable and manageable solutions tailored to specific business needs. Their unique approach involves ingesting, normalizing, and curating vast quantities of streaming and static data in real-time, utilizing edge analytics for optimal response times. This enables businesses to make intelligent decisions faster, drive insights from their data, and gain a competitive advantage in their respective markets.

Who Is the Company Behind Analytiq?

Anilyst

Anilyst is an AI-powered data analysis platform designed to simplify the process of transforming raw data into actionable insights. By allowing users to upload their data without requiring technical skills or coding knowledge, Anilyst provides instant visualizations and comprehensive analyses within minutes. The platform supports various file formats, including Excel, CSV, and PDF, ensuring seamless integration with existing data sources. Key Features and Functionality: - Smart Data Analysis: Automatically processes uploaded data, detecting columns and data types to generate meaningful insights without manual intervention. - Instant Visualization: Creates interactive charts and graphs, such as bar, line, scatter, and pie charts, tailored to the data's structure. - AI-Powered Insights: Utilizes advanced algorithms to identify patterns, trends, anomalies, and correlations, offering statistical analyses and reliable forecasts based on historical data. - Natural Language Processing: Enables users to ask questions about their data in plain English, receiving clear and context-aware responses without needing technical expertise. - File Compatibility: Supports drag-and-drop uploads of Excel (.xlsx, .xls), CSV, and PDF files, handling all technical details for the user. Primary Value and User Solutions: Anilyst democratizes data analysis by making it accessible to individuals and organizations without specialized technical skills. It addresses common challenges such as time-consuming data processing, complex visualization creation, and the need for coding knowledge. By automating these processes, Anilyst empowers users to quickly derive valuable insights, make informed decisions, and effectively communicate findings through professional reports and interactive dashboards. This is particularly beneficial for business reporting, financial analysis, and any scenario where data-driven decision-making is crucial.

Who Is the Company Behind Anilyst?

Anthrogen

Who Is the Company Behind Anthrogen?

  • Seller: Anthrogen
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

AppDesk

AppDesk is a native macOS client designed to streamline the management of App Store Connect data, offering developers fast and secure access to sales analytics, subscription insights, and review management directly on their Mac. Operating entirely on-device, AppDesk ensures complete data privacy without reliance on cloud services or recurring subscriptions. Key Features and Functionality: - Sales and Revenue Analytics: Visualize proceeds, sales, and downloads through intuitive stacked charts. Compare data across different periods, filter by geographic regions, and toggle between first-time and repeat downloads, all with automatic multi-currency conversion. - Subscription Insights: Monitor active subscribers, monthly recurring revenue (MRR), trial conversion rates, and churn risk. Analyze subscription data by product, country, device, and billing period to identify trends and potential issues. - AI-Powered Review Management: Utilize on-device AI to generate thoughtful, contextual responses to customer reviews that align with your brand voice. Automatically categorize incoming reviews, flag important feedback, and respond directly through App Store Connect. - Developer-Centric Workflows: Navigate your app portfolio efficiently with keyboard shortcuts and instant chart state caching. Incremental syncing ensures only new data is fetched, while historical sync backfills all available information. Export any view to CSV for in-depth analysis. - Enhanced Security and Privacy: AppDesk connects directly to App Store Connect, storing all data locally on your Mac. Credentials are securely stored within the macOS Keychain, and all AI processing occurs on-device, ensuring your data never leaves your computer. Primary Value and User Solutions: AppDesk addresses the inefficiencies and privacy concerns associated with web-based App Store Connect interfaces by providing a fast, secure, and private native macOS application. It transforms raw App Store data into actionable insights, streamlines review management with AI assistance, and enhances developer workflows through efficient navigation and data handling. By operating entirely on-device, AppDesk ensures that sensitive business data remains private and secure, offering developers complete control over their App Store analytics without the need for cloud services or recurring fees.

Who Is the Company Behind AppDesk?

Aquabyte

Who Is the Company Behind Aquabyte?

  • Seller: Aquabyte
  • Year Founded: 2017
  • HQ Location: Laksevåg, NO
  • LinkedIn® Page: www.linkedin.com
    105 employees on LinkedIn®

Aquant

Who Is the Company Behind Aquant?

  • Seller: Aquant
  • Year Founded: 2016
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    92 employees on LinkedIn®

Aracely AI

Aracely AI is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Aracely 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 of Aracely AI include: - Data Integration: Seamlessly connects with multiple data sources, ensuring comprehensive data analysis. - Predictive Analytics: Utilizes advanced algorithms to forecast trends and outcomes, aiding in proactive decision-making. - Automated Reporting: Generates detailed reports and visualizations, reducing manual effort and increasing efficiency. - Natural Language Processing (NLP): Allows users to interact with data using conversational language, simplifying complex queries. - Scalability: Adapts to the growing needs of businesses, handling large datasets without compromising performance. The primary value of Aracely AI lies in its ability to democratize data analytics, making sophisticated tools accessible to a broader audience. By automating routine tasks and providing actionable insights, it empowers organizations to make informed decisions swiftly, thereby enhancing productivity and driving growth.

Who Is the Company Behind Aracely AI?

Arcane

Arcane is an advanced artificial intelligence platform designed to empower businesses by automating complex processes and enhancing decision-making capabilities. By leveraging cutting-edge machine learning algorithms, Arcane enables organizations to analyze vast datasets, uncover actionable insights, and drive innovation across various industries. Key Features and Functionality: - Data Analysis and Visualization: Arcane processes large volumes of data, transforming them into intuitive visual representations that facilitate understanding and strategic planning. - Predictive Analytics: The platform employs sophisticated models to forecast trends and outcomes, assisting businesses in proactive decision-making. - Natural Language Processing (NLP): Arcane understands and interprets human language, enabling seamless interaction and extraction of meaningful information from unstructured text. - Automated Workflow Management: It streamlines operations by automating routine tasks, reducing manual effort, and increasing efficiency. - Customizable AI Models: Users can tailor AI models to meet specific business needs, ensuring relevance and effectiveness in various applications. Primary Value and Solutions Provided: Arcane addresses the challenge of managing and interpreting large, complex datasets by providing tools that simplify data analysis and enhance decision-making. It empowers businesses to: - Improve Operational Efficiency: By automating repetitive tasks, Arcane reduces human error and frees up resources for more strategic initiatives. - Gain Competitive Advantage: The platform's predictive capabilities enable organizations to anticipate market trends and customer needs, positioning them ahead of competitors. - Enhance Customer Experience: Through NLP and data insights, businesses can better understand customer behavior and preferences, leading to more personalized and effective engagement strategies. By integrating Arcane into their operations, companies can harness the power of AI to drive growth, innovation, and success in an increasingly data-driven world.

Who Is the Company Behind Arcane?

Archer

Who Is the Company Behind Archer?

  • Seller: Archer
  • Year Founded: 2019
  • HQ Location: Los Angeles, California, United States
  • LinkedIn® Page: www.linkedin.com
    29 employees on LinkedIn®

Areal.ai

Who Is the Company Behind Areal.ai?

  • Seller: Areal.ai
  • Year Founded: 2019
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    22 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026