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: 1,647

Category Stats (Oct 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Palantir Foundry (+1.15%) - Among all products in this category, Palantir Foundry recorded the largest rating increase compared to last month

Last updated: October 13, 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
  • 14,600+ Authentic Reviews
  • 1,647+ 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 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=ibm-watsonx-data&focus%5B%5D=snowflake&focus%5B%5D=matlab&focus%5B%5D=dataiku)

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®

AI can help you find the answers. G2 helps you trust them.

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How it works

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: San Francisco, California
  • 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®

Aria

Aria is an advanced artificial intelligence platform designed to enhance business operations through intelligent automation and data-driven insights. By integrating seamlessly with existing systems, Aria empowers organizations to streamline workflows, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analysis: Processes and analyzes large datasets to uncover valuable insights and trends. - Natural Language Processing: Understands and interprets human language, enabling more effective communication and interaction. - Machine Learning: Continuously learns from data to improve performance and adapt to changing business needs. - Integration Capabilities: Easily integrates with existing software and systems, ensuring a smooth implementation process. Primary Value and Solutions: Aria addresses the challenge of managing complex business processes by providing a scalable AI solution that enhances productivity and fosters innovation. By automating routine tasks and offering actionable insights, Aria enables businesses to focus on strategic initiatives, ultimately leading to increased competitiveness and growth.

Who Is the Company Behind Aria?

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