Best Data Science and Machine Learning Platforms - Page 76

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

Total Products under this Category: 1,540

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
  • 14,500+ Authentic Reviews
  • 1,540+ 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 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=ibm-watsonx-data&focus%5B%5D=snowflake&focus%5B%5D=matlab&focus%5B%5D=hex-tech-hex)

PrescientIQ

PrescientIQ™ is the autonomous execution platform by MatrixLabX that replaces fragmented MarTech stacks with pre-trained AI agents — executing revenue, compliance, and operational workflows 24/7 without human prompting. The platform uses a four-stage Sense → Decide → Act → Learn loop powered by Anthropic Claude and Google Vertex AI, achieving 4× higher goal completion than AI copilot tools. Certified SOC 2 Type II, GDPR, and HIPAA compliant, PrescientIQ™ deploys in 5–15 business days with all processing contained within the Google Cloud perimeter.

Who Is the Company Behind PrescientIQ?

PriceEasy

Who Is the Company Behind PriceEasy?

Prior Labs TabPFN

We build tabular foundation models that supercharge data science teams working with spreadsheets and databases.

Who Is the Company Behind Prior Labs TabPFN?

  • Seller: Prior Labs
  • Year Founded: 2024
  • HQ Location: Freiburg / Berlin, DE
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

ProActive Machine Learning

ProActive Machine Learning (PML) from Activeeon is a data science automation platform that enables enterprises to: - Automate the complete data science lifecycle at scale, - Remove silos by creating a bridge between teams: DataOps, Data Science and DevOps, - Abstract application complexity by integrating all your favorite tools, - Abstract infrastructure complexity by connecting all your compute resources, - Allow easy communication between teams and unify the lifecycle. ProActive Machine Learning solution is designed to help you speed up the data science journey from extracting raw data to deploying models in production so that you can get the business advantages you are looking for. For data engineers: - Data connector tasks & workflows templates to automate and scale up data ingestion and data preparation pipelines. For data scientists: - AutoML to scale up the model tuning during experiments, - Jupyter Kernel & Python Connector to create AI workflows from code, - AI tasks & workflows template to automate AI pipelines to scale up parallel model training, validation and testing. For AI architects: - Model as a Service (MaaS) to deploy and expose AI models in production, enable model monitoring, alerting, data drift detection, scale up model deployment, - JupyterLab as a Service to deploy a JupyterLab instance on-demand, launch JupyterLab on specific compute nodes, - Job Analytics & Visualization as a Services to use your favorite tool to track and visualize metrics of your machine learning workflow, - Managed Services (KNIME, …) to launch your favorite tool on-demand.

Who Is the Company Behind ProActive Machine Learning?

  • Seller: ActiveEon
  • Year Founded: 2007
  • HQ Location: Sophia Antipolis, FR
  • Twitter: @activeeon
    447 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Probabl

Probabl is a provider of open-source data science and machine learning solutions and services.

Who Is the Company Behind Probabl?

  • Seller: Probabl
  • Year Founded: 2023
  • HQ Location: Paris, FR
  • LinkedIn® Page: fr.linkedin.com
    44 employees on LinkedIn®

ProbeAI

ProbeAI is an AI-powered copilot designed to assist data analysts in streamlining their workflow and enhancing productivity. By leveraging advanced artificial intelligence, ProbeAI simplifies complex SQL coding tasks, identifies relevant data tables, and adapts to specific business definitions, thereby reducing manual effort and minimizing errors. Key Features and Functionality: - Auto-Generation of Complex SQL Code: ProbeAI can generate intricate SQL queries based on user prompts, facilitating efficient data retrieval without the need for extensive manual coding. - Identification of Relevant Tables: The tool assists in pinpointing the most pertinent tables for a given query, streamlining the data analysis process. - Adaptation to Business-Specific Definitions: ProbeAI understands and incorporates unique business terminologies and definitions, ensuring that the generated queries align with organizational standards. - Support for Major Databases and Warehouses: The platform is compatible with leading databases and data warehouses, including BigQuery, Snowflake, MySQL, and PostgreSQL, offering flexibility across various data environments. Primary Value and Problem Solved: ProbeAI addresses the challenges data analysts face in writing and optimizing complex SQL queries. By automating code generation and error detection, it significantly reduces the time and effort required for data analysis tasks. This leads to increased efficiency, accuracy, and the ability to focus on deriving insights rather than managing code intricacies.

Who Is the Company Behind ProbeAI?

Prodify

Prodify is an advanced AI-driven platform designed to streamline and enhance product development processes. By integrating cutting-edge artificial intelligence technologies, Prodify assists teams in efficiently managing product lifecycles, from ideation to market launch. Its intuitive interface and robust analytics empower organizations to make data-driven decisions, reducing time-to-market and improving product quality. Key Features and Functionality: - AI-Powered Insights: Leverages machine learning algorithms to analyze market trends and user feedback, providing actionable recommendations. - Collaborative Workspace: Offers a centralized platform for team collaboration, ensuring seamless communication and project tracking. - Automated Workflow Management: Streamlines task assignments and progress monitoring through intelligent automation. - Customizable Dashboards: Provides real-time analytics and performance metrics tailored to specific project needs. - Integration Capabilities: Easily integrates with existing tools and systems, enhancing workflow efficiency. Primary Value and User Solutions: Prodify addresses common challenges in product development by reducing inefficiencies and fostering innovation. It enables teams to quickly adapt to market changes, make informed decisions, and deliver high-quality products that meet customer expectations. By automating routine tasks and providing deep insights, Prodify allows organizations to focus on strategic initiatives, ultimately driving growth and competitive advantage.

Who Is the Company Behind Prodify?

Profet AI AutoML

Profet AI is an Industry AI software Company, provides an end-to-end AutoML platform that enables manufacturing domain users to rapidly generate world-class AI models and applications for any use case at any time.

Who Is the Company Behind Profet AI AutoML?

  • Seller: Profet AI
  • Year Founded: 2018
  • HQ Location: Xinyi District, TW
  • LinkedIn® Page: www.linkedin.com
    61 employees on LinkedIn®

Profitual

Profitual is a modern Financial Planning and Analysis (FP&A) platform designed to simplify financial forecasting and scenario planning for businesses of all sizes. By eliminating the need for complex spreadsheets or specialized financial expertise, Profitual empowers founders and operators to create investor-ready models efficiently. The platform integrates seamlessly with accounting systems like QuickBooks and Xero, providing real-time insights into key performance indicators such as revenue, cash flow, and burn rate. Key Features and Functionality: - Flexible Modeling: Utilize adaptable building blocks to model revenue streams, operating expenses, team structures, capital, and fundraising activities, aligning with the unique operations of your business. - Three-Statement Financial Model: Develop comprehensive income statements, balance sheets, and cash flow statements with the ability to compare multiple scenarios side by side. - AI-Powered CFO – Andy: Connects to your accounting systems, monitors financial data daily, and provides natural language responses to financial inquiries, delivering insights without the need for a full-time CFO. - Integrations: Supports integrations with QuickBooks, Xero, Slack, and Canva, enhancing workflow efficiency and collaboration. - Smart Alerts and Reporting: Receive daily smart alerts via email or Slack, highlighting financial anomalies and providing variance analyses, along with automated report generation. Primary Value and Solutions Provided: Profitual addresses the challenges businesses face in financial forecasting by offering an intuitive platform that simplifies the creation of accurate financial models. It eliminates the reliance on error-prone spreadsheets and costly consultants, making strategic financial planning accessible to all. With the addition of Andy, the AI CFO, businesses gain continuous monitoring and actionable insights, enabling proactive decision-making and enhanced financial health. This comprehensive approach ensures that companies can plan effectively, monitor performance in real-time, and make informed strategic decisions without the overhead of traditional financial management methods.

Who Is the Company Behind Profitual?

  • Seller: Profitual
  • Year Founded: 2022
  • HQ Location: Fredericton, CA
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Profundo

Profundo is an AI-powered research and reporting tool designed to automate data collection, analysis, and reporting processes. By leveraging advanced AI algorithms, it enables users to efficiently gather and analyze data, transforming manual tasks into automated insights. This allows individuals and organizations to focus more on learning and decision-making, enhancing productivity and accuracy in research endeavors. Key Features and Functionality: - Rapid Data Discovery: Automatically collects data from numerous web sources and libraries in real-time, streamlining the research process. - Deep Analysis: Utilizes sophisticated algorithms to identify patterns, trends, and insights within the gathered data. - Customized Reporting: Generates detailed and tailored reports based on analyzed data, catering to specific user needs. - Pre-Built Templates: Offers templates for search queries to provide targeted insights, ensuring reports are both accurate and informative. - Pay-as-You-Go Model: Employs a token-based system, allowing flexible and usage-based access to platform features. - Data Integration: Allows users to securely integrate and analyze their proprietary data alongside sourced data for comprehensive analysis. Primary Value and User Solutions: Profundo addresses the challenges of time-consuming and error-prone manual research by automating critical components of the research workflow. It serves a diverse user base, including individuals, academics, and industry professionals, by facilitating: - Accelerated Learning: Speeds up the research process, enabling users to quickly acquire and process information. - Enhanced Accuracy: Reduces human errors through AI-driven analysis, leading to more reliable outcomes. - User-Friendly Experience: Provides an intuitive interface that integrates seamlessly with existing tools, making it accessible to both novices and experts. By automating data-related tasks, Profundo empowers users to concentrate on critical thinking and informed decision-making, ultimately saving time and resources.

Who Is the Company Behind Profundo?

Promigence

Promigence is an advanced AI-driven platform designed to enhance business intelligence and decision-making processes. By leveraging cutting-edge machine learning algorithms, it analyzes vast datasets to uncover actionable insights, enabling organizations to make informed strategic decisions. The platform's intuitive interface ensures accessibility for users across various technical backgrounds, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Integration: Aggregates data from multiple sources, providing a unified view for comprehensive analysis. - Predictive Analytics: Utilizes machine learning models to forecast trends and outcomes, aiding in proactive decision-making. - Customizable Dashboards: Offers interactive dashboards that can be tailored to specific business needs, enhancing data visualization. - Automated Reporting: Generates real-time reports, reducing manual effort and ensuring timely information dissemination. - Scalability: Adapts to businesses of all sizes, accommodating growth and evolving data requirements. Primary Value and Solutions Provided: Promigence addresses the challenge of data overload by transforming complex datasets into clear, actionable insights. It empowers businesses to identify opportunities, mitigate risks, and optimize operations, ultimately driving growth and competitive advantage. By automating analytical processes, it reduces the time and resources spent on data interpretation, allowing organizations to focus on strategic initiatives.

Who Is the Company Behind Promigence?

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