Best Data Science and Machine Learning Platforms - Page 82

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)

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?

PromptBio

Who Is the Company Behind PromptBio?

  • Seller: PromptBio
  • Year Founded: 2023
  • HQ Location: Pleasanton, US
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Property AI

Property AI is an innovative tool designed to simplify property investment by providing accurate data analysis and actionable insights. By inputting key property details such as price, location, and amenities, users receive instant evaluations on rental potential, return on investment (ROI), and occupancy rates. The platform also offers tailored advice to enhance property value and maximize investment returns, making it an essential resource for property investors seeking to optimize their portfolios. Key Features: - Property Assessment: Detailed analysis of property value and potential profitability. - Investment Insights: Information on payback periods, rental costs, and ROI. - Market Tips: Personalized recommendations to improve property value and profitability. - Detailed Reports: Comprehensive reports on property analysis and investment potential. The primary value of Property AI lies in its ability to eliminate the guesswork from property investment decisions. By leveraging automated data analysis, it empowers users to make informed choices, thereby enhancing their investment outcomes and maximizing rental yields.

Who Is the Company Behind Property AI?

Prophia

Who Is the Company Behind Prophia?

  • Seller: Prophia
  • Year Founded: 1996
  • HQ Location: Dallas, US
  • LinkedIn® Page: www.linkedin.com
    24 employees on LinkedIn®

PropMix AI & Analytics

PropMix AI & Analytics is a comprehensive platform that leverages artificial intelligence and machine learning to provide real estate professionals with advanced data insights and valuation solutions. By integrating vast datasets and cutting-edge analytics, PropMix empowers lenders, appraisers, investors, and agents to make informed decisions, streamline workflows, and enhance the accuracy of property assessments. Key Features and Functionality: - Computer Vision for Property Intelligence: Analyzes over 2.1 billion property images to extract details on condition, quality, and features, with daily updates for new listings. - Geospatial Analysis: Utilizes proprietary algorithms to assess nearby features such as busy roads, power lines, water bodies, and flight paths, providing comprehensive property orientation and location information. - Property Valuation: Computes monthly property values for all residential properties by combining data from comparable sales, inventory, sale history, price trends, and housing demand, with daily updates as market transactions occur. - Rent Value Assessment: Determines rent values for residential properties, including multi-family units, validated against HUD fair market rent recommendations. - Capitalization Rate Calculation: Measures expected returns on properties based on purchase price, rent potential, and expenses, aiding investors in assessing return potential. - Inventory Analysis: Provides 12-month inventory trends within specific areas, ready for use in appraisal forms like the Universal Appraisal Dataset (UAD) 1004MC. - Home Price Index (HPI): Computes HPI for every zip code and property type within the first five business days of each month, offering historical data via APIs. - Local Market Trends: Delivers monthly local market trends for any zip code, covering indicators such as median list and sold prices, list-to-sold price ratios, price per square foot, days on market, inventory levels, absorption rates, and months of supply. Primary Value and Solutions Provided: PropMix AI & Analytics addresses the need for accurate, real-time real estate data and insights, enabling professionals to make data-driven decisions. By automating complex analyses and integrating diverse data sources, the platform reduces manual effort, enhances valuation accuracy, and supports compliance with industry standards. Its scalable machine learning capabilities ensure that market analyses are updated daily across various geographic levels, providing users with timely and relevant information. Ultimately, PropMix empowers real estate stakeholders to optimize operations, mitigate risks, and capitalize on market opportunities.

Who Is the Company Behind PropMix AI & Analytics?

Prorize

Who Is the Company Behind Prorize?

  • Seller: Prorize
  • Year Founded: 2006
  • HQ Location: Marietta, Georgia, United States
  • LinkedIn® Page: www.linkedin.com
    36 employees on LinkedIn®

Prosperse - Stock Scanner

Prosperse's Stock Screener is a powerful, customizable tool designed to streamline the stock selection process for traders and investors. By allowing users to create personalized scanners, it enables efficient identification of stocks that meet specific technical and fundamental criteria, thereby enhancing decision-making and trading performance. Key Features and Functionality: - Customizable Scanners: Utilize a no-code strategy builder to create scanners tailored to any technical or fundamental condition imaginable. - Real-Time Execution: Leverage live scanning technology to instantly identify stocks aligning with your selection criteria. - Automated Background Screening: Scanners run continuously in the background, providing real-time notifications when results are found. - Backtesting Capabilities: Test your scanners against historical data to evaluate and refine strategies without interrupting active scans. - All-in-One Dashboard: Manage charting, scan results, watchlists, and live positions in a centralized interface, offering real-time insights into your portfolio. Primary Value and User Solutions: Prosperse's Stock Screener addresses the challenge of efficiently identifying investment opportunities in a vast market. By automating the scanning process and providing real-time alerts, it saves users significant time and effort. The customizable nature of the tool ensures that both novice and experienced traders can tailor it to their unique strategies, leading to more informed decisions and improved trading outcomes.

Who Is the Company Behind Prosperse - Stock Scanner?

Protai

Protai is an AI-powered drug discovery startup that integrates deep proteomics with machine learning to revolutionize the development of new therapies. By analyzing proteins in their native states, Protai aims to transform disease treatment by identifying unique disease drivers and developing innovative strategies for breakthrough therapies and improved patient outcomes. Key Features and Functionality: - AIMS™ Platform: Protai's proprietary drug discovery engine combines structural and functional mass spectrometry proteomics data with AI to uncover novel drug mechanisms and identify best-in-class drug candidates. - Target Redefinition: The platform maps disease-specific protein states to define precise, context-specific mechanisms of action, enabling selective inhibition of disease-relevant activities while preserving beneficial functions. - Structural Modeling: Utilizing structural proteomics techniques like cross-linking mass spectrometry (XL-MS) and hydrogen-deuterium exchange mass spectrometry (HDX-MS), AIMS™ determines disease-specific protein conformations. These are then modeled using structural AI to identify pockets suitable for targeted drug design. - Computational Drug Design: The platform facilitates the discovery of modulators for redefined targets in oncology and immunology, accelerating the development of precision medicines. Primary Value and Problem Solved: Protai addresses the challenges in drug discovery by providing a comprehensive understanding of protein networks and their dynamic interactions in health and disease. This approach allows for the identification of unique disease drivers and the development of targeted therapies, leading to more effective treatments and improved patient outcomes. By integrating proteomics with AI, Protai enhances the precision and efficiency of drug discovery, reducing the time and cost associated with bringing new drugs to market.

Who Is the Company Behind Protai?

  • Seller: Protai
  • Year Founded: 2021
  • HQ Location: Tel Aviv, IL
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026