Best Data Science and Machine Learning Platforms - Page 105

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)

Validere

Validere is an environmental operations platform that helps industrial organizations connect systems, automate critical workflows, and improve decision-making across environmental, regulatory, and operational programs. Built for complex industrial environments, Validere enables organizations to manage environmental compliance, emissions management, environmental health and safety (EHS), asset management, regulatory reporting, and operational workflows within a single governed platform. Rather than replacing existing technology, Validere integrates with enterprise resource planning (ERP) systems, production data platforms, emissions monitoring technologies, historians, business intelligence tools, cloud data warehouses, and other enterprise applications to create connected workflows across the organization. Organizations use Validere to streamline environmental compliance, air and greenhouse gas (GHG) reporting, emissions measurement, permit and document management, maintenance scheduling, environmental investigations, and operational reporting. Configurable workflows help automate approvals, investigations, notifications, and reporting processes while reducing manual effort, improving collaboration, and increasing consistency across facilities. Validere also provides environmental data management capabilities that help organizations collect, validate, govern, and analyze operational and emissions data from multiple sources. By creating a trusted foundation for environmental and operational information, teams can improve reporting accuracy, maintain audit-ready records, and gain greater visibility into performance across their operations. Embedded AI capabilities help users accelerate investigations, summarize complex information, surface relevant insights, and identify trends across large operational datasets. Rather than functioning as a standalone AI tool, these capabilities are embedded directly into day-to-day workflows to help industrial teams make faster, more informed decisions. The platform supports organizations across energy and industrial sectors, including upstream, midstream, downstream, petrochemical, utilities, and other asset-intensive industries. Typical users include environmental professionals, compliance managers, operations leaders, engineers, sustainability teams, maintenance teams, data and analytics professionals, and IT organizations leading digital transformation initiatives. Organizations choose Validere to improve environmental compliance, strengthen emissions management programs, automate regulatory reporting, improve data quality, connect existing technology investments, and increase visibility across environmental and operational programs. By bringing together people, systems, and data, Validere helps industrial organizations reduce manual work, improve governance, and build a scalable foundation for environmental and operational excellence.

Who Is the Company Behind Validere?

  • Seller: Validere
  • Year Founded: 2015
  • HQ Location: Calgary, CA
  • Twitter: @Validere
  • LinkedIn® Page: www.linkedin.com
    8,118 employees on LinkedIn®

Valiot

Valiot is an AI and software company that transforms manufacturing operations by providing technological solutions to optimize production processes and the entire value chain. Their AI-powered products, FactoryOS and ValueChainOS, integrate seamlessly with existing infrastructure, enabling manufacturers to evolve into smart, connected, and autonomous operations. By leveraging advanced AI algorithms and system dynamics, Valiot empowers plant managers to identify and alleviate production bottlenecks without the need for extensive infrastructure changes. Key Features and Functionality: - FactoryOS: Combines AI with IoT to enhance manufacturing operations by providing real-time data for immediate decision-making, eliminating hidden inefficiencies, and significantly reducing human dependency. - ValueChainOS: Connects and optimizes the entire value chain, adjusting to ever-changing conditions with optimized and dynamic production scheduling, and predicting factory behavior to plan accordingly. - Data Visualization: Offers real-time insights into shop floor activities, enabling quick understanding and response to factory operations. - System Integration: Easily connects to any data-generating source, including PLCs, IoT sensors, and administrative systems, facilitating smarter, automated operations. Primary Value and Solutions Provided: Valiot's solutions address critical challenges in manufacturing by reducing human liability, maximizing factory output within existing infrastructure, enabling autonomous operations, and predicting and optimizing factory performance. By implementing Valiot's AI technologies, manufacturers can achieve significant improvements, such as reduced cycle times, increased throughput, and decreased reliance on manual processes, leading to enhanced efficiency and profitability.

Who Is the Company Behind Valiot?

  • Seller: Valiot
  • Year Founded: 2017
  • HQ Location: Austin, US
  • LinkedIn® Page: www.linkedin.com
    36 employees on LinkedIn®

Vals AI

Vals AI is an advanced artificial intelligence platform designed to empower businesses with data-driven insights and automation capabilities. By leveraging cutting-edge machine learning algorithms, Vals AI enables organizations to analyze vast amounts of data, uncover patterns, and make informed decisions that drive growth and efficiency. Key features and functionality of Vals AI include: - Data Analysis and Visualization: Transforms complex datasets into intuitive visual representations, facilitating easier interpretation and strategic planning. - Predictive Analytics: Utilizes historical data to forecast future trends, helping businesses anticipate market changes and customer behaviors. - Automated Processes: Streamlines routine tasks through intelligent automation, reducing manual effort and minimizing errors. - Natural Language Processing (NLP): Enhances customer interactions by understanding and responding to human language inputs, improving communication and service quality. - Customizable Models: Offers flexibility to tailor AI models to specific industry needs, ensuring relevance and effectiveness. The primary value of Vals AI lies in its ability to solve complex business challenges by providing actionable insights and automating processes. This leads to improved operational efficiency, cost savings, and a competitive edge in the market. By integrating Vals AI, organizations can harness the power of artificial intelligence to drive innovation and achieve their strategic objectives.

Who Is the Company Behind Vals AI?

Valuemetrix

Valuemetrix is an AI-driven investment analysis platform designed to enhance the investment journey by providing real-time market news and insights. Key Features and Functionality: - AI-Enhanced Analysis: Utilizes artificial intelligence to deliver in-depth investment insights. - Real-Time Market News: Offers up-to-date information on market trends and developments. Primary Value and User Solutions: Valuemetrix empowers investors by providing timely and AI-driven market analyses, enabling informed decision-making and a more efficient investment process.

Who Is the Company Behind Valuemetrix?

ValueSense

ValueSense is an advanced investment analysis platform that leverages artificial intelligence and comprehensive financial data to empower investors in making informed, long-term investment decisions. Designed for both novice and experienced investors, ValueSense streamlines the process of stock analysis, intrinsic value calculation, and portfolio research, transforming complex financial data into actionable insights. Key Features and Functionality: - AI-Powered Stock Charting: Generate and compare fundamental financial metrics across multiple companies, providing deep insights into business performance trends. - Advanced Stock Screener: Filter stocks based on a wide range of financial metrics, such as valuation ratios, growth rates, and dividend history, to identify investment opportunities aligned with specific criteria. - Intrinsic Value Calculator: Determine whether a stock is fairly valued, undervalued, or overvalued using automated calculations and proprietary models, offering professional-grade valuation analysis without complex manual computations. - Relative Value Calculator: Assess a stock's valuation compared to similar companies and its own historical performance, helping identify opportunities where stocks are trading at discounts or premiums to their peers and historical norms. - Personalized Workspace: Organize and manage all saved research and analysis in a centralized hub, allowing users to create multiple custom watchlists, track real-time performance data, and analyze stocks through various metrics. Primary Value and User Solutions: ValueSense democratizes investing by providing an elegant interface that transforms institutional-grade analytics into accessible insights for all investors. By automating fundamental analysis and integrating advanced machine learning algorithms, the platform saves users significant time and effort, eliminating the need for manual research. It empowers investors to discover undervalued stocks, avoid overpaying for overpriced ones, and remain focused on long-term investment goals. With tools like AI-driven stock charting and comprehensive valuation calculators, ValueSense ensures data accuracy and delivers actionable insights, enabling users to make smarter investment decisions.

Who Is the Company Behind ValueSense?

Vault AI

Vault AI is a predictive content intelligence platform designed to empower entertainment industry professionals—such as streamers, networks, and studios—with data-driven decision-making tools. By leveraging machine learning and an extensive database of over 60,000 global film and television titles, Vault AI provides actionable insights throughout the content lifecycle, from development and production to marketing and distribution. This enables users to predict audience engagement, optimize content strategies, and enhance marketing effectiveness without relying on traditional surveys or focus groups. Key Features and Functionality: - Strategic Insights Reports: Deliver comprehensive analyses that identify a content's potential, target audience, and key story elements that will drive viewership. - StoryGuide: Offers access to detailed data on a vast library of streaming and television series, including story drivers, social tracking, genre alignment, and demographic information, facilitating easy comparison across titles. - Vault GPT: An on-demand content assistant that utilizes Vault's extensive database to generate coverage-like summaries and briefs, enhancing development, marketing, and sales workflows. - Audience Simulation: Enables creators to tailor storytelling elements to resonate with specific audiences by analyzing demographics, preferences, and behaviors. - 'What If' Iteration: Allows marketers to simulate various strategies, refine approaches, and optimize campaigns for maximum impact and return on investment. Primary Value and Solutions Provided: Vault AI addresses the entertainment industry's need for rapid, accurate, and data-driven insights into content performance and audience engagement. By integrating advanced machine learning with a vast content database, Vault AI enables professionals to make informed decisions at every stage of the content lifecycle. This reduces reliance on traditional, time-consuming research methods, accelerates the creative process, and enhances marketing strategies. Ultimately, Vault AI empowers users to create and promote content that resonates with audiences, leading to increased viewership and success in a competitive market.

Who Is the Company Behind Vault AI?

  • Seller: Vault AI
  • Year Founded: 2015
  • HQ Location: Santa Monica, US
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®

Vedex

Vedex is an advanced AI-powered platform designed to revolutionize the way businesses manage and analyze their data. By leveraging cutting-edge machine learning algorithms, Vedex enables organizations to extract meaningful insights, automate complex processes, and make data-driven decisions with greater accuracy and efficiency. Its intuitive interface and robust analytics tools cater to a wide range of industries, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, ensuring comprehensive data aggregation. - Advanced Analytics: Utilizes sophisticated algorithms to uncover patterns and trends within datasets. - Automated Reporting: Generates real-time reports and visualizations to aid in strategic planning. - Customizable Dashboards: Offers user-friendly dashboards tailored to specific business needs. - Scalability: Adapts to businesses of all sizes, from startups to large enterprises. Primary Value and Solutions Provided: Vedex addresses the challenge of managing vast amounts of data by providing a centralized platform that simplifies data analysis and interpretation. It empowers users to make informed decisions, optimize operations, and identify new opportunities for growth. By automating routine tasks and offering predictive insights, Vedex enhances productivity and drives innovation, ultimately leading to a competitive advantage in the marketplace.

Who Is the Company Behind Vedex?

Velin AI

Velin AI is an advanced artificial intelligence platform designed to revolutionize the way businesses interact with data. By leveraging cutting-edge machine learning algorithms, Velin 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, facilitating seamless integration into existing workflows. Key Features and Functionality: - Data Analysis and Visualization: Velin AI offers powerful tools to analyze large datasets and present findings through interactive visualizations, aiding in the identification of trends and patterns. - Automated Machine Learning: The platform automates the creation and deployment of machine learning models, reducing the need for extensive coding and accelerating the development cycle. - Natural Language Processing (NLP): Velin AI's NLP capabilities allow for the processing and understanding of human language, enabling applications such as sentiment analysis and chatbots. - Predictive Analytics: By analyzing historical data, Velin AI provides predictive insights to forecast future outcomes, assisting in strategic planning and risk management. - Scalability and Integration: Designed to scale with business needs, Velin AI integrates seamlessly with various data sources and third-party applications, ensuring flexibility and adaptability. Primary Value and Solutions Provided: Velin AI addresses the challenge of harnessing vast amounts of data by providing a user-friendly platform that simplifies data analysis and machine learning. It empowers businesses to make data-driven decisions, optimize operations, and gain a competitive edge. By automating complex processes and offering predictive insights, Velin AI reduces the time and resources required for data analysis, allowing organizations to focus on innovation and growth.

Who Is the Company Behind Velin AI?

  • Seller: Velin AI
  • Year Founded: 2025
  • HQ Location: Albuquerque , US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

VentureFlow AI

VentureFlow AI is an advanced platform designed to streamline and enhance the venture capital investment process through the power of artificial intelligence. By leveraging cutting-edge machine learning algorithms, it provides investors with data-driven insights, enabling more informed decision-making and efficient deal sourcing. Key Features and Functionality: - Automated Deal Sourcing: Utilizes AI to identify and recommend promising investment opportunities by analyzing vast datasets and market trends. - Due Diligence Automation: Accelerates the evaluation process by automatically assessing potential investments against predefined criteria, reducing manual workload. - Portfolio Management: Offers tools to monitor and manage existing investments, providing real-time performance analytics and risk assessments. - Market Trend Analysis: Continuously scans the market to detect emerging trends and sectors, helping investors stay ahead of the curve. - Collaboration Tools: Facilitates seamless communication and document sharing among team members, enhancing collaborative decision-making. Primary Value and User Solutions: VentureFlow AI addresses the challenges of traditional venture capital processes by introducing automation and data-driven insights. It significantly reduces the time and effort required for deal sourcing and due diligence, allowing investors to focus on strategic decision-making. By providing real-time analytics and trend detection, it empowers users to make proactive investment choices, ultimately leading to improved portfolio performance and a competitive edge in the market.

Who Is the Company Behind VentureFlow AI?

Verantos

Who Is the Company Behind Verantos?

  • Seller: Verantos
  • Year Founded: 2015
  • HQ Location: Menlo Park, US
  • LinkedIn® Page: www.linkedin.com
    79 employees on LinkedIn®

VerbaGPT

VerbaGPT is an innovative tool designed to simplify data analysis by enabling users to interact with their data using natural language queries. By leveraging large language models (LLMs), VerbaGPT allows users to ask questions about their SQL databases, CSV files, or personal notes and receive immediate, insightful answers. The platform emphasizes data privacy by operating locally on the user's hardware, ensuring that sensitive information remains secure. Key Features and Functionality: - Advanced Analytics: Beyond basic data aggregation, VerbaGPT supports complex queries, data modeling, and the creation of visualizations, enabling comprehensive data analysis. - Text-to-Python Capability: The platform translates natural language queries into Python code, encompassing SQL operations and a wide range of statistical and visualization functions. - Data Privacy: VerbaGPT runs locally, ensuring that the LLM does not have direct access to the user's data. Only schema information explicitly provided by the user is shared, maintaining data confidentiality. - User-Friendly Design: The application is intuitive, allowing users to upload data in CSV/TXT formats, connect to various SQL databases, and select from curated models, including free options. - Offline Functionality: VerbaGPT offers an experimental offline mode, enabling users to perform data analysis without an internet connection. - Error Recovery and Analysis: Features like the 'retry' button help recover from code execution errors, while the 'analyze' button provides commentary on code and results. - Model Training and Management: Users can train models with successful question-SQL pairs, flag unsuccessful generations, and toggle between different LLMs such as OpenRouter and OpenAI. Primary Value and User Solutions: VerbaGPT addresses the challenge many organizations face in becoming data-driven by bridging the gap between data accessibility and technical expertise. It empowers non-technical users to extract meaningful insights from their data without requiring coding skills, thereby democratizing data analysis. For technical users, VerbaGPT enhances productivity by streamlining the data querying process. By prioritizing data privacy and offering a user-friendly interface, VerbaGPT ensures that users can confidently and efficiently interact with their data to inform decision-making and drive innovation.

Who Is the Company Behind VerbaGPT?

  • Seller: VerbaGPT
  • Year Founded: 2023
  • HQ Location: Parker, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Veritone aiWARE

The aiWARE platform ingests structured and unstructured data from nearly any source, leveraging hundreds of AI engines over dozens of cognitive and generative categories to unlock insights, automate tasks, and orchestrate complex workflows. With an intelligent data lake, APIs, workflow tools, and industry-specific applications, aiWARE empowers developers and app users to transform audio, video, text, and other data into actionable intelligence—putting AI at the core of your enterprise enabling smarter decision-making, greater efficiency, and a foundation for continuous innovation.

Who Is the Company Behind Veritone aiWARE?

  • Seller: Veritone Inc.
  • Year Founded: 2014
  • HQ Location: Denver, US
  • Twitter: @veritoneinc
    4,508 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    418 employees on LinkedIn®
  • Ownership: NASDAQ: VERI

Verteron

Verteron is an advanced AI-driven platform designed to revolutionize data analysis and decision-making processes for businesses across various industries. By leveraging cutting-edge machine learning algorithms and natural language processing, Verteron enables organizations to extract actionable insights from complex datasets, enhancing operational efficiency and strategic planning. Key features and functionality of Verteron include: - Automated Data Processing: Streamlines the ingestion, cleaning, and transformation of large datasets, reducing manual effort and minimizing errors. - Predictive Analytics: Utilizes sophisticated algorithms to forecast trends and outcomes, empowering businesses to make informed decisions. - Natural Language Processing (NLP): Allows users to interact with data using conversational language, making data analysis accessible to non-technical stakeholders. - Customizable Dashboards: Provides intuitive, user-friendly interfaces that can be tailored to display relevant metrics and visualizations. - Scalability: Adapts to the needs of both small enterprises and large corporations, handling varying data volumes with ease. The primary value of Verteron lies in its ability to democratize data analytics, enabling organizations to harness the power of AI without requiring extensive technical expertise. By automating complex processes and providing intuitive tools, Verteron helps businesses uncover hidden patterns, optimize operations, and drive innovation, ultimately leading to a competitive advantage in their respective markets.

Who Is the Company Behind Verteron?

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