Best Data Science and Machine Learning Platforms - Page 20

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)

AspectBase

AspectBase is a comprehensive data management platform designed to streamline the organization, analysis, and visualization of complex datasets. It offers a user-friendly interface that enables both technical and non-technical users to efficiently manage their data workflows. By integrating advanced analytics and customizable reporting tools, AspectBase empowers organizations to make informed decisions based on real-time insights. Key Features and Functionality: - Data Integration: Seamlessly connect and consolidate data from multiple sources, ensuring a unified view of information. - Advanced Analytics: Utilize built-in analytical tools to perform complex data analyses without the need for external software. - Customizable Dashboards: Create personalized dashboards that display key metrics and insights tailored to specific business needs. - Collaboration Tools: Facilitate team collaboration with shared workspaces and real-time data sharing capabilities. - Security and Compliance: Ensure data security with robust encryption protocols and compliance with industry standards. Primary Value and User Solutions: AspectBase addresses the challenges of managing large and diverse datasets by providing a centralized platform that simplifies data processes. It eliminates the need for multiple disparate tools, reducing operational complexity and costs. Users benefit from enhanced data accuracy, improved collaboration, and the ability to derive actionable insights swiftly, leading to better strategic decisions and increased organizational efficiency.

Who Is the Company Behind AspectBase?

Asper.ai

Who Is the Company Behind Asper.ai?

  • Seller: Asper.ai
  • Year Founded: 2022
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    145 employees on LinkedIn®

Asteri AI

Asteri AI is an advanced artificial intelligence platform designed to revolutionize the way businesses analyze and interpret complex data. By leveraging cutting-edge machine learning algorithms, Asteri AI enables organizations to uncover actionable insights, streamline operations, and drive informed decision-making processes. Its intuitive interface and robust analytical capabilities make it an indispensable tool for data-driven enterprises seeking to maintain a competitive edge in today's fast-paced market. Key Features and Functionality: - Advanced Data Analytics: Asteri AI processes vast amounts of structured and unstructured data, identifying patterns and trends that might be overlooked by traditional analysis methods. - Machine Learning Models: The platform offers customizable machine learning models that adapt to specific business needs, enhancing predictive accuracy and operational efficiency. - User-Friendly Interface: Designed with usability in mind, Asteri AI provides an intuitive dashboard that allows users to easily navigate and interpret complex datasets. - Real-Time Insights: The system delivers real-time analytics, enabling businesses to make timely decisions based on the most current data available. - Scalability: Asteri AI is built to scale with your business, accommodating growing data needs without compromising performance. Primary Value and Solutions Provided: Asteri AI addresses the challenge of data overload by transforming raw information into meaningful insights. It empowers businesses to make data-driven decisions, optimize processes, and identify new opportunities for growth. By automating complex analytical tasks, Asteri AI reduces the time and resources required for data analysis, allowing organizations to focus on strategic initiatives and innovation.

Who Is the Company Behind Asteri AI?

Atla

Atla is an advanced AI-powered platform designed to streamline and enhance data analysis processes for businesses and researchers. By leveraging cutting-edge machine learning algorithms, Atla enables users to extract meaningful insights from complex datasets, facilitating informed decision-making and strategic planning. The platform's intuitive interface and robust analytical tools make it accessible to both technical and non-technical users, ensuring a seamless experience in data exploration and interpretation. Key Features and Functionality: - Automated Data Processing: Atla automates the ingestion, cleaning, and transformation of raw data, reducing manual effort and minimizing errors. - Advanced Analytics: The platform offers a suite of analytical tools, including predictive modeling, trend analysis, and anomaly detection, to uncover hidden patterns and correlations. - Customizable Dashboards: Users can create personalized dashboards to visualize data in real-time, enabling quick assessment and reporting. - Collaboration Tools: Atla supports team collaboration by allowing multiple users to work simultaneously on projects, share insights, and maintain version control. - Scalability: Designed to handle large volumes of data, Atla scales efficiently to meet the needs of growing organizations. Primary Value and Solutions Provided: Atla addresses the challenges of managing and interpreting vast amounts of data by providing a comprehensive, user-friendly platform that simplifies complex analytical tasks. It empowers organizations to make data-driven decisions with confidence, enhances operational efficiency, and fosters innovation by uncovering actionable insights. By reducing the time and expertise required for data analysis, Atla democratizes access to advanced analytics, enabling businesses of all sizes to harness the power of their data effectively.

Who Is the Company Behind Atla?

  • Seller: Atla
  • Year Founded: 2018
  • HQ Location: Aarhus, DK
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Atlas AI

Atlas AI is a cutting-edge platform that leverages artificial intelligence to provide comprehensive geospatial analytics and insights. By integrating advanced machine learning algorithms with vast datasets, Atlas AI delivers real-time, actionable information to support decision-making across various sectors, including agriculture, infrastructure, and economic development. Key Features and Functionality: - Geospatial Data Analysis: Utilizes satellite imagery and other geospatial data to monitor and analyze land use, crop health, and infrastructure development. - Predictive Modeling: Employs AI-driven models to forecast economic trends, agricultural yields, and urban growth patterns. - Customizable Dashboards: Offers user-friendly interfaces that allow stakeholders to visualize and interpret complex data effectively. - API Integration: Provides seamless integration with existing systems through robust APIs, enabling automated data flow and analysis. - Scalable Solutions: Adapts to various scales, from local projects to national-level assessments, ensuring flexibility for diverse user needs. Primary Value and User Solutions: Atlas AI empowers organizations and policymakers with timely and accurate insights, facilitating informed decisions that drive sustainable development and economic growth. By harnessing the power of AI and geospatial data, users can identify opportunities, mitigate risks, and optimize resource allocation, ultimately enhancing operational efficiency and strategic planning.

Who Is the Company Behind Atlas AI?

Atlas Ai

Atlas AI is a geospatial artificial intelligence platform designed to provide hyperlocal socio-demographic indicators, forecast supply and demand, and empower data scientists with advanced GeoAI tools. By integrating diverse data sources, including satellite imagery and economic datasets, Atlas AI delivers granular, up-to-date insights into population dynamics, infrastructure development, and market trends. This enables organizations to make informed decisions in rapidly changing environments. Key Features and Functionality: - Hyperlocal Socio-Demographic Indicators: Access detailed, location-specific data on population characteristics, economic activity, and infrastructure to understand community profiles and needs. - Supply and Demand Forecasting: Utilize predictive models to identify market opportunities, optimize resource allocation, and plan infrastructure development based on anticipated demand. - GeoAI Model Library: Leverage a catalog of production-scale analytical models tailored for geospatial workflows, facilitating complex analyses and decision-making processes. - Geospatial Feature Store: Incorporate geo-referenced, analysis-ready data into machine learning workflows, enhancing the accuracy and relevance of predictive models. - Enterprise Developer Toolkit: Access a suite of connectors, interfaces, and handlers that streamline the integration of geospatial AI into existing systems and workflows. Primary Value and Solutions: Atlas AI addresses the challenges organizations face in navigating the complexities of a rapidly changing planet by providing actionable geospatial insights. Its solutions promote agility and resilience across various sectors: - Demand Forecasting and Site Selection: Assist industries such as logistics, energy, and industrials in deploying new infrastructure to meet future market needs by predicting demand and identifying optimal locations. - Asset Monitoring in Conflict-Prone Regions: Enable organizations to monitor sites in volatile areas, ensuring asset security and operational continuity. - Last-Mile Targeting and Delivery: Support consumer goods and humanitarian aid sectors in optimizing delivery routes and targeting efforts to reach underserved populations effectively. - Market Micro-Segmentation for Sales Uplift: Empower businesses to identify and target specific market segments, enhancing sales strategies and customer engagement. - Demand-Sensing for Fleet Investments and Manufacturing Planning: Aid transportation and manufacturing industries in anticipating demand fluctuations, optimizing fleet investments, and planning production schedules accordingly. By harnessing the power of geospatial AI, Atlas AI equips organizations with the tools to make data-driven decisions, adapt to changing conditions, and seize emerging opportunities.

Who Is the Company Behind Atlas Ai?

  • Seller: Atlas Ai
  • Year Founded: 2018
  • HQ Location: Palo Alto, US
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

atQor

atQor is a Microsoft-focused consulting and product development company dedicated to enhancing business productivity through innovative technology solutions. Specializing in Microsoft technologies, atQor offers a comprehensive suite of services, including cloud solutions, data and AI services, digital transformation, and security consulting. Their expertise spans across various industries such as manufacturing, pharmaceuticals, oil and gas, media entertainment, retail, and government sectors. Key Features and Functionality: - Cloud Solutions: atQor provides robust cloud services, leveraging Microsoft Azure to deliver scalable and secure infrastructure tailored to business needs. - Data & AI Services: They offer advanced data analytics and artificial intelligence solutions, enabling businesses to harness the power of data for informed decision-making. - Digital Transformation: atQor assists organizations in modernizing their operations by implementing cutting-edge technologies and streamlining processes. - Security Consulting: They provide comprehensive security services to protect organizational data and ensure compliance with industry standards. - Microsoft Copilot Consulting: atQor offers consulting services for Microsoft Copilot, helping businesses integrate AI-powered assistance into their workflows to enhance productivity. Primary Value and Solutions: atQor's primary value lies in its ability to drive digital transformation and operational efficiency for businesses. By leveraging Microsoft technologies, they help organizations: - Enhance Productivity: Implementing tools like Power BI, Power Apps, and Microsoft Teams to streamline workflows and improve collaboration. - Ensure Compliance: Providing solutions that adhere to industry-specific regulations and standards, ensuring data security and compliance. - Drive Innovation: Utilizing AI and machine learning to develop intelligent applications that foster innovation and competitive advantage. - Optimize Operations: Offering consulting services that help businesses adopt sustainable practices and optimize their IT infrastructure. Through their customer-centric approach and deep expertise in Microsoft technologies, atQor empowers organizations to achieve more in their digital transformation journeys.

Who Is the Company Behind atQor?

  • Seller: atQor
  • Year Founded: 2002
  • HQ Location: Santa Fe Springs, US
  • LinkedIn® Page: www.linkedin.com
    218 employees on LinkedIn®

Atrix

Atrix AI is a cutting-edge platform designed to empower medical affairs teams within the life sciences sector by transforming complex, unstructured data into actionable insights through automated, AI-driven workflows. This no-code solution enables professionals to streamline their processes, enhance data analysis, and accelerate research without the need for specialized technical expertise. Key Features and Functionality: - Automated Workflows: Simplifies the creation and management of workflows, allowing teams to focus on strategic tasks rather than manual processes. - Data Integration: Seamlessly connects with various data sources, enabling comprehensive analysis and synthesis of information. - AI-Powered Analysis: Utilizes advanced artificial intelligence to clean, transform, and enrich data, providing reliable and accurate insights. - User-Friendly Interface: Designed with a spreadsheet-like interface, making it accessible for users without coding or data science backgrounds. - Customizable Applications: Allows the creation of live applications, including dashboards, reports, and summaries, tailored to specific team needs. Primary Value and Solutions Provided: Atrix AI addresses the challenges faced by medical affairs teams in managing and interpreting vast amounts of unstructured data. By automating data workflows and leveraging AI for analysis, the platform significantly reduces the time and effort required to derive meaningful insights. This leads to more informed decision-making, improved strategic outcomes, and a faster advancement of medical missions. Ultimately, Atrix AI enhances efficiency, accuracy, and collaboration within life sciences organizations, enabling them to unlock the full potential of their data.

Who Is the Company Behind Atrix?

Audience Atlas Intelligence

Audience Atlas Intelligence is a comprehensive platform designed to provide businesses with deep insights into their target audiences. By leveraging advanced data analytics and machine learning algorithms, it enables organizations to understand consumer behaviors, preferences, and trends, facilitating more informed decision-making and strategic planning. Key Features and Functionality: - Audience Segmentation: Identifies and categorizes distinct consumer groups based on demographics, interests, and behaviors. - Behavioral Analytics: Analyzes user interactions and engagement patterns to uncover actionable insights. - Predictive Modeling: Utilizes machine learning to forecast future consumer behaviors and market trends. - Customizable Dashboards: Offers intuitive dashboards that present data in a clear and actionable format. - Integration Capabilities: Seamlessly integrates with existing CRM and marketing platforms for streamlined operations. Primary Value and Solutions Provided: Audience Atlas Intelligence empowers businesses to make data-driven decisions by offering a granular understanding of their audiences. This leads to more effective marketing strategies, improved customer engagement, and increased ROI. By identifying and analyzing specific audience segments, companies can tailor their offerings to meet the unique needs and preferences of their customers, thereby enhancing customer satisfaction and loyalty.

Who Is the Company Behind Audience Atlas Intelligence?

Augento

Who Is the Company Behind Augento?

  • Seller: Augento
  • Year Founded: 2024
  • HQ Location: Zürich, CH
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Augmental

Augmental is an AI-driven educational technology platform dedicated to transforming learning experiences through personalized education, intelligent content creation, and comprehensive data analytics. Established in 2018, Augmental collaborates closely with educational institutions and content creators to reshape how knowledge is shared and consumed. Key Features and Functionality: - Personalized Learning Paths: Utilizes AI to tailor educational content to individual learner's styles and paces, enhancing engagement and comprehension. - Intelligent Content Creation: Automates the generation and optimization of courses, lessons, and assessments, ensuring alignment with educational standards and objectives. - Comprehensive Data Analytics: Provides detailed reporting tools that offer insights into learner performance and course effectiveness, enabling data-driven decision-making. - Adaptive Learning: Dynamically adjusts content and learning paths based on each learner's progress, making learning experiences more relevant and challenging. - Flexible Integration: Offers quick setup and seamless integration with existing systems, allowing for rapid deployment without compromising customization or functionality. Primary Value and Solutions Provided: Augmental addresses the challenges of traditional education by offering a platform that personalizes learning experiences, streamlines content creation, and provides actionable insights through data analytics. By infusing AI into every aspect of the learning process, Augmental empowers educators to deliver tailored educational experiences that adapt in real-time to each learner's needs, ensuring effective and engaging training. This approach not only enhances learner engagement and retention but also enables institutions to optimize their training strategies and demonstrate return on investment.

Who Is the Company Behind Augmental?

Augmeta

Augmeta is an AI operating system for KPIs. It gives every important KPI its own AI Operator that continuously investigates what’s changing, identifies opportunities to improve performance, and helps teams take action and measure the outcome. Instead of relying on analysts and operators to manually piece together dashboards, experiments, releases, promotions, customer feedback, and other business context, Augmeta connects those signals and follows each KPI end to end. Augmeta helps teams: - Investigate KPI changes: Detect anomalies, determine root causes, and surface decision-ready explanations. - Find growth opportunities: Continuously identify, size, and prioritize opportunities to improve performance. - Turn insights into action: Recommend and execute actions with human-defined goals and guardrails. - Run business reviews: Bring KPIs, insights, investigations, decisions, and follow-ups into a shared operating rhythm. - Build organizational context: Learn from previous investigations, decisions, actions, and outcomes so every analysis doesn’t start from scratch. Augmeta is designed for companies with complex KPIs, recurring business-review rituals, and teams that need to move quickly without adding more dashboards or manual analysis. At a Fortune 500 retailer, Augmeta’s KPI Operators already cover 100+ KPIs and support weekly business reviews end to end. Every KPI deserves an Operator.

Who Is the Company Behind Augmeta?

  • Seller: Augmeta
  • Year Founded: 2022
  • HQ Location: Seattle, US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026