Best Data Science and Machine Learning Platforms - Page 29

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)

ClickBoss

ClickBoss is an advanced analytics platform designed to transform complex data into actionable insights, enabling businesses to make informed, data-driven decisions. By integrating with various marketing and analytics tools, ClickBoss simplifies data analysis, providing real-time audits and comprehensive reports that drive sustainable growth. Its user-friendly interface ensures that both individuals and teams can harness the power of AI to optimize their strategies and achieve measurable results. Key Features and Functionality: - Marketing Analytics: Connects ad performance to meaningful outcomes through channel attribution, campaign ROI analysis, conversion funnel insights, A/B testing strategies, and integration with platforms like Meta, Google, and TikTok. - Product Analytics: Provides insights into user behavior, identifying drop-off points and retention metrics by implementing event taxonomy, feature usage tracking, and app SDK integration with tools such as Firebase and Amplitude. - Chatbot Analytics: Transforms live conversations into growth opportunities by tracking drop-off points, mapping unresolved queries, analyzing chat funnels, and attributing interactions to conversions and sales, compatible with Intercom, Zendesk, Drift, and custom bots. - Growth Transformation: Aligns data, technology, and product teams around growth by partnering with stakeholders, streamlining tracking across web, app, and ads, building event frameworks aligned to KPIs, and laying the foundation for scalable, AI-powered growth. - AI & Analytics Enablement: Turns data into fast, reliable, and AI-ready decisions by auditing current analytics stacks for AI readiness, defining measurement plans for automation, implementing clean, structured event data, building dashboards, and training teams to trust and use AI insights. Primary Value and Solutions: ClickBoss empowers businesses to simplify AI-driven data insights, enabling fast, reliable, and unbiased decisions that drive sustainable growth and build a strong data-driven culture. By providing comprehensive analytics services, it addresses common challenges such as inefficient data tracking, unclear metrics, and the complexity of integrating multiple data sources. With ClickBoss, organizations can streamline their analytics processes, enhance collaboration among teams, and make informed decisions that lead to measurable business growth.

Who Is the Company Behind ClickBoss?

CloudPotential Data Tools

CloudPotential Data Tools is a multi-user software platform designed for data analytics, AI integration, and design, tailored specifically for research and R&D teams. It provides discipline-specific tools that accelerate scientific, philanthropic, and financial outcomes, making it an essential resource for organizations focused on innovation and discovery. This platform offers two distinct packages—Glia and Neuron—each catering to different user needs. Glia includes features like Coffee Talk Chat, Data Tools, Plotting, and Corporate SnapShot Posts, making it ideal for collaborative communication and data visualization. Neuron expands on these capabilities by adding advanced AI-driven tools such as CloudBot Chat, CloudBot Artis for generative AI, and CloudBot Analyst for AI-powered analysis, alongside coding functionalities. CloudPotential Data Tools addresses the need for streamlined workflows, enhanced collaboration, and cutting-edge AI tools in research environments. Whether you're a scientist, designer, or part of an R&D team, this platform empowers users to optimize productivity and achieve impactful results.

Who Is the Company Behind CloudPotential Data Tools?

Clusterly AI

Clusterly AI is an advanced artificial intelligence platform designed to streamline and enhance data clustering processes for businesses and researchers. By leveraging cutting-edge machine learning algorithms, it enables users to efficiently organize and analyze large datasets, uncovering meaningful patterns and insights that drive informed decision-making. The platform's intuitive interface and robust performance make it accessible to both technical and non-technical users, facilitating seamless integration into existing workflows. Key Features and Functionality: - Automated Data Clustering: Utilizes sophisticated AI algorithms to automatically group similar data points, reducing manual effort and increasing accuracy. - Scalability: Capable of handling datasets of varying sizes, from small collections to massive repositories, ensuring consistent performance. - Customizable Parameters: Offers flexibility in adjusting clustering parameters to meet specific project requirements and objectives. - Visualization Tools: Provides interactive visual representations of clustered data, aiding in the interpretation and presentation of results. - Integration Capabilities: Easily integrates with existing data management and analytics tools, enhancing overall productivity. Primary Value and User Solutions: Clusterly AI addresses the challenge of efficiently organizing and analyzing large volumes of data, a common hurdle for businesses and researchers. By automating the clustering process, it saves time and resources, allowing users to focus on deriving actionable insights. The platform's scalability ensures it can adapt to growing data needs, while its user-friendly interface democratizes access to advanced data analysis, empowering organizations to make data-driven decisions with confidence.

Who Is the Company Behind Clusterly AI?

CNAI

Who Is the Company Behind CNAI?

  • Seller: CNAI
  • HQ Location: 서울시, KR
  • LinkedIn® Page: www.linkedin.com
    19 employees on LinkedIn®

Codenull.ai

Codenull.ai is a no-code artificial intelligence platform that enables users to build and deploy AI models without any programming knowledge. Designed to democratize AI development, it allows businesses and individuals to create customized models for various applications, transforming raw data into actionable insights. Key Features and Functionality: - No-Code AI Development: Users can build, train, and deploy AI models through an intuitive visual interface, eliminating the need for coding skills. - Versatile Use Cases: The platform supports a wide range of applications, including portfolio optimization, robo-advisors, recommendation engines, fraud detection, sales revenue prediction, medical classification, and logistics cost analysis. - Rapid Deployment: Codenull.ai streamlines the AI development process, enabling users to go from concept to production swiftly, thereby accelerating innovation cycles. - Data-Driven Insights: By leveraging existing data, users can uncover patterns, predict trends, and automate complex decisions, enhancing business intelligence. - Scalable and Secure: The platform offers robust security and compliance features, ensuring data protection and supporting scalable deployment of AI models. Primary Value and Problem Solved: Codenull.ai addresses the common barriers to AI adoption, such as the need for specialized technical expertise, significant time investment, and high development costs. By providing a no-code solution, it empowers users across various industries to harness the power of AI for tasks like optimizing investment portfolios, enhancing customer engagement through personalized recommendations, detecting fraudulent activities, and making informed business decisions. This accessibility fosters innovation and efficiency, allowing organizations to stay competitive in a data-driven world.

Who Is the Company Behind Codenull.ai?

Codex AI Suite

Codex AI Suite is an application toolset. It provides all the tools needed to scope, develop, roll-out and manage AI applications. Codex AI Suite is particularly well-suited to AI applications with strong machine learning and deep learning components.

Who Is the Company Behind Codex AI Suite?

  • Seller: Atos
  • Year Founded: 1997
  • HQ Location: 95877 Bezons, FR
  • Twitter: @Atos
    38,160 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    85,294 employees on LinkedIn®
  • Ownership: EPA: ATO

coding.bio

Coding.bio is an innovative platform designed to streamline the development of biological software applications. It offers a comprehensive suite of tools and resources tailored for bioinformatics professionals, enabling efficient coding, analysis, and visualization of biological data. By integrating advanced computational capabilities with user-friendly interfaces, Coding.bio empowers researchers to accelerate their projects and achieve more accurate results. Key Features and Functionality: - Integrated Development Environment (IDE): A specialized IDE equipped with syntax highlighting, code completion, and debugging tools optimized for bioinformatics programming languages. - Pre-built Libraries and Frameworks: Access to a vast collection of pre-built libraries and frameworks that simplify complex biological computations and data analysis tasks. - Data Visualization Tools: Advanced visualization capabilities to create interactive and informative representations of biological data, aiding in better interpretation and presentation. - Collaboration Support: Features that facilitate seamless collaboration among researchers, including version control integration and shared workspaces. - Cloud Integration: Cloud-based infrastructure that ensures scalability, data security, and remote accessibility, allowing users to work from anywhere. Primary Value and User Solutions: Coding.bio addresses the challenges faced by bioinformatics professionals by providing a unified platform that combines coding, analysis, and visualization tools. It reduces the complexity of managing multiple software solutions, thereby saving time and resources. The platform's user-friendly design and comprehensive features enable researchers to focus on scientific discovery rather than technical hurdles, ultimately accelerating the pace of biological research and innovation.

Who Is the Company Behind coding.bio?

Cognata

Who Is the Company Behind Cognata?

  • Seller: Cognata
  • Year Founded: 2016
  • HQ Location: Rehovot, IL
  • LinkedIn® Page: www.linkedin.com
    20 employees on LinkedIn®

Cognee

cognee helps you create a GraphRAG and supports Vector Stores, Graph stores, and various LLM providers

Who Is the Company Behind Cognee?

Cogniate

Cogniate is an advanced AI-powered 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 optimize operations, identify market trends, and drive strategic growth. Cogniate's intuitive interface ensures seamless integration with existing systems, facilitating real-time data processing and visualization. Key Features and Functionality: - Data Integration: Seamlessly connects with various data sources, aggregating information for comprehensive analysis. - Advanced Analytics: Utilizes machine learning to perform predictive analytics, trend analysis, and anomaly detection. - Customizable Dashboards: Offers interactive dashboards that can be tailored to specific business needs, providing clear and concise visual representations of data. - Automated Reporting: Generates detailed reports automatically, reducing manual effort and ensuring timely information dissemination. - Scalability: Designed to handle large volumes of data, making it suitable for businesses of all sizes. Primary Value and User Solutions: Cogniate empowers businesses to make informed decisions by transforming raw data into meaningful insights. It addresses common challenges such as data silos, inefficient reporting processes, and the inability to quickly adapt to market changes. By providing real-time analytics and customizable reporting, Cogniate enables organizations to enhance operational efficiency, improve customer satisfaction, and gain a competitive edge in their industry.

Who Is the Company Behind Cogniate?

  • Seller: Cogniate
  • Year Founded: 2025
  • HQ Location: Sydney, AU
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®
Bijou Barry
BB
Researched and written by Bijou Barry
Updated April 22, 2026