Best Data Science and Machine Learning Platforms - Page 28

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

Total Products under this Category: 1,647

Category Stats (Oct 2026)

  • Average Rating: 4.46/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Palantir Foundry (+1.15%) - Among all products in this category, Palantir Foundry recorded the largest rating increase compared to last month

Last updated: October 13, 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
  • 14,600+ Authentic Reviews
  • 1,647+ 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 Dataiku.

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=dataiku)

CentroidAI

CentroidAI is a behavioral intelligence platform that enables organizations to predict and act on behavioral changes in accounts, donors, patients, or alumni months before these changes become evident in traditional analytics. By analyzing existing data, CentroidAI provides early-warning intelligence, allowing proactive interventions to mitigate risks and seize growth opportunities. Key Features and Functionality: - Predictive Behavioral Analysis: Utilizes proprietary algorithms to identify impending behavioral shifts, offering a lead time of 3–6 months before changes manifest. - Industry-Specific Solutions: Offers tailored products across various sectors, including: - FyndEm Engage: Focuses on plasma donor retention by identifying donors at risk of lapsing and those likely to return. - FyndEm Clinical: Surfaces undiagnosed patients matching early-stage disease profiles, validated across multiple chronic disease models. - FyndEm MedTech: Predicts high-probability adoption targets among surgeons and key opinion leaders. - FyndEm Retail: Anticipates customer churn and growth, facilitating targeted marketing efforts. - FyndEm Account: Detects potential hospital account defections using ERP order history without requiring IT integration. - FyndEm Campus: Ranks alumni by giving propensity, enhancing fundraising strategies. - FyndEm Quality: Predicts production line failures and supplier drift patterns before they occur. - FyndEm Advance: Identifies supporter disengagement well in advance, optimizing outreach efforts. - Data Integration and Analysis: Processes standard exports from ERP, EHR, CRM, or donor management systems without necessitating IT integration, ensuring seamless implementation. - Retrospective Diagnostics: Conducts historical data analyses to validate model accuracy, lead time, and potential impact before full deployment. Primary Value and Solutions Provided: CentroidAI empowers organizations to proactively address behavioral changes by providing early warnings, thereby reducing risks and capitalizing on growth opportunities. Its industry-specific solutions cater to unique challenges across various sectors, enhancing decision-making processes and operational efficiency. By leveraging existing data without requiring complex integrations, CentroidAI offers a cost-effective and efficient approach to behavioral intelligence, ultimately driving better outcomes and fostering sustainable growth.

Who Is the Company Behind CentroidAI?

Cerbrec Graphbook

Cerbrec Graphbook is an enterprise-grade AI platform that empowers organizations to build bespoke AI solutions through an intuitive drag-and-drop interface. Designed to democratize AI development, Graphbook enables subject matter experts to create, deploy, and manage custom AI models without the need for coding or prior AI experience. This approach significantly reduces technical barriers, accelerates time-to-delivery, and enhances transparency in AI development processes. Key Features and Functionality: - Intuitive Drag-and-Drop Interface: Allows users to design complex AI workflows visually, facilitating rapid development and deployment of AI solutions. - Pre-Built AI Models: Offers a library of pre-trained models, including Llama, Mistral, GPT, and BERT, as well as domain-specific models like ProtGPT for protein design and SMILES-BERT for molecular prediction. - Seamless Data Integration: Connects diverse data sources across cloud and on-premise environments, transforming scattered data into unified intelligence without technical complexity. - Compute Jobs: Provides the capability to run compute jobs asynchronously on dedicated cloud pods, offering efficient execution of AI models with robust scalability. - Global Constants and Variables Management: Facilitates the definition and management of global constants and variables, streamlining data handling and model configuration. Primary Value and Problem Solved: Graphbook addresses critical challenges in AI development by eliminating the need for specialized coding skills, thereby enabling a broader range of professionals to participate in AI solution creation. By providing an accessible platform, it accelerates the development cycle, reduces costs associated with hiring AI specialists, and ensures compliance with regulatory standards through enhanced transparency and auditability. This empowers organizations across various industries, including biotech, pharmaceuticals, and manufacturing, to leverage AI for innovation and improved decision-making.

Who Is the Company Behind Cerbrec Graphbook?

  • Seller: Cerbrec
  • Year Founded: 2023
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

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Cerebriu

Who Is the Company Behind Cerebriu?

  • Seller: Cerebriu
  • Year Founded: 2018
  • HQ Location: Copenhagen, DK
  • LinkedIn® Page: www.linkedin.com
    61 employees on LinkedIn®

CERPRO

CERPRO is an AI-powered software solution designed to revolutionize quality assurance processes in manufacturing. By automating the extraction and interpretation of features from technical drawings, CERPRO significantly reduces manual effort, minimizes errors, and accelerates the creation of inspection reports. This enables manufacturers to focus more on production while ensuring consistent and reliable quality documentation. Key Features and Functionality: - Automated Feature Extraction: Utilizes advanced AI to automatically identify and interpret critical elements from technical drawings, such as dimensions, tolerances, and drill holes. - Multi-Format Support: Accepts various file formats, including PDF, JPG, and DXF, providing flexibility in handling different types of technical drawings. - Customizable Export Options: Allows users to export extracted data into personalized templates, such as VDA, EMPB, and inspection plans, facilitating seamless integration into existing workflows. - Time and Error Reduction: Eliminates the need for manual stamping, copying, and formatting, leading to up to 70% time savings and a significant decrease in documentation errors. - Cloud-Based Accessibility: Offers a secure, cloud-based platform that ensures high availability and compliance with data protection regulations, including GDPR. Primary Value and User Solutions: CERPRO addresses the challenges of manual, error-prone, and time-consuming quality assurance documentation in manufacturing. By automating the creation of inspection reports, it enables companies to: - Enhance Efficiency: Streamline quality assurance processes, allowing for faster turnaround times and increased productivity. - Improve Accuracy: Reduce human errors associated with manual data entry, ensuring more reliable and consistent quality documentation. - Focus on Core Competencies: Free up valuable resources from administrative tasks, enabling teams to concentrate on essential production activities. By integrating CERPRO into their operations, manufacturing companies can achieve substantial cost savings, improved product quality, and a competitive edge in the industry.

Who Is the Company Behind CERPRO?

  • Seller: CERPRO
  • Year Founded: 2023
  • HQ Location: Berlin, DE
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Chartfast

ChartFast is an AI-driven data analysis tool designed to streamline the process of data visualization and analysis. By automating repetitive tasks such as data cleaning, transformation, and chart creation, ChartFast enables users to generate complex graphs and visualizations in seconds, significantly reducing the time and effort traditionally required for data work. Key Features and Functionality: - Rapid Graph Generation: Utilizes specialized internal libraries to quickly produce complex graphs and visualizations tailored to diverse data needs. - Customizable Visualization Code: Offers a dedicated server environment for running Python scripts, allowing users to leverage powerful data analysis libraries for advanced data processing and visualization. - Interactive Data Queries: Enables users to gain expert-level insights by posing direct questions to their datasets, facilitating a deeper understanding of the data. - Instant Data Export: Supports the import of files in .csv or Excel formats and allows for immediate export of processed data and visualizations with a single click. Primary Value and User Solutions: ChartFast addresses common challenges in data analysis by automating time-consuming tasks, thereby reducing the risk of human error and enhancing efficiency. It empowers users to focus on decision-making rather than manual data processing, making it an invaluable tool for professionals seeking to optimize their data workflows.

Who Is the Company Behind Chartfast?

Chartgen AI

ChartGen AI is a user-friendly platform designed to simplify the creation of visually appealing charts and graphs from various data formats, including CSV, Excel, JSON, and Google Sheets. By integrating Python transformations and AI-powered data analytics, it caters to diverse needs such as data visualization, reporting, statistical analysis, business intelligence, and data storytelling. The intuitive three-step process—uploading the dataset, describing the desired chart, and generating the visualization—ensures accessibility for users with minimal technical expertise. Key Features: - User-Friendly Interface: Simplifies navigation and chart creation for users of all skill levels. - Natural Language Processing: Translates user descriptions into accurate visual representations. - Rapid Chart Generation: Produces charts swiftly, enhancing efficiency in data analysis. - Support for Multiple File Formats: Accommodates various data inputs, including CSV, Excel, JSON, and Google Sheets. - Data Security: Emphasizes the importance of reviewing privacy policies and security measures to ensure data protection. Primary Value: ChartGen AI addresses the challenge of transforming complex datasets into clear, insightful visualizations without requiring advanced technical skills. By automating the chart creation process and supporting multiple data formats, it empowers users to effectively communicate data-driven insights, thereby enhancing decision-making and storytelling capabilities.

Who Is the Company Behind Chartgen AI?

Chartlens IQ

Chartlens IQ is an advanced data visualization and analytics platform designed to transform complex datasets into clear, actionable insights. By leveraging cutting-edge artificial intelligence and machine learning technologies, it enables users to create interactive charts and dashboards that facilitate data-driven decision-making across various industries. Key Features and Functionality: - Intuitive Data Visualization: Offers a wide range of customizable chart types and interactive dashboards to represent data effectively. - AI-Powered Insights: Utilizes machine learning algorithms to identify patterns, trends, and anomalies within datasets. - Real-Time Data Processing: Supports real-time data integration, allowing users to monitor and analyze data as it becomes available. - Collaborative Tools: Provides features for team collaboration, including shared dashboards and annotation capabilities. - Seamless Integration: Compatible with various data sources and platforms, ensuring smooth data import and export processes. - User-Friendly Interface: Designed with a focus on usability, making it accessible to both technical and non-technical users. Primary Value and User Solutions: Chartlens IQ addresses the challenge of interpreting large and complex datasets by simplifying data analysis and visualization. It empowers organizations to make informed decisions quickly by providing clear, real-time insights. The platform's AI-driven approach enhances the accuracy of data interpretation, reducing the risk of human error. Additionally, its collaborative features foster teamwork and knowledge sharing, leading to more cohesive and strategic decision-making processes.

Who Is the Company Behind Chartlens IQ?

Chasi

Who Is the Company Behind Chasi?

  • Seller: Chasi
  • Year Founded: 2025
  • HQ Location: Brooklyn, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Chisquares

Chisquares is an integrated research platform designed to streamline the entire research process, from study design and data collection to analysis and manuscript preparation. By consolidating multiple research tools into a single, user-friendly interface, Chisquares enhances efficiency and accuracy for researchers across various disciplines. Key Features and Functionality: - Sample Size Calculation: Automates the determination of optimal sample sizes, ensuring statistical validity and reducing setup time by 70% with predefined parameters. - Advanced Sampling Methods: Supports techniques such as random, stratified, and systematic sampling, allowing for the collection of representative data tailored to specific study requirements. - AI Toolkit: Offers AI-powered tools to automate survey creation, perform instant analyses, and generate insights, thereby optimizing research workflows. - Flexible Study Designs: Accommodates various study types, from one-time surveys to longitudinal studies, with features for scheduling, participant management, and complex data relationships. - Data Analysis and Visualization: Provides tools for descriptive statistics, multivariable analysis, and data visualization, facilitating comprehensive data interpretation. - Collaboration Tools: Enables team collaboration through shared access to projects, data, and analyses, promoting efficient teamwork. Primary Value and User Solutions: Chisquares addresses the fragmentation and manual labor traditionally associated with the research process by offering a unified platform that integrates all essential research tools. This consolidation reduces the time and effort required to design studies, collect data, perform analyses, and prepare manuscripts. By automating routine tasks and providing AI-driven insights, Chisquares empowers researchers to focus on the critical aspects of their work, leading to faster, more accurate, and impactful research outcomes.

Who Is the Company Behind Chisquares?

  • Seller: Chisquares
  • Year Founded: 2022
  • HQ Location: Sandy Springs, US
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

Choony

Choony is a comprehensive platform designed to streamline and enhance the management of digital assets and workflows for businesses. It offers a suite of tools that facilitate efficient collaboration, organization, and distribution of digital content, catering to the needs of teams across various industries. Key Features and Functionality: - Digital Asset Management: Centralized storage and organization of digital files, enabling easy access and retrieval. - Collaborative Tools: Features that support team collaboration, including shared workspaces and real-time editing capabilities. - Workflow Automation: Automated processes to streamline repetitive tasks, improving efficiency and reducing manual errors. - Access Control: Granular permission settings to ensure appropriate access levels for different team members. - Integration Capabilities: Seamless integration with other software and platforms to enhance functionality and connectivity. Primary Value and Solutions Provided: Choony addresses the challenges businesses face in managing and distributing digital assets by providing a centralized platform that enhances collaboration, improves workflow efficiency, and ensures secure access to content. By automating routine tasks and offering robust organizational tools, Choony helps teams focus on creative and strategic initiatives, ultimately driving productivity and innovation.

Who Is the Company Behind Choony?

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