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: 1,719

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
  • 1,719+ 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, Hex, and MATLAB.

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=hex-tech-hex&focus%5B%5D=matlab)

Causaly

Causaly is an advanced AI platform designed to revolutionize life sciences research and development by enabling scientists to rapidly discover, interpret, and share biomedical knowledge. By integrating cutting-edge AI technologies with a high-precision knowledge graph, Causaly empowers researchers to accelerate drug discovery processes, reduce risks, and enhance productivity across various stages of R&D. Key Features and Functionality: - Generative AI Copilot: A conversational interface that allows scientists to pose complex biomedical questions and receive trustworthy, evidence-backed responses with inline citations, ensuring transparency and confidence in decision-making. - Knowledge Graph: A comprehensive and precise biomedical knowledge graph that helps researchers distinguish causal relationships from mere co-occurrences, facilitating a deeper understanding of disease mechanisms and potential therapeutic targets. - Enterprise Data Fabric: This feature integrates internal and external data sources, creating a unified "single source of truth" for R&D teams. It ensures research continuity and enables the rapid identification of critical insights by consolidating disparate data into a cohesive framework. - Scientific RAG (Retrieval-Augmented Generation): An advanced information retrieval system tailored for life sciences, combining search and reasoning capabilities to surface precise, context-rich insights from vast datasets. Primary Value and Problem Solved: Causaly addresses the challenges of fragmented data, manual research processes, and lengthy drug development timelines by providing a unified AI-driven platform. It automates up to 80% of research workflows, applies domain-specific reasoning, and uncovers hidden insights, thereby accelerating the journey from initial discovery to the development of life-changing therapies. By offering transparent, evidence-backed insights, Causaly reduces the risk of clinical failures and enhances the efficiency of bringing new treatments to market.

Who Is the Company Behind Causaly?

  • Seller: Causaly
  • Year Founded: 2018
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    138 employees on LinkedIn®

Cedar

Who Is the Company Behind Cedar?

  • Seller: Cedar
  • Year Founded: 2017
  • HQ Location: Seattle, US
  • LinkedIn® Page: www.linkedin.com
    56 employees on LinkedIn®

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®

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®

CheckFa.st

CheckFa.st is an innovative tool designed to help entrepreneurs and businesses quickly validate their product ideas by assessing market demand and financial viability. By leveraging real-time Google search data, CheckFa.st provides comprehensive analyses, enabling users to make informed decisions in minutes rather than weeks. This streamlined approach saves time and resources, allowing founders to focus on developing products that meet actual market needs. Key Features and Functionality: - Market Analysis: Calculates Total Addressable Market (TAM), total monthly search volume, average cost per click (CPC), and competition scores to gauge market demand. - Marketing Analysis: Provides insights into Customer Lifetime Value (LTV), Customer Acquisition Cost (CAC), LTV to CAC ratio, cost per acquisition (CPA), total sales estimates, and return on ad spend (ROAS). - Profit & Loss Statement: Generates editable profit and loss statements with dynamic formulas, including metrics such as gross revenue, net revenue, contribution margins (CM1 and CM2), and overall profit. - Google Keywords Analysis: Delivers ranked and filtered keyword data, including monthly search volumes, CPC, relevance rankings, and competition scores, to help understand customer search behavior. Primary Value and User Solutions: CheckFa.st addresses the common challenges faced by entrepreneurs, such as uncertainty about market demand, lack of data-driven validation, and time-consuming market research. By providing rapid, data-backed insights, it empowers users to: - Validate market demand and financial viability efficiently. - Understand customer needs through analysis of search behavior. - Make informed decisions with comprehensive financial projections. - Save time and resources by streamlining the product validation process. In essence, CheckFa.st equips founders with the necessary tools to build products that align with market demands, increasing the likelihood of success.

Who Is the Company Behind CheckFa.st?

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