Best Data Science and Machine Learning Platforms - Page 47

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)

Gigalogy

Gigalogy Personalizer is an AI-driven omnichannel personalization platform tailored for e-commerce businesses. By leveraging advanced artificial intelligence, it enhances product discovery, user engagement, and revenue growth, ultimately increasing the lifetime value of each customer. The platform personalizes every step of the customer journey, from initial site visit to checkout, ensuring that users find the right products at the right time. Early adopters have reported a 50% increase in click-through rates, a 20% boost in revenue, and a threefold rise in repeat customers within six months. Key Features and Functionality: - Personalized Search Results: Guides consumers to desired products or suggests alternatives that align with their interests. - Real-time Product Recommendations: Understands consumer preferences and offers complementary product suggestions to enhance the shopping experience. - Generative AI-powered Advisor: Provides real-time assistance, addressing inquiries and offering valuable advice to ensure a seamless path to purchase. - Dynamic Pricing: Adjusts prices in real-time to optimize sales and revenue. - Easy Integration: Offers seamless integration into web and mobile applications through SDKs or REST APIs. Primary Value and Solutions Provided: Gigalogy Personalizer addresses the challenge of delivering personalized shopping experiences in e-commerce. By utilizing AI-driven personalization, it ensures that customers receive tailored product recommendations and search results, leading to increased engagement and satisfaction. The platform's real-time capabilities, including dynamic pricing and AI-powered assistance, help businesses optimize sales and build stronger customer relationships. Its ease of integration allows companies to quickly implement and benefit from advanced personalization without extensive technical resources.

Who Is the Company Behind Gigalogy?

Gilion

Who Is the Company Behind Gilion?

  • Seller: Gilion
  • Year Founded: 2021
  • HQ Location: Stockholm, SE
  • LinkedIn® Page: www.linkedin.com
    63 employees on LinkedIn®

Gins AI

Who Is the Company Behind Gins AI?

Gitlights

Gitlights is an advanced GitHub analytics platform that leverages artificial intelligence to provide comprehensive insights into your development team's activities. By analyzing commits, pull requests, and developer skills, Gitlights offers detailed visualizations that illuminate the intricacies of your GitHub repositories. This empowers teams to make informed decisions, optimize workflows, and unlock their full potential. Key Features and Functionality: - Commits and Pull Requests Analytics: Visualize historical data on added and deleted lines, assess performance using indicators like RSI and EMA, and filter insights by date, repository, or developer. - Developer Skills Analysis: Identify individual strengths and areas for improvement by examining contributions, problem-solving capabilities, and leadership in code reviews. - Investment Balance Monitoring: Categorize commits into areas such as fixes, refactoring, new development, security, and documentation to ensure alignment with organizational goals. - Developers Map: Gain a clear view of team dynamics by distinguishing between individual and collective contributors, enhancing collaboration and efficiency. - Benchmarking: Compare your team's performance with industry standards or similar-sized companies through visual graphs and essential statistics. - Smart Reports: Receive AI-driven weekly and monthly reports via email or Slack, keeping you updated on your team's progress and highlighting key insights. Primary Value and Problem Solved: Gitlights addresses the challenge of understanding and optimizing development team performance by transforming raw GitHub data into actionable insights. It enables organizations to monitor productivity, identify bottlenecks, and make strategic decisions based on precise analytics. By providing a holistic view of development activities, Gitlights fosters continuous improvement, enhances collaboration, and drives excellence within teams.

Who Is the Company Behind Gitlights?

G LNK

G LNK is a comprehensive healthcare intelligence platform designed to empower life sciences organizations with real-time, data-driven insights. By integrating extensive datasets—including over 9.2 million healthcare professional (HCP) profiles, 68,000 healthcare institutions, and billions of claims—G LNK provides a unified view of the healthcare ecosystem. This enables users to make informed decisions, optimize sales strategies, and ensure compliance across various healthcare markets. Key Features and Functionality: - HCP Profiles: Access detailed information on more than 9.2 million healthcare professionals, encompassing specialties, procedures, prescribing behaviors, affiliations, and verified contact details. - Hospital & Health System Data: Explore data from over 68,000 institutions, including bed counts, payer mix, technology adoption, and quality metrics, to understand institutional dynamics. - Payments & Fair Market Value (FMV): Monitor over $11 billion in tracked payments and utilize real-time FMV benchmarks to ensure compliant engagements with HCPs and key opinion leaders. - Medical Device Utilization: Analyze adoption and utilization data for more than 200,000 medical devices and implants across providers, facilities, and procedures. - Prescribing & Treatment Data: Leverage over 3 billion claims to gain insights into HCP-level prescription data, including treatment patterns, market share, switching behaviors, and formulary preferences. - Procedure & Activity Data: Utilize over 5 billion claims-based procedure data to analyze volumes, trends, and patterns of care delivery by clinician and facility. Primary Value and Solutions: G LNK addresses the critical need for accurate, comprehensive, and actionable healthcare data. By consolidating vast amounts of information into a single platform, it enables life sciences organizations to: - Enhance Sales Strategies: Identify and engage key healthcare professionals and institutions with precision, leading to more effective sales and marketing efforts. - Optimize Market Analysis: Size markets, discover whitespace opportunities, forecast demand, and make faster, data-driven commercial decisions with real-world healthcare insights. - Ensure Compliance: Manage fair market value assessments, code of conduct adherence, and transparency reporting seamlessly, ensuring compliant engagements across every market. By providing a single source of truth for healthcare markets, G LNK empowers organizations to navigate the complexities of the healthcare industry with confidence and efficiency.

Who Is the Company Behind G LNK?

  • Seller: G LNK
  • Year Founded: 2024
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    3,282 employees on LinkedIn®

GoCanopy

GoCanopy is built for institutional investment managers. It turns the documents real estate investment teams already receive (offering memoranda, rent rolls, lease schedules, asset management reports, Excel models) into structured, searchable data. No manual entry, no retyping into a CRM. Forward a document to GoCanopy and the platform extracts the key data, standardises it, and adds it to your firm's private database. Every deal you screen, whether you close it or pass, becomes queryable history. Ask questions like "what logistics deals have we seen in the Netherlands above €50M" or "which leases across our portfolio expire in the next 18 months" and get answers grounded in your own documents, with every figure traceable back to its source page. What teams use it for: Deal screening: get a structured first read on an inbound IM in minutes instead of hours, and benchmark it against every comparable deal your team has seen. Underwriting and IC prep: pull tenant, lease, and market data from your own deal history into memos and analysis, with source references your investment committee can verify. Asset management: track lease expiries, rent reviews, and leasing opportunities across the portfolio from the same data layer, so acquisition insights carry into ownership. Institutional memory: when analysts rotate or MDs leave, their deal knowledge stays in the system instead of leaving with them.

Who Is the Company Behind GoCanopy?

GoodAI Solutions

GoodAI Solutions is a technology company specializing in artificial intelligence (AI) and machine learning (ML) solutions designed to enhance business operations and decision-making processes. Their products leverage advanced AI algorithms to automate complex tasks, analyze large datasets, and provide actionable insights, thereby improving efficiency and productivity across various industries. Key Features and Functionality: - Automated Data Analysis: Utilizes AI to process and interpret vast amounts of data, identifying patterns and trends that inform strategic decisions. - Customizable AI Models: Offers tailored AI solutions that adapt to specific business needs, ensuring relevance and effectiveness. - Real-Time Insights: Provides up-to-date analytics, enabling businesses to respond promptly to changing conditions. - Scalable Solutions: Designed to grow with the business, accommodating increasing data volumes and complexity. - User-Friendly Interface: Features intuitive dashboards and reporting tools for easy interpretation of AI-generated insights. Primary Value and Problem Solved: GoodAI Solutions addresses the challenge of managing and making sense of large, complex datasets. By automating data analysis and providing real-time insights, their AI solutions empower businesses to make informed decisions quickly, reduce operational costs, and gain a competitive edge in their respective markets.

Who Is the Company Behind GoodAI Solutions?

Gosset

Gosset is an advanced pharmaceutical intelligence platform designed to empower biotech and pharmaceutical professionals with comprehensive, evidence-based insights. By aggregating and analyzing data from over one million clinical trials, Gosset delivers precise answers to complex drug development and investment questions, facilitating informed decision-making across the life sciences sector. Key Features and Functionality: - Competitive Intelligence: Access detailed safety, efficacy, trial design, and biomarker data for every disclosed clinical trial result, enabling the creation of comprehensive competitive landscapes and understanding of market positioning. - Search & Evaluation: Identify drug candidates that outperform current standards of care, generate shortlists of potential acquisition targets, and assess target validation, competitive density, and market potential. - Trial Outcome Forecasting: Receive validated predictions on the probability of technical and regulatory success for clinical trials, with completion-date forecasts that are significantly more accurate than sponsors' own estimates. - Asset Due Diligence: Leverage proprietary data alongside Gosset's extensive knowledge graph to perform thorough evaluations, including safety and efficacy benchmarking, market calculations, patent analysis, and risk assessments. - Portfolio Optimization: Obtain personalized recommendations based on current pipelines, investment resources, and opportunities, accounting for time, cost, and success likelihood in remaining trials, while continuously monitoring competitor developments. Primary Value and Solutions Provided: Gosset addresses critical challenges in drug development and investment by offering: - Comprehensive Data Coverage: With information on over 100,000 drugs, 23,000 biological targets, and 100,000 deals, Gosset provides an unparalleled breadth of data. - AI-Powered Insights: Specialized AI agents trained on clinical trial data surface relevant insights, enhancing the accuracy and speed of decision-making processes. - Human-Verified Accuracy: Every data point is reviewed by experts, ensuring reliability and confidence in the information provided. By integrating Gosset into their workflows, life sciences professionals can make faster, more confident decisions regarding portfolio management, pipeline prioritization, and due diligence, ultimately accelerating the development of effective therapies and optimizing investment strategies.

Who Is the Company Behind Gosset?

  • Seller: Gosset
  • Year Founded: 2023
  • HQ Location: Palo Alto, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Grace AI Platform

GRACE offers an efficient, secure, and robust AI implementation across any organization, standardizing processes and workflows across AI projects, including all elements from data ingestion, model development, oneclick deployment, and model life cycle management. In short, GRACE covers the full range of rich functionality your organization needs to be AI proficient. With GRACE, you have access to a comprehensive, yet seamless, solution to comply with the growing number of external guidelines and regulations, and internal policies to documentation and report to different functions, e.g., CSR, ethical charters, and boards. GRACE includes a flexible solution for organizations and regulators to construct tangible metrics, such as Fair, Explainable, Accountable, and Transparent (FEAT) AI. The configurable Rules Engine and Impact Assessment module in Grace offer many additional options to guarantee GRC for other AI requirements. GRACE ensures that the growing GRC for AI does not become a risk for slowing or stopping AI implementation.

Who Is the Company Behind Grace AI Platform?

  • Seller: 2021.AI
  • Year Founded: 2016
  • HQ Location: København N, DK
  • Twitter: @2021_ai
    202 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    115 employees on LinkedIn®

GrackerAI

Who Is the Company Behind GrackerAI?

  • Seller: Gracker AI
  • Year Founded: 2025
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    16 employees on LinkedIn®

Gradient AI

Gradient AI is an advanced artificial intelligence platform designed to empower enterprises by automating complex data workflows and enhancing operational efficiency. By integrating proprietary data with state-of-the-art open-source models, Gradient enables organizations to develop, customize, and deploy AI solutions tailored to their specific needs. This approach accelerates AI transformation while ensuring full ownership and privacy of data and models. Key Features and Functionality: - Data Integration: Seamlessly incorporate raw and unstructured data from various formats, such as PDFs and images, without extensive preparation. - AI Reasoning and Automation: Utilize AI to reshape, modify, combine, and reconcile data, automating complex reasoning tasks across financial and other enterprise functions. - Enterprise-Grade AI: Deploy AI solutions that are optimized for industry-specific challenges, ensuring high performance and scalability in critical operations. - Customization and Control: Build and manage private AI models with full control over data and models, maintaining privacy and security throughout the AI lifecycle. Primary Value and Solutions: Gradient AI addresses the challenge of automating intricate data workflows within enterprises, particularly in sectors like finance, healthcare, and manufacturing. By leveraging AI to handle complex reasoning tasks, organizations can achieve: - Accelerated Deployment: Implement AI solutions up to ten times faster, reducing time-to-value and enhancing competitive advantage. - Cost Efficiency: Lower operational costs by 40% through automation, minimizing manual intervention and associated expenses. - Increased Productivity: Reduce hours spent on manual data tasks by over 70%, allowing teams to focus on strategic initiatives and high-value activities. By providing a comprehensive AI platform that integrates seamlessly with existing systems, Gradient AI empowers enterprises to unlock the full potential of their data, drive innovation, and maintain a competitive edge in their respective industries.

Who Is the Company Behind Gradient AI?

  • Seller: Gradient AI
  • Year Founded: 2018
  • HQ Location: Boston, Massachusetts, United States
  • LinkedIn® Page: www.linkedin.com
    113 employees on LinkedIn®

Gradient Health

Gradient Health is a medical technology company dedicated to accelerating the development of medical AI by providing instant access to millions of de-identified medical imaging studies. Their platform, Atlas, offers a comprehensive data ecosystem that simplifies the sourcing, de-identification, organization, and delivery of medical imaging data, enabling AI developers to efficiently train and validate their models. Key Features and Functionality: - Extensive Data Access: Atlas provides immediate access to over 19 million de-identified medical imaging studies, with a diverse range of modalities and pathologies, ensuring comprehensive datasets for AI development. - Advanced Search Capabilities: The platform supports filtering across hundreds of DICOM tags, series-level metadata, and longitudinal patient histories, allowing developers to define cohorts that reflect real clinical scenarios. - User-Friendly Interface: Atlas features an intuitive interface designed to reduce friction in dataset creation, enabling quick navigation, efficient cohort building, and streamlined workflows from search to export. - Collaboration Tools: The platform supports shared cohorts, common workspaces, and improved dataset analytics, facilitating effective teamwork and consistent dataset management across projects. - Rapid Data Delivery: Once a dataset is selected, Gradient Health ensures delivery within as little as 48 hours, expediting the AI development process. Primary Value and Problem Solved: Gradient Health addresses the critical challenge of accessing diverse and representative medical imaging data, which is essential for developing unbiased and effective AI models. By streamlining the data acquisition process and ensuring compliance with healthcare and data privacy standards, Gradient Health empowers AI developers to focus on innovation, reducing time-to-market and enhancing the quality of medical AI applications. This approach ultimately contributes to more equitable healthcare solutions and improved patient outcomes.

Who Is the Company Behind Gradient Health?

Gradio

Gradio is an open-source Python library that enables developers to create user-friendly web interfaces for machine learning models and other Python functions with minimal effort. By abstracting the complexities of frontend development, Gradio allows users to focus on building and deploying interactive applications swiftly. Key Features and Functionality: - Rapid Installation and Deployment: With a simple `pip install gradio` command, users can set up Gradio and launch applications using just a few lines of Python code, eliminating the need for JavaScript or CSS knowledge. - Diverse Component Library: Gradio offers over 40 input and output components, including support for images, audio, video, 3D models, and dataframes, facilitating the creation of versatile and interactive applications. - Seamless Sharing and Hosting: Developers can instantly generate public links to their applications, making it easy to share demos with clients or colleagues. Additionally, Gradio integrates with platforms like Hugging Face Spaces for free, scalable, and always-online hosting solutions. - Customization and Theming: The built-in theming engine allows for extensive customization of the application's appearance, with prebuilt themes and the option to create custom themes to match specific design requirements. Primary Value and Problem Solving: Gradio addresses the challenge of bridging the gap between complex machine learning models and end-users by providing an intuitive platform for creating interactive web applications. It simplifies the deployment process, enabling rapid prototyping and sharing of machine learning solutions without the need for extensive frontend development expertise. This accelerates the development cycle, fosters collaboration, and enhances the accessibility of machine learning applications to a broader audience.

Who Is the Company Behind Gradio?

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