Best Machine Learning Software - Page 36

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 991

Category Stats (Sep 2026)

  • Average Rating: 4.33/5 (↓0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fireworks AI (+6.25%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

Last updated: September 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,000+ Authentic Reviews
  • 991+ 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 Machine Learning Software

G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence

Highlighted products: Gemini Enterprise Agent Platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Alteryx, Amazon Personalize, Google Cloud TPU, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=dataiku)

GradeLab

GradeLab is an AI-powered grading platform that automatically evaluates handwritten answer sheets with up to 98% accuracy. Instead of teachers spending hours marking papers, GradeLab grades them in seconds, provides structured feedback, and generates performance insights for every student.

Who Is the Company Behind GradeLab?

Who Uses This Product?

  • Company Size: 100% Medium

Gradial

Who Is the Company Behind Gradial?

  • Seller: Gradial
  • Year Founded: 2023
  • HQ Location: Seattle, US
  • LinkedIn® Page: www.linkedin.com
    114 employees on LinkedIn®

Gradillo

Gradillo is an advanced AI-powered platform designed to streamline the grading process for educators, offering a comprehensive solution that enhances efficiency and accuracy in evaluating student work. By leveraging cutting-edge artificial intelligence, Gradillo automates the assessment of assignments, tests, and quizzes, significantly reducing the time educators spend on manual grading tasks. Key Features and Functionality: - Automated Grading: Utilizes AI algorithms to assess a wide range of student submissions, providing consistent and objective evaluations. - Customizable Rubrics: Allows educators to create and apply personalized grading criteria tailored to specific assignments or courses. - Detailed Feedback: Generates comprehensive feedback for students, highlighting strengths and areas for improvement to foster learning and development. - Integration Capabilities: Seamlessly integrates with existing Learning Management Systems (LMS), ensuring a smooth workflow within educational institutions. - Analytics and Reporting: Offers insightful analytics on student performance, enabling educators to identify trends and address learning gaps effectively. Primary Value and Problem Solved: Gradillo addresses the time-consuming nature of traditional grading by automating the evaluation process, allowing educators to focus more on teaching and student engagement. It ensures consistency and fairness in assessments, reduces the potential for human error, and provides timely, constructive feedback to students. This enhances the overall educational experience by promoting a more efficient and effective learning environment.

Who Is the Company Behind Gradillo?

Greater Than

Greater Than is an insurtech company that deliver insights into driving behavior, crash risk, and environmental impact.

Who Is the Company Behind Greater Than?

GreenLyne

GreenLyne Inc. offers AI-optimized financial services, focusing on Regtech, risk management, and inclusive housing finance.

Who Is the Company Behind GreenLyne?

  • Seller: GreenLyne
  • Year Founded: 2021
  • HQ Location: Washington D.C., US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

GridOS

GridOS® is a comprehensive software portfolio developed by GE Vernova, specifically designed to address the complexities of modern grid orchestration. As the energy landscape evolves with increased renewable integration and heightened security and weather challenges, GridOS provides utilities with the necessary tools to enhance grid reliability, resilience, and efficiency. Key Features and Functionality: - Advanced Grid Management: GridOS offers utilities the capability to manage and optimize grid operations, ensuring stability and efficiency in the face of increasing renewable energy sources. - Enhanced Reliability: By leveraging GridOS, utilities have experienced a 21% reduction in network outages and 17% faster restoration times, leading to improved service continuity. - Renewable Integration: The software supports grids with up to 70% renewable energy penetration, facilitating a smoother transition to sustainable energy sources. - Cost Efficiency: GridOS helps utilities avoid up to 40% in inertia management costs for large grids with high renewable penetration, contributing to significant operational savings. Primary Value and Solutions Provided: GridOS empowers utilities to navigate the energy transition by providing modern software tools that orchestrate the complexity of sustainable energy grids. It enhances grid reliability and resilience, even amidst increasing security threats and severe weather conditions. By integrating advanced grid management capabilities, GridOS enables utilities to effectively manage renewable energy sources, reduce operational costs, and improve overall service reliability.

Who Is the Company Behind GridOS?

Guard Your Connect

GuardYourConnect is a specialized fraud detection tool designed for Stripe Connect marketplaces, aiming to protect platform owners from fraudulent sellers and costly chargebacks. Developed by a marketplace expert who personally experienced significant losses due to fraud, GuardYourConnect proactively identifies and mitigates financial risks, allowing businesses to focus on growth and revenue protection. Key Features and Functionality: - Real-time Fraud Detection: Continuously monitors seller accounts and transactions to identify suspicious patterns and high-risk behaviors, providing immediate alerts when potential fraud is detected. - Comprehensive Risk Analysis: Offers detailed risk reports and seller investigation tools with actionable insights, showing exactly why sellers are flagged as suspicious. - Automated Risk Notifications: Sends instant email alerts when high-risk sellers join the marketplace or when suspicious activity is detected, enabling quick responses. - Seller Verification System: Tracks account completion and validates seller information during onboarding to prevent fraudulent accounts from being created. Primary Value and Problem Solved: GuardYourConnect addresses the critical issue of fraudulent activities within Stripe Connect marketplaces, where platform owners are liable for chargebacks resulting from fraudulent transactions. By implementing real-time monitoring and risk analysis, it enables marketplace operators to detect and block fraudulent sellers before they can process payments, thereby preventing financial losses and maintaining the integrity of the platform. This proactive approach not only safeguards revenue but also enhances trust and reliability among users, allowing businesses to operate with confidence in a secure environment.

Who Is the Company Behind Guard Your Connect?

Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026