Best Machine Learning Software - Page 42

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,212

Category Stats (Nov 2026)

  • Average Rating: 4.34/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+1.96%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 15,600+ Authentic Reviews
  • 1,212+ 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 platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Google Cloud Recommendations AI, Alteryx, Amazon Personalize, and Dataiku.

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

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®

GiniMachine AI Decision-Making Software

GiniMachine is an AI-based decision-making platform that utilizes advanced machine learning algorithms and the company's historical data to build high-performing scoring models. It can be used for application scoring, credit scoring, collection scoring, marketing purposes (churn prediction to create personalized offers), and sales activities (cross-selling and upselling opportunities). GiniMachine adds value to banking, finance, telecom, and other businesses able to provide large datasets for analysis. The system uses a custom implementation of the decision tree ensemble method strengthened with a set of heuristics for preliminary data processing and preparation. Key benefits of the solution are: Fast, fully autonomous, and automated model building process. With a prepared dataset, it takes only 2-10 minutes to build and validate a scoring model. Thus, it saves hundreds of hours of manual work for risk officers and data analysts. High performance and predictive power of a model. Typically, up to 15 points of the Gini Index compared to traditional models based on logistic regression (logit). Ease of use — no special training required to build a model. Built-in scoring model evaluation and validation tools. Ability to use unstructured and big data, handle imperfect and missing data, find hidden dependencies. Proven economic efficiency — fewer NPLs, better performance of a loan portfolio, higher acceptance rate, etc. Besides, GiniMachine is a great data analysis tool for risk managers. It provides valuable insights into lender’s data and serves perfectly well for exploratory analysis.

Who Is the Company Behind GiniMachine AI Decision-Making Software?

Gins AI

Who Is the Company Behind Gins AI?

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Glassbeam

Glassbeam provides a platform that can ingest any complex log file and scale from gigabytes to terabytes of data per day. With its patented technology and a powerful proprietary language to build analytics from Log data in a single step, Glassbeam can increase your time to value by 100x

Who Is the Company Behind Glassbeam?

Goals

Goals specializes in development, sales and operational support for cloud services for food service companies.

Who Is the Company Behind Goals?

  • Seller: Goals
  • Year Founded: 2018
  • HQ Location: 港区, JP
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

GodelBots

GodelBots is an advanced AI-driven platform designed to streamline and enhance business operations through intelligent automation. By leveraging cutting-edge machine learning algorithms, GodelBots enables organizations to automate complex tasks, improve decision-making processes, and boost overall efficiency. Key Features and Functionality: - Intelligent Automation: Automates repetitive and time-consuming tasks, allowing employees to focus on strategic initiatives. - Machine Learning Integration: Utilizes advanced algorithms to analyze data patterns and make informed predictions. - Customizable Workflows: Offers flexible workflow configurations tailored to specific business needs. - Scalability: Adapts to businesses of various sizes, ensuring seamless integration and growth. - User-Friendly Interface: Provides an intuitive platform for easy navigation and operation. Primary Value and Solutions: GodelBots addresses the challenge of operational inefficiencies by automating routine processes, reducing human error, and accelerating task completion. This leads to significant cost savings, enhanced productivity, and the ability to allocate resources more effectively. By implementing GodelBots, businesses can stay competitive in a rapidly evolving market landscape.

Who Is the Company Behind GodelBots?

GPUniq

GPUniq is a unified cloud platform that lets developers, ML engineers, and AI startups rent GPUs and access top LLM APIs from a single account and a single balance.

Who Is the Company Behind GPUniq?

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
  • LinkedIn® Page: www.linkedin.com
    115 employees on LinkedIn®

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?

  • Seller: GradeLab
  • Year Founded: 2024
  • HQ Location: Ahmedabad, IN
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

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?

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