Best Machine Learning Software - Page 44

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,029

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
  • 1,029+ 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)

Magnitude

Who Is the Company Behind Magnitude?

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

Maneva

Who Is the Company Behind Maneva?

  • Seller: Maneva
  • Year Founded: 2022
  • HQ Location: North York, Ontario, Canada
  • LinkedIn® Page: www.linkedin.com
    92 employees on LinkedIn®

Manolin

Who Is the Company Behind Manolin?

  • Seller: Manolin
  • Year Founded: 2018
  • HQ Location: Bergen, NO
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Markmi

Who Is the Company Behind Markmi?

  • Seller: Markmi
  • Year Founded: 2016
  • HQ Location: Ghent, BE
  • LinkedIn® Page: www.linkedin.com
    14 employees on LinkedIn®

Matej

A unique recommendation system specialised for Job boards, Real Estate and Car portals.

Who Is the Company Behind Matej?

Who Uses This Product?

  • Company Size: 100% Small

Matta

Matta provides AI software, custom models, and deployment for vision and language automation.

Who Is the Company Behind Matta?

  • Seller: Matta
  • Year Founded: 2022
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

MaxConv

MaxConv is a cloud-based performance marketing tracker designed to streamline the tracking, analysis, and optimization of marketing campaigns. With its intuitive dashboard and seamless integration with major advertising networks, MaxConv provides marketers with powerful tools to enhance campaign performance globally. Key Features and Functionality: - Intuitive Dashboard: A fast, clean, and responsive interface that simplifies campaign management. - Effortless Integration: Seamless integration with major ad networks, allowing for the import of conversions to feed their AI systems. - Performance Analysis: Tools to identify top-performing ads, creatives, or placements with just a few clicks. - Global Data Centers: Ensures lightning-fast speeds and reliable performance worldwide, eliminating server management headaches. - Suspicious Traffic Detection & Armor: Real-time monitoring to detect and block over 400 known bots and other suspicious activities, ensuring accurate campaign reporting. - Multiple Tracking Modes: Supports redirect tracking, direct tracking, and direct rotation to comply with the latest browser privacy rules and specific requirements. - Custom Domains with SSL: Allows the use of personal domains for tracking, each provided with free SSL to prevent campaigns from being flagged as suspicious. - Custom Event and Conversion Tracking: Monitors crucial page actions like button clicks, form submissions, and more, providing valuable insights into user interactions. - Workspaces & Multi-user Access: Facilitates efficient collaboration within a shared environment, enabling management of multiple projects and tasks. Primary Value and Solutions Provided: MaxConv addresses the complexities of performance marketing by offering a comprehensive solution that simplifies campaign tracking and optimization. Its global data centers ensure fast and reliable performance, while advanced features like suspicious traffic detection safeguard campaign integrity. By integrating effortlessly with major ad networks and providing detailed performance analysis, MaxConv empowers marketers to make informed decisions, optimize their strategies, and achieve better results efficiently.

Who Is the Company Behind MaxConv?

MedAware

MedAware is an AI-driven medication safety monitoring platform designed to identify and prevent medication-related risks throughout the entire patient journey. By integrating seamlessly within existing health data systems and connected devices, MedAware provides a continuous safety layer that enhances patient care and safeguards healthcare providers. Key Features and Functionality: - AI-Powered Risk Identification: Utilizes advanced machine learning algorithms and outlier detection mechanisms to detect prescribing anomalies and potential adverse drug events. - Continuous Monitoring: Operates 24/7 to provide real-time clinical insights at all stages of medication access and delivery, ensuring patient safety even when they are not actively seeking care. - Seamless Integration: Designed to integrate within existing Electronic Health Records (EHRs) and health data systems, facilitating easy adoption without disrupting current workflows. - High Clinical Relevance: Delivers accurate and timely alerts with a low alert burden, leading to significant improvements in provider behavior and patient outcomes. Primary Value and Problem Solved: MedAware addresses the critical issue of medication errors, which harm an estimated 1.2 million Americans annually. Traditional Clinical Decision Support (CDS) systems often fail to catch a significant portion of these errors. By providing a personalized and continuous monitoring system, MedAware enhances patient safety, reduces the risk of adverse drug events, and supports healthcare providers in delivering optimal care.

Who Is the Company Behind MedAware?

  • Seller: MedAware
  • Year Founded: 2012
  • HQ Location: Raanana, IL
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®

Medical Brain

Medical Brain is an AI-powered clinical decision support platform designed to enhance patient care by providing real-time, personalized health guidance. It continuously monitors patients, aggregates comprehensive health data—including electronic health records and patient-generated information—and delivers actionable insights to both patients and providers. This proactive approach aims to identify emerging health risks early, guide timely interventions, and prevent high-cost emergency visits. Key Features and Functionality: - 24/7 Patient Monitoring: Continuously tracks patient health status to detect potential issues promptly. - Comprehensive Data Integration: Aggregates and interprets data from various sources, including free-text health records and patient communications. - Real-Time Clinical Decision Support: Provides evidence-based recommendations to patients and alerts providers when necessary. - Clinical Best Practice Modules: Offers specialized modules covering areas such as orthopedics, radiology, infectious diseases, and more, incorporating guidelines from leading medical authorities. - Intelligent Communication Tools: Facilitates efficient communication between patients and providers through user-friendly interfaces. Primary Value and Problem Solved: Medical Brain addresses the challenge of fragmented healthcare information and delayed interventions by providing a unified platform that ensures continuous patient engagement and proactive care management. By identifying health risks early and guiding timely actions, it improves patient outcomes, reduces unnecessary healthcare costs, and enhances the efficiency of healthcare providers. This comprehensive approach supports the goals of value-based care by standardizing protocols, reducing care gaps, and optimizing resource utilization.

Who Is the Company Behind Medical Brain?

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