Best Machine Learning Software - Page 31

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)

Empirical

Empirical Health is an innovative primary care platform that integrates wearable technology, artificial intelligence, and personalized medical services to deliver proactive and accessible healthcare. By leveraging data from devices like Apple Watch, Fitbit, Samsung, and Pixel, Empirical Health provides users with real-time health insights and connects them with board-certified physicians for comprehensive care. Key Features and Functionality: - Wearable Device Integration: Seamlessly syncs with various wearable devices to monitor health metrics such as heart rate variability, sleep patterns, and physical activity. - AI-Driven Health Reports: Utilizes artificial intelligence to analyze health data, generating personalized reports and care plans tailored to individual needs. - Access to Board-Certified Physicians: Offers virtual consultations with licensed doctors who can provide diagnoses, treatment plans, prescriptions, and specialist referrals. - Comprehensive Lab Testing: Provides extensive lab panels covering over 85 biomarkers, including lipid profiles, inflammatory markers, and metabolic indicators, to assess and monitor health conditions. - Chronic Condition Management: Supports the management of chronic illnesses like Long COVID, POTS, and sleep apnea through structured, asynchronous virtual care programs. Primary Value and User Solutions: Empirical Health addresses the growing need for scalable, proactive primary care by combining advanced technology with personalized medical attention. It empowers users to take control of their health through continuous monitoring, early detection of potential issues, and timely interventions. By integrating wearable data with professional medical guidance, Empirical Health enhances preventive care, reduces the burden on traditional healthcare systems, and improves overall health outcomes for its users.

Who Is the Company Behind Empirical?

ENERZAi

ENERZAi is a provider of artificial intelligence solutions, specializing in enhancing the efficiency and performance of wireless communication systems. By integrating advanced AI technologies, ENERZAi offers innovative products that optimize network operations, reduce energy consumption, and improve overall connectivity. Their solutions are designed to address the growing demands of modern communication infrastructures, ensuring seamless and reliable service delivery. Key features and functionalities of ENERZAi's offerings include: - AI-Driven Network Optimization: Utilizing machine learning algorithms to dynamically adjust network parameters for optimal performance. - Energy Efficiency: Implementing intelligent power management strategies to minimize energy usage without compromising service quality. - Scalability: Providing solutions that can adapt to various network sizes and complexities, from small-scale deployments to large, intricate systems. - Real-Time Analytics: Offering comprehensive monitoring and analysis tools to provide actionable insights for network management. - Seamless Integration: Ensuring compatibility with existing network infrastructures for smooth deployment and operation. The primary value of ENERZAi's products lies in their ability to solve critical challenges faced by network operators and service providers. By leveraging AI, ENERZAi enhances network performance, reduces operational costs, and supports sustainable practices through energy conservation. This leads to improved user experiences, increased operational efficiency, and a competitive edge in the rapidly evolving telecommunications industry.

Who Is the Company Behind ENERZAi?

  • Seller: ENERZAi
  • Year Founded: 2019
  • HQ Location: Seoul, KR
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

envelio

Who Is the Company Behind envelio?

  • Seller: envelio
  • Year Founded: 2017
  • HQ Location: Cologne, DE
  • LinkedIn® Page: www.linkedin.com
    220 employees on LinkedIn®

ESTSOFT - PERSO AI Studio

PERSO AI Studio is an advanced artificial intelligence platform developed by ESTsoft, designed to streamline the creation and management of AI models. It offers a comprehensive suite of tools that enable users to build, train, and deploy AI solutions efficiently, catering to both novice and experienced developers. Key Features and Functionality: - User-Friendly Interface: Provides an intuitive environment for developing AI models without requiring extensive coding knowledge. - Comprehensive Toolset: Includes features for data preprocessing, model training, evaluation, and deployment, covering the entire AI development lifecycle. - Scalability: Supports projects of varying sizes, from small-scale applications to large enterprise solutions. - Integration Capabilities: Easily integrates with existing systems and workflows, facilitating seamless adoption. - Performance Optimization: Offers tools to fine-tune models for optimal performance and accuracy. Primary Value and Problem Solving: PERSO AI Studio addresses the challenges associated with AI development by simplifying complex processes and reducing the time required to bring AI solutions to market. It empowers organizations to harness the power of artificial intelligence without the need for extensive resources or specialized expertise, thereby accelerating innovation and enhancing competitive advantage.

Who Is the Company Behind ESTSOFT - PERSO AI Studio?

  • Seller: ESTsoft Corp.
  • Year Founded: 1993
  • HQ Location: Seoul, KR
  • Twitter: @EST_soft
    527 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    408 employees on LinkedIn®
  • Ownership: KOSDAQ: 047560

etalytics

etalytics offers data-driven energy intelligence solutions using AI. With etaONE®, industries analyze and optimize their energy systems.

Who Is the Company Behind etalytics?

  • Seller: etalytics
  • Year Founded: 2020
  • HQ Location: Darmstadt, DE
  • LinkedIn® Page: www.linkedin.com
    61 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026