Best Machine Learning Software - Page 13

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,043

Category Stats (Oct 2026)

  • Average Rating: 4.34/5 (↑0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+3.52%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: October 13, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 14,300+ Authentic Reviews
  • 1,043+ 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, Azure OpenAI Service, IBM watsonx.ai, 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-enterprise-agent-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=azure-openai-service&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=google-cloud-recommendations-ai&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=dataiku)

SpeedWise ML

SpeedWise® ML (SML) is a web-based software platform allowing everyone and every company to conduct cutting-edge machine learning practices and predictive analysis. Through the platform, everyone, with or without a deep understanding of machine learning, will be able to deliver high-quality production-level models through a few mouse clicks within minutes, without typing a single line of code. • Master machine learning easily without a data science background. • Powerful data preprocessing capabilities and intelligent data capture make data wrangling easy and fast. • Save time training and refining ML models rather than on countless coding hours (python knowledge not needed). • SML allows training of different models at the same time, displaying which is best. • Robust reporting conveys model validity. • Solve universal machine learning problems with a fast and intuitive data science workflow. SpeedWise® ML can be used by any company or organization that has data that is not yet fully exploited. This technology is applicable to any industry or sector, and it simply requires uploading an input data table (e.g., a .csv file) to start triggering thousands of machine learning models.

Average Rating: 2.5/5.0

Total Reviews: 1

How Do G2 Users Rate SpeedWise ML?

  • Ease of Use: 5.0/10 (Category avg: 8.5/10)
  • Quality of Support: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind SpeedWise ML?

  • Seller: QRI
  • Year Founded: 2007
  • HQ Location: Houston, US
  • Twitter: @QRI
    88 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    135 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

The Libra Toolkit

Libra Toolkit is a collection of algorithms for learning and inference with discrete probabilistic models, including Bayesian networks (BNs), Markov networks (MNs), dependency networks (DNs), sum-product networks (SPNs), and arithmetic circuits (ACs), it focuses more on structure learning, especially for tractable models in which exact inference is efficient. Each algorithm in Libra is implemented as a command-line program suitable for interactive use or scripting, with consistent options and file formats throughout the toolkit.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate The Libra Toolkit?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)

Who Is the Company Behind The Libra Toolkit?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of The Libra Toolkit?

Verfacto

Verfacto is a machine-learning tool that unifies customer data from scattered sources, blends it with behavioural data, and turns into insights that help e-commerce businesses to approach the right audience with the right message, adjust acquisition channels according to customers lifetime value, upsell and cross-sell effectively, make discounts only if they have a positive effect, and more.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Verfacto?

  • Ease of Use: 8.3/10 (Category avg: 8.5/10)
  • Quality of Support: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind Verfacto?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Verfacto?

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WillowInsights

Meet, Willow. A proprietary neural network for intelligent self-learning business solutions. Optimize. Predict. Automate.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate WillowInsights?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind WillowInsights?

  • Seller: WillowAI
  • Year Founded: 2016
  • HQ Location: Grand Junction, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of WillowInsights?

1Buy.AI

Who Is the Company Behind 1Buy.AI?

  • Seller: 1Buy.AI
  • Year Founded: 2023
  • HQ Location: New Delhi, IN
  • LinkedIn® Page: www.linkedin.com
    45 employees on LinkedIn®

1-Click Ready Windows Tool Weka on Windows 2012 R2

This is a repackaged software product wherein additional charges apply for hardening, bundling and support. Discover the power of Weka Windows Tool for efficient data analysis and machine learning on Windows server 2012r2 in the AWS environment. This comprehensive software stack offers a range of features to streamline your data analysis processes.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate 1-Click Ready Windows Tool Weka on Windows 2012 R2?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)

Who Is the Company Behind 1-Click Ready Windows Tool Weka on Windows 2012 R2?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of 1-Click Ready Windows Tool Weka on Windows 2012 R2?

42Signals

42Signals is an AI-powered solution suite designed to empower consumer brands in the competitive online retail landscape. By providing comprehensive eCommerce insights, 42Signals enables businesses to anticipate consumer demand, monitor competition, optimize digital shelf presence, and drive online sales growth. Leveraging advanced data analytics and machine learning, the platform transforms complex datasets into actionable strategies, facilitating informed decision-making and enhanced market positioning. Key Features and Functionality: - Digital Shelf Analytics: Monitor and optimize product listings, ensuring optimal visibility and performance across online marketplaces. - MAP Violations & Seller Intelligence: Track Minimum Advertised Price (MAP) violations and gain insights into seller activities to maintain pricing integrity and brand value. - Share of Search: Analyze keyword rankings and suggestions to improve search visibility and capture a larger share of consumer searches. - Product Availability Tracking: Receive real-time inventory alerts to manage stock levels effectively and prevent out-of-stock situations. - Competitor Analysis: Gain insights into competitors' product data, pricing strategies, and market positioning to inform strategic decisions. - Voice of Customer Analytics: Analyze customer feedback and sentiment to understand consumer preferences and enhance customer relationships. Primary Value and Solutions Provided: 42Signals addresses the challenges faced by B2C and D2C brands in navigating the dynamic eCommerce environment. By offering real-time, data-driven insights, the platform enables businesses to: - Enhance Competitive Edge: Stay ahead of market trends and competitor strategies through continuous monitoring and analysis. - Optimize Pricing Strategies: Utilize pricing intelligence to adjust strategies in response to market fluctuations and competitor actions. - Improve Product Visibility: Leverage digital shelf analytics and share of search data to boost product discoverability and sales performance. - Strengthen Customer Relationships: Analyze customer sentiment and feedback to tailor offerings and improve customer satisfaction. By integrating these capabilities, 42Signals empowers brands to make informed decisions, protect brand integrity, and achieve sustained growth in the online marketplace.

Who Is the Company Behind 42Signals?

  • Seller: 42Signals
  • Year Founded: 2022
  • HQ Location: Lewes, US
  • Twitter: @Bitly
    63,498 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

4DMedical

Who Is the Company Behind 4DMedical?

5U AI

Who Is the Company Behind 5U AI?

  • Seller: 5U AI
  • Year Founded: 2025
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

7Arena Technologies

7Arena Technologies is a dynamic tech startup dedicated to delivering innovative digital solutions tailored to meet the unique needs of businesses. Specializing in a comprehensive suite of services, 7Arena empowers organizations through cutting-edge technologies and strategic digital planning. Key Features and Functionality: - AI and Machine Learning Solutions: Harness the power of predictive analytics and automation to drive data-driven decision-making and operational efficiency. - Web Application Development: Design and develop state-of-the-art web applications that are consistent and scalable, ensuring seamless user experiences across all devices. - User Experience (UX) Design: Create intuitive and engaging interfaces that enhance user satisfaction and retention, moving beyond traditional design elements to deliver memorable experiences. - Integrated Solutions: Combine functionalities from various programs into a cohesive platform, streamlining operations and improving productivity. - Mobile App Solutions: Develop native and hybrid mobile applications for iOS and Android platforms, effectively reaching and engaging the mobile user base. Primary Value and Solutions Provided: 7Arena Technologies focuses on transforming business objectives into digital realities by offering customized technology solutions. By integrating AI/ML capabilities, web and mobile development, and user-centric design, 7Arena addresses the challenges of digital transformation, enabling businesses to enhance customer engagement, optimize operations, and achieve sustainable growth in the digital era.

Who Is the Company Behind 7Arena Technologies?

A1Base

Who Is the Company Behind A1Base?

  • Seller: A1Base
  • Year Founded: 2025
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

AA-I Technologies

AA-I Technologies is an AI company that develops systems intended to accelerate scientific discovery across multiple disciplines.

Who Is the Company Behind AA-I Technologies?

Aarista

Aarista is a pioneering healthcare technology company dedicated to transforming outpatient and post-acute care through its advanced, AI-driven platform. Designed by healthcare professionals for healthcare professionals, Aarista integrates real-time patient data from over 200 sources, empowering clinicians with actionable insights, seamless documentation, and intelligent risk detection. This comprehensive approach enhances patient outcomes, streamlines workflows, and reduces administrative burdens, allowing providers to focus more on patient care. Key Features and Functionality: - Intelligent Clinical Operations: Utilizes AI-powered clinical alerts, smart workflows, and customizable quality indicators to facilitate proactive decision-making and improved patient outcomes. - Comprehensive Practice Management: Offers robust dashboards and structured workflows, providing complete visibility into performance, compliance, and financial metrics to scale healthcare organizations effectively. - Seamless Technology Integration: Ensures smooth connectivity with major Electronic Health Record (EHR) vendors and health exchanges through robust APIs and bidirectional integration capabilities. - Virtual Care Solutions: Incorporates integrated telemedicine and remote monitoring features, enabling care delivery anywhere and maintaining continuous patient engagement. - Innovation & Intelligence: Employs cutting-edge AI, machine learning, and natural language processing to transform complex healthcare data into actionable insights. Primary Value and Solutions Provided: Aarista addresses the critical challenges in outpatient and post-acute care by: - Enhancing Patient Outcomes: Through proactive risk detection and real-time clinical alerts, Aarista enables early intervention, reducing readmission rates and improving overall patient health. - Streamlining Provider Workflows: The platform's intuitive design and intelligent automation reduce administrative tasks, allowing healthcare providers to devote more time to direct patient care. - Facilitating Data-Driven Decisions: By aggregating and analyzing extensive patient data, Aarista provides clinicians with comprehensive insights, supporting informed decision-making and personalized treatment plans. - Promoting Seamless Collaboration: Aarista's integration capabilities ensure that all stakeholders, including primary care providers, specialists, and facility partners, have access to unified patient information, fostering coordinated and efficient care delivery. In essence, Aarista revolutionizes outpatient healthcare by delivering a unified, intelligent platform that empowers providers, enhances patient care, and drives operational excellence.

Who Is the Company Behind Aarista?

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