Best Machine Learning Software - Page 38

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)

Exploit Alarm

Exploit Alarm is a real-time vulnerability intelligence platform designed to empower organizations with comprehensive, up-to-date information on security threats. By aggregating data from over 200 sources, it provides detailed insights beyond standard CVSS scores, enabling security teams to proactively identify and mitigate vulnerabilities. The platform's advanced search capabilities, real-time notifications, and collaborative tools streamline the vulnerability management process, reducing response times and enhancing overall security posture. Key Features and Functionality: - Flexible Queries: Utilize over 75 granular filters, including CVSS vectors, EPSS, and change history, to perform detailed searches tailored to specific criteria. - Comprehensive Data Aggregation: Access extensive vulnerability data from multiple sources, encompassing scores, references, timelines, and exploits, ensuring a holistic view of potential threats. - Real-Time Notifications: Receive immediate alerts via email, SMS, Slack, Discord, and other channels, customized to your specific needs, keeping your team informed of critical updates. - Detailed Reporting and Analytics: Generate comprehensive reports and visualize data to understand trends, facilitating informed decision-making and strategic planning. - Team Collaboration Tools: Invite team members, assign roles, and share searches and alerts to enhance productivity and ensure a coordinated response to vulnerabilities. - API Access and Integration: Integrate Exploit Alarm with existing tools using a robust API, enabling automated vulnerability management and seamless workflow integration. Primary Value and Problem Solved: In the rapidly evolving cybersecurity landscape, staying ahead of emerging threats is crucial. Exploit Alarm addresses the challenge of managing and analyzing real-time threat intelligence by providing a centralized platform that delivers accurate, timely, and actionable vulnerability information. By reducing the time spent searching for relevant data and enhancing team collaboration, it enables organizations to respond swiftly to potential security breaches, thereby minimizing risks, ensuring compliance, and safeguarding critical assets.

Who Is the Company Behind Exploit Alarm?

Eyenuk

Who Is the Company Behind Eyenuk?

  • Seller: Eyenuk
  • Year Founded: 2010
  • HQ Location: Los Angeles, US
  • LinkedIn® Page: www.linkedin.com
    23 employees on LinkedIn®

FabFab AI

FabFab AI is an innovative platform designed to revolutionize the fashion industry by integrating advanced artificial intelligence technologies into the design and production processes. It offers a suite of tools that enable designers and manufacturers to create, visualize, and produce fashion items more efficiently and sustainably. Key Features and Functionality: - AI-Powered Design Assistance: Utilizes machine learning algorithms to suggest design elements, patterns, and color schemes, enhancing creativity and reducing design time. - 3D Visualization: Provides realistic 3D renderings of designs, allowing for virtual prototyping and adjustments before physical production. - Supply Chain Optimization: Analyzes and optimizes supply chain processes to minimize waste and improve sustainability. - Trend Analysis: Monitors and predicts fashion trends using data analytics, helping brands stay ahead in the market. Primary Value and Solutions: FabFab AI addresses several challenges in the fashion industry, including lengthy design cycles, high production costs, and environmental concerns. By automating and enhancing various stages of the design and production process, it enables faster time-to-market, cost savings, and more sustainable practices. Designers and manufacturers can leverage FabFab AI to innovate more effectively, respond swiftly to market demands, and reduce their ecological footprint.

Who Is the Company Behind FabFab AI?

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Factr

Factr helps businesses, teams, and individuals find and share the information they need, and make better decisions.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Factr?

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

Who Is the Company Behind Factr?

  • Seller: Factr
  • Year Founded: 2013
  • HQ Location: Brooklyn, US
  • LinkedIn® Page: www.linkedin.com
    5 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Factr?

Faculty.ai

We help our customers make better decisions. Whether you are looking to grow, work more efficiently, or deliver higher quality services, we build industry-leading AI that helps you turn your data into deeper insights, better strategies and smarter decisions.

Who Is the Company Behind Faculty.ai?

Faethm

Dynamic forces are impacting the talents your business needs to thrive all the time, and at a faster rate than ever before - economic change, technological imperatives, new ways of working, skills gaps. Your business must retain and build the right skills and capabilities to compete and be successful as the market evolves. Faethm models how these changes will disrupt your workforce. Through a powerful combination of empirical data and analytics, we deliver predictive workforce modelling and help organisations to understand their most valuable commodity – people, and their skills. The AI-driven SaaS platform accurately maps the skills organisations need, now and over the coming decades. We enable leading organisations to future-proof workforces at scale and continue to be competitive in the market, by pipelining the most critical skills and capabilities to deploy as required. Companies who re-skill, re-train and re-mobilise their people avoid the cost of restructuring, recruiting and onboarding. We want to support your business in realising the untapped potential in your people, bridging skills gaps and boosting career sustainability. We are helping learners realise they have more options in work than they think. As the workplace evolves, success is no longer about what you have done, but what you can do. Faethm will show you the skills for success.

Who Is the Company Behind Faethm?

  • Seller: Faethm
  • Year Founded: 2016
  • HQ Location: Sydney, AU
  • LinkedIn® Page: www.linkedin.com
    41 employees on LinkedIn®

FairVal

Who Is the Company Behind FairVal?

  • Seller: FairVal
  • Year Founded: 2026
  • HQ Location: Mumbai, IN
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

FairVal

Who Is the Company Behind FairVal?

  • Seller: FairVal
  • Year Founded: 2026
  • HQ Location: Mumbai, IN
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Fairway Health

Fairway Health is a health technology company specializing in artificial intelligence (AI) solutions designed to optimize clinical workflows within the healthcare sector. Founded in 2022 and headquartered in New York, Fairway Health focuses on leveraging AI to enhance the efficiency and effectiveness of healthcare delivery. Key Features and Functionality: - AI-Powered Tools: Utilizes large language models and generative AI to streamline the evaluation of medical documentation, reducing administrative burdens for healthcare providers. - Clinical Workflow Optimization: Offers solutions that integrate seamlessly into existing clinical workflows, enabling providers to identify risks earlier and improve patient outcomes. - Data-Driven Solutions: Provides evidence-based tools designed to support proactive healthcare measures, turning prevention into executable programs. Primary Value and User Solutions: Fairway Health addresses the challenges of reactive healthcare by moving care upstream through innovative, data-driven solutions. By implementing AI-powered tools, the company helps providers identify risks earlier, improve patient outcomes, and create sustainable new revenue streams. This approach not only enhances the efficiency of healthcare delivery but also ensures that preventive care is more accessible and actionable for individuals.

Who Is the Company Behind Fairway Health?

Farmonaut

Who Is the Company Behind Farmonaut?

FarmVizion

FarmVizion is an advanced agricultural management platform designed to empower farmers and agribusinesses with real-time data and analytics. By integrating cutting-edge technology, it provides comprehensive insights into crop health, soil conditions, and weather patterns, enabling users to make informed decisions that enhance productivity and sustainability. Key Features and Functionality: - Real-Time Monitoring: Continuously tracks field conditions, offering up-to-date information on crop growth stages and potential issues. - Data Analytics: Analyzes historical and current data to identify trends, predict yields, and optimize resource allocation. - Remote Sensing: Utilizes satellite imagery and drone technology to assess large areas efficiently, detecting anomalies and areas requiring attention. - Weather Forecasting: Provides accurate, localized weather predictions to assist in planning planting, irrigation, and harvesting schedules. - Mobile Accessibility: Offers a user-friendly mobile application, allowing farmers to access critical information and alerts on-the-go. Primary Value and Solutions: FarmVizion addresses the challenges of modern agriculture by delivering actionable insights that lead to increased crop yields, reduced resource wastage, and improved environmental stewardship. By harnessing real-time data and predictive analytics, it enables farmers to proactively manage their operations, mitigate risks, and adapt to changing conditions, ultimately driving profitability and sustainability in the agricultural sector.

Who Is the Company Behind FarmVizion?

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