Best Machine Learning Software - Page 24

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 485

Category Stats (Aug 2026)

  • Average Rating: 4.33/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+5.57%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: August 19, 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
  • 485+ 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, IBM watsonx.ai, SAS Viya, Azure OpenAI Service, Amazon Personalize, Google Cloud TPU, Alteryx, 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=ibm-watsonx-ai&focus%5B%5D=sas-sas-viya&focus%5B%5D=azure-openai-service&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=alteryx&focus%5B%5D=dataiku)

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SAS Viya

SAS Viya is a cloud-native data and AI platform that enables teams to build, deploy and scale explainable AI that drives trusted, confident decisions. It unites the entire data and AI life cycle and empowers teams to innovate quickly while balancing speed, automation and governance by design. Viya unifies data management, advanced analytics and decisioning in a single platform, so organizations can move from experimentation to production with confidence, delivering measurable business impact that is secure, explainable and scalable across any environment. Key capabilities required to deliver trusted decisions include: • End-to-end clarity across the data and AI life cycle, with built-in lineage, auditability and continuous monitoring to support defensible decisions. • Governance by design, enabling consistent oversight across data, models and decisions to reduce risk and accelerate adoption. • Explainable AI at scale, so insights and outcomes can be understood, validated and trusted by business and regulators alike. • Operationalized analytics, ensuring value continues beyond deployment through monitoring, retraining and life cycle management. • Flexible, cloud-native deployment, allowing organizations to start anywhere and scale everywhere while maintaining control.

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Lantern Pharma

Lantern Pharma is a clinical stage biopharma company developing precision oncology therapies leveraging A.I., machine learning, and genomics

Who Is the Company Behind Lantern Pharma?

Lobe

Lobe is a user-friendly platform that empowers individuals to create, train, and deploy custom machine learning models without any prior coding experience. Designed with simplicity in mind, Lobe enables users to harness the power of artificial intelligence by providing an intuitive interface for building models tailored to their specific needs. Key Features and Functionality: - No-Code Model Training: Lobe allows users to train machine learning models by simply providing examples, eliminating the need for complex programming. - Intuitive Interface: The platform offers a straightforward drag-and-drop interface, making it accessible for users of all skill levels. - Real-Time Feedback: Users receive immediate feedback on their model's performance, facilitating quick adjustments and improvements. - Seamless Deployment: Lobe supports easy integration and deployment of trained models into various applications and platforms. Primary Value and Problem Solved: Lobe democratizes machine learning by removing technical barriers, enabling users from diverse backgrounds to develop AI solutions tailored to their unique challenges. By simplifying the model creation process, Lobe accelerates innovation and empowers users to implement machine learning in their projects without the need for extensive technical expertise.

Who Is the Company Behind Lobe?

  • Seller: GitHub
  • Year Founded: 2008
  • HQ Location: San Francisco, CA
  • Twitter: @github
    2,673,925 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    6,653 employees on LinkedIn®

Locmat

Locmat is a comprehensive location-based asset management platform designed to help businesses efficiently track and manage their assets in real-time. By leveraging advanced geolocation technologies, Locmat provides organizations with precise asset monitoring, ensuring optimal utilization and security. Key Features and Functionality: - Real-Time Asset Tracking: Monitor the exact location of assets at any given moment, facilitating quick retrieval and reducing losses. - Geofencing Capabilities: Set up virtual boundaries to receive alerts when assets enter or exit designated areas, enhancing security protocols. - Comprehensive Reporting: Generate detailed reports on asset movements, usage patterns, and maintenance schedules to inform strategic decisions. - User-Friendly Interface: Access a centralized dashboard that offers intuitive navigation and clear visualization of asset data. - Integration Support: Seamlessly integrate with existing enterprise systems to ensure smooth data flow and operational continuity. Primary Value and Solutions Provided: Locmat addresses the critical need for effective asset management by offering a solution that minimizes asset misplacement and theft, thereby reducing operational costs. It enhances operational efficiency through real-time tracking and reporting, enabling businesses to make informed decisions and optimize resource allocation. By implementing Locmat, organizations can ensure compliance with industry regulations, improve asset utilization, and achieve a higher return on investment.

Who Is the Company Behind Locmat?

LotusEye

LotusEye is an AI-powered anomaly detection service designed to monitor and analyze sensor data, enabling users to identify irregularities in equipment performance efficiently. By automatically learning normal operational patterns from diverse sensor inputs, LotusEye promptly alerts users upon detecting deviations, facilitating proactive maintenance and minimizing downtime. The platform is user-friendly, requiring no prior AI expertise; users can create AI models simply by uploading their data. With free model creation and score calculation, users can assess the system's effectiveness before opting for a paid plan. LotusEye offers a range of features tailored to different pricing plans, including email notifications, API-based data uploads, and multi-member management capabilities. Key Features and Functionality: - Ease of Use: No AI knowledge required; create models by uploading data. - Free Model Creation: Build and evaluate models without initial costs. - Rich Features: Includes email alerts, API data uploads, and team management. - Flexible Data Support: Compatible with wide and long-format CSV files. - Automated Anomaly Detection: Learns normal behavior and alerts on deviations. Primary Value and User Solutions: LotusEye empowers organizations to proactively monitor equipment health by detecting anomalies in sensor data, reducing the risk of unexpected failures and operational disruptions. Its intuitive interface and automated processes eliminate the need for specialized AI knowledge, making advanced anomaly detection accessible to a broad range of users. By offering free initial model creation and evaluation, LotusEye allows users to validate its effectiveness before committing to a paid plan, ensuring a cost-effective solution for maintaining optimal equipment performance.

Who Is the Company Behind LotusEye?

Lucidly

ChurnPilot is an AI-powered customer success platform designed to help businesses predict customer churn and drive growth. By leveraging advanced analytics and machine learning, ChurnPilot enables companies to proactively identify at-risk customers and implement targeted retention strategies. Key Features and Functionality: - Churn Prediction: Utilizes AI algorithms to analyze customer behavior and predict potential churn, allowing businesses to take preemptive action. - Customer Segmentation: Segments customers based on various criteria, facilitating personalized engagement and tailored retention efforts. - Automated Workflows: Automates customer success processes, ensuring timely and consistent communication with clients. - Performance Analytics: Provides comprehensive dashboards and reports to monitor customer health and measure the effectiveness of retention strategies. Primary Value and Solutions: ChurnPilot addresses the critical challenge of customer retention by offering predictive insights and automated tools that empower businesses to reduce churn rates. By identifying at-risk customers early and enabling personalized engagement, ChurnPilot helps companies enhance customer satisfaction, increase loyalty, and drive sustainable growth.

Who Is the Company Behind Lucidly?

  • Seller: Lucidly
  • Year Founded: 2024
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Luxalgo

LuxAlgo is a comprehensive AI-driven technical trading platform designed to enhance traders' decision-making processes by automating complex price action analyses and strategy development. Catering to over 15,000 active users, LuxAlgo integrates seamlessly with TradingView, offering a suite of advanced tools that simplify market analysis and strategy execution. Key Features and Functionality: - Advanced Algorithms: LuxAlgo provides state-of-the-art trading tools that automate intricate price action, deliver advanced signals, and detect market reversals, all directly on TradingView charts. - Screeners and Alerts: The platform includes professional-grade screeners and alerts, enabling users to filter out market noise and identify high-probability trade setups across stocks, cryptocurrencies, and forex markets. - AI Backtesting Assistant: LuxAlgo's AI backtesting engine explores millions of strategy combinations, allowing traders to discover and deploy optimal trading strategies efficiently. - Backtesters: Users can refine their strategies by bringing AI-generated strategies into TradingView for further tuning, measuring performance, and optimizing signal settings with a deep learning dashboard that updates in real time as markets shift. Primary Value and User Solutions: LuxAlgo empowers traders by automating and simplifying the technical analysis process, reducing the time and effort required to develop and test trading strategies. By providing advanced algorithms, real-time alerts, and AI-driven backtesting, the platform enables users to make informed decisions, identify profitable opportunities, and enhance their overall trading performance. This comprehensive suite of tools addresses the challenges of manual analysis and strategy development, offering a streamlined and efficient approach to trading across various markets.

Who Is the Company Behind Luxalgo?

  • Seller: LuxAlgo
  • Year Founded: 2020
  • HQ Location: Boston, US
  • LinkedIn® Page: www.linkedin.com
    10 employees on LinkedIn®

Macrometa

Macrometa is a hyper-distributed cloud platform featuring a Global Data Network (GDN) and PhotonIQ, an AI-powered Edge Delivery Network. With over 175 points of presence (PoPs) worldwide, Macrometa empowers enterprises to build real-time apps and APIs that store, process, and serve data within milliseconds to users globally. PhotonIQ: AI-Driven Edge Services PhotonIQ, Macrometa's suite of edge services, leverages AI and machine learning to deliver faster, more efficient, and secure digital experiences across various sectors including eCommerce, Gaming, and Financial Services. Key PhotonIQ services include: Performance Proxy (P3): Improves Core Web Vitals and optimizes web assets Dynamic Prerendering: Enhances site speed and SEO Virtual Waiting Rooms: Manages high-traffic scenarios Digital Fingerprinting: Enables privacy-preserving user tracking Unparalleled Performance Macrometa's platform ensures global P90 roundtrip response times of under 50ms, with the ability to serve results in under 50ms globally. This ultra-fast performance can significantly boost conversions, with increases of up to 72% reported for app performance improvements. Cost-Efficient and Developer-Friendly Macrometa's efficient architecture typically reduces cloud spend by 50% or more compared to traditional providers. The platform accelerates development cycles, allowing enterprises to implement PhotonIQ's AI at the edge services in 60 days or less. Developers can leverage Macrometa's API in any programming language, facilitating rapid product development and feature deployment without requiring expertise in distributed systems. By combining cutting-edge technology with ease of use, Macrometa enables businesses to deliver exceptional user experiences, drive organic traffic, and achieve substantial improvements in web performance and security.

Who Is the Company Behind Macrometa?

  • Seller: Macrometa
  • Year Founded: 2017
  • HQ Location: Palo Alto, US
  • Twitter: @macrometa
    397 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    54 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?

Memrizz

Memrizz AI Flashcard Generator is an innovative tool designed to enhance learning efficiency by transforming textual content into interactive flashcards. Leveraging advanced artificial intelligence, it simplifies the creation of study materials, making it ideal for students, educators, and lifelong learners. Key Features and Functionality: - AI-Powered Conversion: Automatically generates flashcards from various text sources, streamlining the study material creation process. - Interactive Learning: Provides engaging flashcards that promote active recall and reinforce memory retention. - User-Friendly Interface: Offers an intuitive platform accessible to users of all technical backgrounds. - Customization Options: Allows users to tailor flashcards to their specific learning needs and preferences. Primary Value and User Solutions: Memrizz addresses the challenge of efficiently creating effective study aids by automating the flashcard generation process. This not only saves time but also enhances the quality of learning materials, leading to improved comprehension and retention. By simplifying the study preparation process, Memrizz empowers users to focus more on learning and less on material creation.

Who Is the Company Behind Memrizz?

meshteq.ai

Meshteq.ai is an advanced AI-driven platform designed to streamline and enhance business operations through intelligent automation and data analysis. By leveraging cutting-edge machine learning algorithms, Meshteq.ai empowers organizations to make data-driven decisions, optimize workflows, and improve overall efficiency. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and minimizing errors. - Data Analytics: Provides comprehensive insights through real-time data analysis, enabling informed decision-making. - Customizable Solutions: Offers tailored AI models to meet specific business needs across various industries. - Scalability: Adapts to businesses of all sizes, ensuring seamless integration and growth. - User-Friendly Interface: Features an intuitive dashboard for easy navigation and management of AI tools. Primary Value and Solutions: Meshteq.ai addresses the challenge of operational inefficiencies by automating routine processes and delivering actionable insights. This leads to increased productivity, cost savings, and a competitive edge in the market. By harnessing the power of AI, businesses can focus on strategic initiatives while Meshteq.ai handles the complexities of data processing and analysis.

Who Is the Company Behind meshteq.ai?

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