Best Machine Learning Software - Page 20

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)

Sponsored

Cloudera

Cloudera is the only hybrid data and AI platform company that large organizations trust to bring AI to their data anywhere it lives. Unlike other providers, Cloudera delivers a consistent cloud experience that converges public clouds, on-prem data centers, and the edge, leveraging a proven open-source foundation. As the pioneer in big data, Cloudera empowers businesses to apply AI and assert control over 100% of their data, in all forms, improving security, governance, and real-time and predictive insights. The world’s largest brands across all industries rely on Cloudera to transform decision-making and ultimately boost bottom lines, safeguard against threats, and save lives. The Cloudera data and AI platform includes: Cloudera AI: Deploy and scale any AI model, anywhere. Cloudera brings compute to governed data where it lives for Private AI anywhere by design. Complete control, security, and governance of mission-critical data, models, agents, and inference ensure faster sovereign AI deployments. Cloudera Data-in-Motion: Make fast decisions from real-time data anywhere. Move data with any structure from any source to any destination seamlessly across hybrid environments, enabling in-the-moment business-critical decisions by processing and analyzing real-time data anywhere, from the edge to AI, as business happens. Cloudera Open Data Lakehouse: Process any data, anywhere, for actionable insights. Make smart decisions with an open data lakehouse powered by Apache Iceberg that delivers trusted, reliable, and unified data to fuel agents, AI applications, and analytics, improving collaboration, breaking silos, and simplifying sharing. Cloudera Unified Data Fabric: Unify security and governance across the entire data estate. Move beyond fragmented data management: Break down silos and connect disparate data sources intelligently and securely to provide a unified view of all organizational data and centralized end-to-end control across complex hybrid data environments.

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DubPrime

DubPrime is an AI-driven underwriting platform that empowers lenders to assess creditworthiness beyond traditional credit scores. By analyzing over 55 billion data points, DubPrime enables financial institutions to extend credit to underserved borrowers, promoting financial inclusion and expanding lending portfolios. The platform's explainable AI models ensure transparency and compliance with regulatory standards, fostering trust among both lenders and borrowers. Key Features and Functionality: - AI-Driven Credit Decisioning: Utilizes comprehensive data analysis to provide accurate and fair assessments of borrower creditworthiness. - Explainable AI Models: Ensures transparency in decision-making processes, aiding in regulatory compliance and building trust. - Comprehensive Data Integration: Incorporates diverse data sources, including rental payments and gig economy income, for a holistic view of borrower profiles. - Intuitive Insights and Risk Adjustment: Offers clear AI-generated insights, cash flow analysis, tailored pricing plans, and dynamic risk adjustments to optimize lending strategies. Primary Value and User Solutions: DubPrime addresses the limitations of traditional credit scoring systems that often exclude individuals with limited credit history or non-traditional financial profiles. By providing lenders with advanced tools to evaluate real risk and borrower productivity, DubPrime facilitates the extension of credit to a broader audience. This approach not only enhances portfolio diversification and resilience for lenders but also contributes to social impact by offering fair financial services to traditionally underserved borrowers.

Who Is the Company Behind DubPrime?

  • Seller: DubPrime
  • Year Founded: 2023
  • HQ Location: Los Gatos, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Dynamic Predictive Audiences

Dynamic Predictive Audiences is a customer segmentation software from simMachines. This machine learning platform is capable of making actionable predictions and recommendations with the justification behind each recommendation.

Who Is the Company Behind Dynamic Predictive Audiences?

  • Seller: simMachines
  • Year Founded: 2012
  • HQ Location: Chicago, US
  • Twitter: @simMachines
    338 Twitter followers
  • LinkedIn® Page: de.linkedin.com
    3 employees on LinkedIn®

Dynawooai

DynaWooAi is an advanced AI-powered plugin designed to revolutionize pricing strategies for WooCommerce store owners. By integrating seamlessly with WooCommerce, including the latest versions and High-Performance Order Storage (HPOS), DynaWooAi enables businesses to implement dynamic pricing solutions that adapt to market conditions and customer behaviors. This innovative tool aims to boost sales and optimize revenue by automating complex pricing tasks, allowing store owners to focus on other critical aspects of their business. Key Features and Functionality: - Dynamic Pricing Optimization: Utilizes AI algorithms to adjust prices in real-time, ensuring optimal pricing strategies that maximize profitability. - User-Friendly Interface: Designed with a straightforward interface to simplify the management of complex pricing structures. - Seamless WooCommerce Integration: Fully compatible with WooCommerce, including the latest versions and HPOS, enhancing the store's pricing capabilities without disrupting existing operations. - Comprehensive Support: Offers dedicated customer support to assist with setup, customization, and troubleshooting, ensuring smooth operation of the plugin. - Customization and Flexibility: Allows for tailored pricing rules, including tiered pricing, bulk discounts, role-based pricing, and product bundling, to meet specific business requirements. Primary Value and Problem Solved: DynaWooAi addresses the challenge of manual and static pricing strategies that can hinder a WooCommerce store's growth and profitability. By automating and optimizing pricing through AI, the plugin enables store owners to: - Increase Sales: Implement dynamic pricing that responds to market demand and customer behavior, leading to higher conversion rates. - Maximize Revenue: Optimize pricing strategies to ensure products are priced competitively, balancing profitability and market positioning. - Save Time: Automate complex pricing tasks, reducing the need for manual adjustments and allowing focus on other business areas. - Enhance Customer Satisfaction: Offer personalized pricing and discounts that cater to different customer segments, improving the shopping experience. By leveraging DynaWooAi, WooCommerce store owners can transform their pricing strategies, leading to sustained business growth and a competitive edge in the eCommerce market.

Who Is the Company Behind Dynawooai?

DYORAI: Your Personal Crypto Research Assistant

DYORAI is an advanced AI-powered platform designed to streamline cryptocurrency research for investors and enthusiasts. By automating the analysis of vast amounts of data, DYORAI provides users with comprehensive insights, enabling informed decision-making in the dynamic crypto market. Key Features and Functionality: - Automated Data Analysis: Processes extensive cryptocurrency data to deliver concise, actionable insights. - Real-Time Market Monitoring: Continuously tracks market trends and updates, ensuring users have the latest information. - User-Friendly Interface: Presents complex data in an accessible format, suitable for both novice and experienced investors. - Customizable Alerts: Allows users to set personalized notifications for specific market events or price movements. - Comprehensive Reporting: Generates detailed reports on individual cryptocurrencies, including performance metrics and risk assessments. Primary Value and Problem Solved: DYORAI addresses the challenge of information overload in the cryptocurrency space by automating and simplifying the research process. It empowers users to make well-informed investment decisions without the need to manually sift through vast amounts of data, thereby saving time and reducing the risk of human error.

Who Is the Company Behind DYORAI: Your Personal Crypto Research Assistant?

Edmin

Edmin is an AI-powered education administration platform designed to streamline and enhance the management of educational institutions. By integrating advanced artificial intelligence, Edmin automates routine administrative tasks, allowing educators and administrators to focus more on teaching and student engagement. Key Features and Functionality: - Automated Administrative Tasks: Edmin reduces manual workload by automating processes such as scheduling, attendance tracking, and report generation. - Data-Driven Insights: The platform provides analytics and reporting tools that offer valuable insights into student performance and institutional efficiency. - Communication Tools: Edmin facilitates seamless communication between teachers, students, and parents through integrated messaging systems. - Customizable Modules: Institutions can tailor the platform to their specific needs with customizable modules for various administrative functions. Primary Value and Solutions: Edmin addresses the challenges of administrative inefficiencies in educational institutions by automating routine tasks and providing actionable insights. This leads to improved operational efficiency, enhanced communication, and better resource allocation, ultimately contributing to a more effective and engaging educational environment.

Who Is the Company Behind Edmin?

  • Seller: Edmin
  • Year Founded: 2021
  • HQ Location: N/A
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

EigenPal

EigenPal is an AI-driven platform designed to automate complex document processing workflows for enterprises. It effectively handles various document types, including KYC documents, invoices, claims, shipping forms, contracts, receipts, and loan documents, even when dealing with messy scans, handwritten forms, or third-party documents. The platform offers a powerful workflow builder and team collaboration features, and it can be deployed on-premises or accessed via the cloud. Key Features and Functionality: - AI OCR: Processes any document type—handwritten, scanned, or damaged—without the need for templates, achieving 99% accuracy with LLM-powered vision. - Guardrails: Ensures outputs meet business rules and compliance requirements, preventing downstream errors in approvals, payments, and customer onboarding. - Workflow Creation: Provides an intuitive user interface to build document workflows with guaranteed accuracy targets. - Evaluations: Allows testing on historical data before deployment, ensuring accuracy is proven prior to going live. - Full Observability: Monitors accuracy, costs, and compliance in real-time, with the ability to export data to existing tools like Grafana, Datadog, and ELK. - On-Premises Deployment: Offers enterprise-grade security with deployment options within your infrastructure, proven with enterprises generating over $1 billion in revenue. Primary Value and Solutions Provided: EigenPal addresses the challenges of manual data entry and processing by automating document-heavy workflows across various industries. In finance, it automates bank statement processing, loan verification, and KYC workflows, extracting salary data and validating customer information to facilitate approval decisions. In insurance, it processes claims documentation and policy extraction, automating risk assessment workflows while handling mixed document types with high accuracy and compliance. For manufacturing, it manages invoices, purchase orders, and shipping documentation at scale, processing documents from multiple suppliers with varying formats and quality levels. In healthcare, it processes patient records and insurance claims automatically, extracting medical data from handwritten notes while ensuring HIPAA compliance throughout workflows. By leveraging EigenPal, organizations can significantly reduce manual effort, improve processing speed, and enhance accuracy in document handling, leading to increased operational efficiency and compliance.

Who Is the Company Behind EigenPal?

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®

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®

Exotest

Exotest is an AI-powered accounting platform designed to streamline financial operations for modern businesses. By automating complex accounting tasks, Exotest enables companies to process receipts, generate comprehensive financial reports, and gain real-time insights, all with exceptional accuracy and speed. Key Features and Functionality: - AI Receipt Processing: Capture receipt images, and Exotest's AI extracts data, categorizes expenses, and assigns them to appropriate accounts automatically. - Intelligent Report Generation: Instantly create detailed financial reports, including profit and loss statements, cash flow analyses, and tax summaries, updated in real-time with AI-driven insights. - Integration with QuickBooks & Xero: Seamlessly synchronize with QuickBooks and Xero, allowing for effortless data import and consistent updates across platforms. - Smart AI Categorization: The AI learns business patterns to automatically categorize transactions with over 99% accuracy, significantly reducing manual workload. - AI Assistant Support: Access immediate answers to financial queries, request reports, or receive tax advice from a personal AI accountant. - Smart Tax Optimization: Identify potential deductions and receive tax-saving strategies throughout the year, not just during tax season. Primary Value and Solutions Provided: Exotest addresses the challenges of manual accounting by automating data entry, categorization, and reconciliation, leading to a 90% reduction in manual work. This automation minimizes human errors and provides real-time financial insights, empowering businesses to make informed decisions swiftly. By integrating seamlessly with existing financial tools and offering AI-driven assistance, Exotest enhances efficiency, accuracy, and financial clarity, allowing businesses to focus on growth and strategic initiatives.

Who Is the Company Behind Exotest?

Expensesorted

Expense Sorted is an AI-powered financial management tool designed to streamline expense tracking and investment monitoring directly within Google Sheets™. By automating transaction categorization and providing real-time financial insights, it empowers users to take control of their finances efficiently. Key Features and Functionality: - Automated Expense Tracking: Utilizes AI to automatically import, categorize, and analyze transactions, reducing manual data entry and enhancing accuracy. - Investment Portfolio Management: Offers tools to import data from brokers like Interactive Brokers, providing real-time market data and in-depth portfolio analysis. - Business Finance Solutions: Tailored for freelancers and small businesses, it includes features like tax-ready categorization, receipt management, and cash flow monitoring. - Developer API: Provides an API for transaction categorization and enrichment, enabling integration with other financial applications. Primary Value and User Solutions: Expense Sorted addresses the common challenges of manual financial tracking by automating tedious processes, thereby saving users significant time and effort. Its AI-driven categorization ensures high accuracy, leading to more reliable financial insights. By integrating seamlessly with Google Sheets™, it offers a familiar and flexible platform for users to manage their finances without the need for additional software. This comprehensive approach helps users make informed financial decisions, optimize spending, and work towards financial freedom.

Who Is the Company Behind Expensesorted?

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?

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?

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
  • Twitter: @Factr
    247 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Factr?

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