Best Machine Learning Software - Page 28

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 475

Category Stats (Aug 2026)

  • Average Rating: 4.33/5 (↓0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fireworks AI (+7.87%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

Last updated: August 06, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 16,200+ Authentic Reviews
  • 475+ 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, 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=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&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

Amazon Athena

Amazon Athena is a serverless, interactive query service that enables users to analyze large datasets directly in Amazon S3 using standard SQL. With no infrastructure to manage, Athena allows for quick, ad-hoc querying without the need for complex ETL processes. It automatically scales to execute queries in parallel, delivering fast results even for complex queries and large datasets. Key Features and Functionality: - Serverless Architecture: Athena requires no server management, automatically handling infrastructure scaling and maintenance. - Standard SQL Support: Users can run ANSI SQL queries, facilitating easy data analysis without learning new languages. - Broad Data Format Compatibility: Supports various data formats, including CSV, JSON, ORC, Avro, and Parquet, allowing flexibility in data storage and analysis. - Integration with AWS Glue: Seamlessly integrates with AWS Glue Data Catalog for metadata management, enabling schema discovery and versioning. - Security and Compliance: Provides robust security features, including data encryption at rest and in transit, and integrates with AWS Identity and Access Management (IAM) for fine-grained access control. Primary Value and User Solutions: Amazon Athena simplifies the process of analyzing vast amounts of data stored in Amazon S3 by eliminating the need for complex infrastructure setup and management. Its serverless nature and support for standard SQL make it accessible to users with varying levels of technical expertise. By enabling quick, cost-effective querying of large datasets, Athena addresses challenges related to data analysis speed, scalability, and operational overhead, empowering organizations to derive insights efficiently.

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Rescale AI

Rescale AI™ is an advanced platform designed to revolutionize engineering and scientific research by integrating artificial intelligence with high-performance computing (HPC). It enables engineers and researchers to develop, deploy, and fine-tune customized physics-based AI models, significantly accelerating simulation processes and enhancing innovation. Rescale AI™ addresses the challenges of lengthy simulation times and computational resource constraints by leveraging AI to expedite simulations and model development. This acceleration allows engineers and researchers to explore more design options within tight deadlines, leading to faster innovation cycles and reduced time-to-market. By integrating AI with HPC, Rescale AI™ empowers organizations to harness the full potential of their data, optimize designs efficiently, and maintain a competitive edge in their respective industries.

Who Is the Company Behind Rescale AI?

  • Seller: Rescale
  • Year Founded: 2011
  • HQ Location: San Francisco, California, United States
  • Twitter: @RescaleInc
    1,699 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    228 employees on LinkedIn®

RestockIQ

RestockIQ is an AI-powered inventory management platform designed to help online sellers track stock levels, forecast sales, and optimize pricing strategies. By integrating with various operational systems, RestockIQ provides a unified decision engine that enhances inventory intelligence and operational efficiency. Key Features and Functionality: - Inventory Dashboard: Offers a comprehensive view of product quantities, costs, sales prices, and provides reorder alerts, enabling efficient inventory tracking. - AI Sales Forecasting: Utilizes machine learning models to predict demand over the next 30 days based on historical sales data, aiding in proactive inventory planning. - Smart Pricing Engine: Employs advanced algorithms to suggest optimal pricing strategies aimed at maximizing profits. - Auto Reorder Alerts: Generates alerts based on sales trends and predefined stock thresholds, ensuring timely restocking and minimizing stockouts. - Comprehensive Integrations: Connects seamlessly with over 100 systems, including ERPs, e-commerce platforms, marketplaces, ad platforms, and warehouses, facilitating a cohesive operational workflow. - Flexible Pricing Plans: Offers scalable plans to accommodate businesses of various sizes, including a free tier for up to 10 products, a Growth plan at $9.90 per month for up to 100 products, and a Pro plan at $19.90 per month for unlimited products. Primary Value and Problem Solved: RestockIQ addresses the challenges of fragmented inventory data and reactive decision-making by providing a centralized, AI-driven platform that unifies inventory management across multiple channels. It enables businesses to make proactive, data-driven decisions, reducing stockouts, preventing overstock situations, and optimizing pricing strategies. By integrating with existing systems without the need for migration, RestockIQ enhances operational efficiency and protects profit margins, making it an invaluable tool for modern e-commerce and multi-channel brands.

Who Is the Company Behind RestockIQ?

Retainsly

Retainsly is an advanced SaaS platform designed to enhance customer retention by leveraging intelligent churn prediction and proactive intervention strategies. By analyzing customer behavior patterns, Retainsly enables businesses to identify at-risk customers early and implement targeted actions to prevent churn, thereby boosting customer loyalty and revenue growth. Key Features and Functionality: - Automated Retention Alerts: Receive proactive notifications about potential churn risks, allowing for timely interventions. - Real-Time Churn Monitoring: Track customer churn risk continuously with instant alerts to stay ahead of potential issues. - Intelligent Churn Prediction: Utilize advanced machine learning algorithms to predict churn probability and gain actionable insights. - Customer Risk Segmentation: Categorize customers based on risk levels to prioritize retention efforts effectively. - Retention Strategies Toolkit: Access personalized, data-driven strategies to enhance customer satisfaction and loyalty. - Actionable Insights Dashboard: Utilize an intuitive dashboard displaying clear metrics and trends for informed decision-making. - Revenue Impact Analytics: Visualize the direct correlation between reduced churn and increased revenue, and calculate retention ROI. - Custom Alerts & Notifications: Set up personalized alerts for churn risks or unusual patterns, with integration options for email and Slack. - Advanced Reporting & Metrics: Monitor churn rates, retention improvements, and detailed customer health metrics comprehensively. - Integration with CRMs and Tools: Seamlessly connect with platforms like Salesforce, HubSpot, and Zendesk for a unified customer insight experience. - Plug-and-Play Simplicity: Experience easy setup without the need for technical expertise, enabling rapid deployment and immediate impact. Primary Value and Solutions Provided: Retainsly addresses the critical challenge of customer churn by offering a comprehensive suite of tools that predict, monitor, and mitigate potential losses. By implementing Retainsly, businesses can: - Enhance Customer Retention: Proactively identify and engage at-risk customers to prevent churn. - Increase Revenue: Retain more customers, leading to higher lifetime value and consistent revenue streams. - Optimize Resources: Focus retention efforts on the most critical segments, ensuring efficient use of time and resources. - Gain Actionable Insights: Leverage data-driven strategies and analytics to inform business decisions and improve customer satisfaction. By integrating Retainsly into their operations, companies can transform their customer retention strategies, leading to sustained growth and a competitive edge in the market.

Who Is the Company Behind Retainsly?

Revenue Stream AI

Revenue Stream AI (RSAI) is an AI-driven Revenue Execution Platform designed to optimize the financial operations of healthcare providers. By integrating seamlessly with leading Electronic Health Record (EHR) systems such as Epic, Oracle Health, and MEDITECH, RSAI automates and enhances various aspects of the revenue cycle, from patient intake to final payment. This comprehensive solution aims to reduce administrative burdens, minimize claim denials, and accelerate cash flow, ultimately improving the financial health of medical practices. Key Features and Functionality: - StreamDesk™: Centralized dashboard providing real-time insights into revenue cycle performance. - StreamVerify™: Automated patient eligibility verification to prevent claim denials due to coverage issues. - StreamAuth™: AI-assisted prior authorization management, reducing delays and administrative workload. - StreamCode™: Advanced coding analysis to identify and correct undercoding, ensuring accurate claim submissions. - StreamClaim™: Automated claim submission and tracking, with proactive denial management and AI-generated appeal briefs. - StreamBill™: Enhanced billing processes to improve patient collections and reduce outstanding balances. - StreamCall™: Integrated communication tools for efficient patient engagement and follow-up. Primary Value and Solutions Provided: RSAI addresses critical challenges in healthcare revenue management by automating labor-intensive processes and providing real-time intelligence. By reducing denial rates by 15–25% and increasing net collections by 5–10%, RSAI helps healthcare providers recover revenue that would otherwise be lost due to administrative inefficiencies. The platform's AI-driven approach not only streamlines operations but also alleviates staff burnout by handling routine tasks, allowing medical professionals to focus more on patient care. Ultimately, RSAI empowers healthcare organizations to achieve financial stability and sustainability in an increasingly complex healthcare landscape.

Who Is the Company Behind Revenue Stream AI?

Ridge-i

Ridge-i provide AI technology optimized for business needs.

Who Is the Company Behind Ridge-i?

  • Seller: Ridge-i
  • Year Founded: 2016
  • HQ Location: 千代田区, JP
  • LinkedIn® Page: www.linkedin.com
    31 employees on LinkedIn®

Riku

Riku.AI aggregates the best large language model in a single place to make learning, building and sharing with AI technology as simple as possible.

Who Is the Company Behind Riku?

Rimba

Rimba is an AI-powered platform designed to automate and streamline compliance reporting for energy and industrial companies, particularly those involved in renewable fuels like Renewable Natural Gas (RNG), Renewable Diesel (RD), and Sustainable Aviation Fuel (SAF). By integrating with existing systems such as SCADA, ERP, and document management platforms, Rimba transforms complex operational data into structured, audit-ready reports, ensuring adherence to regulatory standards like the Low Carbon Fuel Standard (LCFS), Renewable Fuel Standard (RFS), and International Sustainability and Carbon Certification (ISCC). Key Features and Functionality: - Automated Data Extraction and Processing: Rimba reads and processes documents with high accuracy, capturing layout, structure, and meaning. It extracts structured data directly from various documents, including invoices and scale tickets, ensuring precise data handling. - Intelligent Document Management: The platform fills in detected blanks, tables, and checkboxes without the need for predefined templates, working seamlessly across scanned PDFs and digital forms. - Data Reconciliation: Rimba cross-checks and matches data across multiple documents, such as supplier invoices against purchase orders, identifying discrepancies before they become costly issues. - Real-Time Monitoring and Alerts: It continuously monitors data streams for gaps and anomalies, providing predictive compliance alerts to mitigate potential risks. - Automated Reporting and Audit Preparation: Rimba auto-generates compliance forms and audit documents, preparing companies for audits with comprehensive, organized documentation. Primary Value and Problem Solved: Rimba addresses the challenges of fragmented data and manual processing in compliance reporting. By automating data entry, reconciliation, and reporting, it significantly reduces manual workload, enhances data accuracy, and ensures timely compliance with regulatory standards. This leads to improved operational efficiency, reduced risk of non-compliance, and substantial time savings for operations, supply chain, and compliance teams in the energy and industrial sectors.

Who Is the Company Behind Rimba?

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

Rivio

Rivio is an artificial intelligence (AI) company dedicated to enhancing the efficiency of hospital management by transforming the revenue cycle. Their AI-driven platform automates key processes such as medical auditing, billing submission, and post-billing analysis, ensuring hospitals receive full compensation from health plans while minimizing losses due to billing errors. Key Features and Functionality: - Intelligent Auditing: Rivio's AI agents perform concurrent and retrospective audits by integrating with leading electronic medical record (EMR) systems. They cross-reference clinical data with billing information to identify discrepancies, ensuring all procedures and materials are accurately billed and reducing potential claim denials. - Automated Billing Submission: The platform centralizes and automates the submission of billing data, eliminating the need to access multiple portals. AI reviews and submits XML files, ensuring timely and precise billing, and preventing missed submission deadlines. - Post-Billing Analysis: Rivio's AI agents automatically generate and execute appeals for denied claims, supervised by a team of billing specialists, to recover potential lost revenue. - Hidden Revenue Discovery: By cross-referencing EMR data with billing records, Rivio identifies and includes overlooked materials and procedures, ensuring comprehensive and fair revenue capture. - Monitoring Dashboard: Users can track the entire billing process through a comprehensive dashboard, providing transparency and oversight while AI agents and specialists manage the workflow. Primary Value and User Solutions: Rivio addresses the critical challenge of revenue leakage in hospitals by automating and optimizing the revenue cycle. By ensuring accurate billing and reducing claim denials, the platform enhances financial stability and operational efficiency. This allows healthcare institutions to focus more on patient care, confident that their financial processes are streamlined and effective.

Who Is the Company Behind Rivio?

RocketML Dense RForest Classification

RocketML is a Super Fast Computational engine for Machine Learning. Built for scientists and engineers, RocketML scales Machine Learning models with no limits. If you have a large data science/analytics team, RocketML will cut your cycle time and costs of people and hardware.

Who Is the Company Behind RocketML Dense RForest Classification?

  • Seller: RocketML
  • Year Founded: 2017
  • HQ Location: Beaverton, US
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Roex Automix

Roex Automix is an AI-driven platform designed to streamline the audio mixing and mastering process for musicians, producers, and audio engineers. By leveraging advanced artificial intelligence algorithms, Automix analyzes audio tracks and applies professional-grade mixing and mastering techniques, delivering polished, studio-quality sound with minimal user intervention. Key Features and Functionality: - AI-Powered Mixing and Mastering: Utilizes sophisticated AI to automatically balance levels, equalize frequencies, and apply dynamic processing, ensuring optimal sound quality. - User-Friendly Interface: Offers an intuitive platform that simplifies the audio production process, making it accessible to both novices and experienced professionals. - Time Efficiency: Significantly reduces the time required for mixing and mastering, allowing users to focus more on the creative aspects of music production. - Consistent Quality: Delivers consistent, high-quality results by adhering to industry standards in audio processing. Primary Value and Problem Solved: Roex Automix addresses the challenges of time-consuming and complex audio mixing and mastering by providing an automated solution that ensures professional sound quality. This empowers users to produce high-quality audio without the need for extensive technical knowledge or access to expensive studio equipment, democratizing the music production process.

Who Is the Company Behind Roex Automix?

Roundabout Technologies

Roundabout Technologies offers an AI-powered traffic management system designed to optimize urban traffic flow and enhance safety. By integrating advanced computer vision and artificial intelligence, the system dynamically adjusts traffic signals in real time, reducing congestion and improving the efficiency of intersections. This innovative approach not only minimizes wait times for vehicles but also prioritizes the safety of pedestrians and cyclists, creating a more responsive and adaptive urban traffic environment. Key Features and Functionality: - Real-Time Traffic Signal Optimization: Utilizes AI algorithms to analyze live traffic data, enabling immediate adjustments to signal timings for optimal flow. - Comprehensive Detection Capabilities: Employs computer vision to accurately detect and anticipate the movements of vehicles, cyclists, and pedestrians, ensuring inclusive traffic management. - Emergency and Public Transport Prioritization: Automatically prioritizes buses and emergency vehicles, facilitating faster response times and improved public transportation efficiency. - Seamless Integration: Designed to work with existing traffic infrastructure, eliminating the need for additional hardware and simplifying deployment. - Adaptive to Real-World Conditions: Continuously learns and adapts to changing traffic patterns, maintaining efficiency without the need for manual reprogramming or costly traffic studies. Primary Value and Solutions Provided: Roundabout Technologies addresses the challenges of urban traffic congestion and safety by offering a system that: - Reduces Traffic Congestion: By dynamically adjusting signal timings, the system decreases vehicle wait times and alleviates bottlenecks. - Enhances Road Safety: Proactively identifies and mitigates potential conflicts, particularly for vulnerable road users like pedestrians and cyclists. - Improves Public Satisfaction: Creates a more efficient and predictable traffic environment, leading to fewer resident complaints and a better overall commuting experience. - Cost-Effective Implementation: Leverages existing infrastructure and eliminates the need for extensive traffic studies, providing a scalable and economical solution for cities. By transforming traditional traffic management with AI-driven solutions, Roundabout Technologies empowers cities to create safer, more efficient, and adaptive urban transportation systems.

Who Is the Company Behind Roundabout Technologies?

Safari AI

Safari AI is a Miami-based Vision AI platform founded in 2018 and venture-backed by General Catalyst and Initialized Capital. Formerly known as curbFlow, the company rebranded to reflect its expanded focus on physical operations intelligence across enterprise verticals. Today, Safari AI serves global enterprise clients across industries including theme parks and attractions, quick-service restaurants (QSR), live venues, retail, commercial real estate, logistics, and manufacturing. Safari AI is a computer vision and machine learning platform that connects to a customer's existing IP camera infrastructure to automatically measure, analyze and automate action in physical operations in real time. The platform's proprietary AI data engine ingests live video feeds and uses object detection and behavioral recognition models to generate operational metrics including pedestrian and vehicle counts, throughput rates, live wait times, staff engagement scores, asset utilization heatmaps, vehicle classification, and license plate recognition. These measurements are delivered through real-time dashboards, automated alerts, and Safari Scores, a proprietary benchmark that enables operators to track and act on operational performance without manual observation or added headcount. Safari AI solves the problem of unmeasured physical operations: the inability of enterprise operators to reliably quantify what is happening inside their facilities in real time. By digitizing physical activity through existing camera networks, Safari AI enables operators to improve speed of service, optimize staffing, reduce operational waste, and make data-driven decisions that increase revenue and reduce costs. Customers including Legoland (Merlin Entertainments), Brightline, the Charlotte Hornets, Calgary Flames, Anakeesta, and JBG Smith (Amazon HQ2 landlord) have used Safari AI to achieve 20%+ productivity gains and actionable operational insights across their physical locations, all without requiring new camera hardware or additional staff.

Who Is the Company Behind Safari AI?

SafeBeat

SafeBeat is a comprehensive cardiac monitoring solution designed to provide real-time, accurate heart health assessments. Utilizing advanced sensor technology and sophisticated algorithms, SafeBeat offers continuous monitoring of heart rhythms, enabling early detection of potential cardiac anomalies. Its user-friendly interface ensures that both healthcare professionals and patients can easily interpret data, facilitating timely medical interventions. Key Features and Functionality: - Continuous Monitoring: Provides 24/7 real-time tracking of heart activity, ensuring no irregularities go unnoticed. - Advanced Analytics: Employs cutting-edge algorithms to analyze heart rhythms and detect anomalies with high precision. - User-Friendly Interface: Features an intuitive dashboard that presents data in an easily understandable format for both medical professionals and patients. - Remote Access: Allows healthcare providers to monitor patients' heart health remotely, enhancing patient care and convenience. - Alerts and Notifications: Sends immediate alerts in case of detected irregularities, enabling prompt medical response. Primary Value and Solutions Provided: SafeBeat addresses the critical need for continuous and accurate cardiac monitoring, especially for individuals at risk of heart conditions. By offering real-time data and early detection of anomalies, it empowers users to take proactive measures, potentially preventing severe cardiac events. For healthcare providers, SafeBeat enhances patient management by providing reliable data, facilitating informed decision-making, and improving overall patient outcomes.

Who Is the Company Behind SafeBeat?

  • Seller: SafeBeat
  • Year Founded: 2020
  • HQ Location: Saint Louis, US
  • LinkedIn® Page: www.linkedin.com
    1,394 employees on LinkedIn®

SafeWaters.ai

SafeWaters.AI is an innovative mobile application that leverages artificial intelligence to provide seven-day shark attack risk forecasts for beaches worldwide. By analyzing over 200 years of historical shark attack and marine weather data, the app offers users an 83% accuracy rate in identifying high-risk days and locations. This empowers swimmers, surfers, and beachgoers to make informed decisions about their safety before entering the water. Available on both the App Store and Google Play, SafeWaters.AI combines user-friendly design with cutting-edge technology to enhance ocean safety. Key Features and Functionality: - Global Coverage: Access shark risk forecasts for any beach around the world. - Seven-Day Forecasts: Plan ahead with a week's worth of risk assessments. - High Accuracy: Benefit from an 83% accuracy rate in predicting high-risk days based on historical data. - User-Friendly Interface: Easily search for and save favorite beach locations for quick access. - Continuous Updates: Regularly updated with new data and research to improve forecast precision. - Conservation Commitment: 5% of profits are donated to ocean cleanup and conservation efforts. Primary Value and User Solutions: SafeWaters.AI addresses the critical need for proactive ocean safety measures by providing timely and accurate shark risk forecasts. This allows users to assess potential dangers and take necessary precautions, thereby reducing the likelihood of shark encounters. Additionally, the app supports marine conservation by offering a non-invasive alternative to traditional shark mitigation methods, such as shark nets, which often harm marine life. By fostering informed decision-making and promoting environmental responsibility, SafeWaters.AI enhances the safety and enjoyment of ocean activities for all.

Who Is the Company Behind SafeWaters.ai?

Sandbar Ring

Sandbar is an all-in-one, self-service Anti-Money Laundering (AML) platform designed to provide comprehensive, configurable, and autonomous screening solutions. It enables businesses to implement effective AML systems swiftly, with the flexibility to choose from various components tailored to their specific needs. Users can start screening in as little as 10 minutes, either independently or by booking a demo to explore the platform's capabilities. Key Features and Functionality: - Full Stack Modules: Sandbar offers a suite of modules, including best-in-class data sources, a highly configurable engine, and an autonomous alert management system, all accessible through a single API. - Global Data Coverage: The platform provides access to over 500 sources across 275+ countries, allowing users to incorporate their own data as needed. - Configurable Engine: Users can segment customers, configure rules, and apply suppression filters to tailor the screening process to their business requirements. - User-Friendly Interface: The interface facilitates task assignment, escalation, and documentation, enhancing team collaboration and efficiency. - Rapid Compliance Setup: Businesses can achieve compliance in three simple steps: sign up without commitment, upload customer data via various methods (API, CSV, manual input), and create rules to start screening. - Flexible Pricing: Sandbar offers a 14-day free trial with 5,000 screens, and subscription plans starting at $500 per month, including features like OpenSanctions data, configurable rules, case management, AI summaries, performance metrics, and data exports. Primary Value and User Solutions: Sandbar addresses the critical need for efficient and effective AML compliance by providing a scalable and customizable platform. It reduces the time and resources required for businesses to implement robust AML systems, thereby enhancing operational productivity. By offering a comprehensive suite of tools and features, Sandbar empowers organizations to detect and prevent financial crimes more effectively, ensuring compliance with regulatory standards and safeguarding the integrity of the global financial system.

Who Is the Company Behind Sandbar Ring?

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