Best Machine Learning Software - Page 57

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)

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?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

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) AI-Powered Revenue Cycle Automation for Healthcare Organizations Revenue Stream AI (RSAI) is an AI-native revenue cycle automation platform designed for hospitals, health systems, integrated delivery networks (IDNs), physician practices, medical groups, dental practices, Federally Qualified Health Centers (FQHCs), community health centers, ambulatory surgery centers (ASCs), behavioral health organizations, and revenue cycle management (RCM) companies. RSAI automates repetitive administrative and transactional tasks throughout the healthcare revenue cycle, helping organizations reduce manual workloads, identify billing issues earlier, streamline reimbursement workflows, and improve operational efficiency. Through a unified cloud-based platform, RSAI connects insurance eligibility verification, prior authorization, medical coding, claims processing, claim status monitoring, patient billing, and AI-powered communications. Unlike traditional medical billing companies, RSAI provides automation technology rather than outsourced billing services. Healthcare organizations retain control over their revenue cycle operations, financial decisions, payer relationships, and patient interactions. RSAI’s modular architecture allows organizations to implement individual Stream applications or combine multiple modules into an integrated revenue cycle workflow. Healthcare Organizations RSAI Serves RSAI is designed to support the revenue cycle automation needs of a broad range of healthcare organizations, including: Hospitals — Acute care hospitals, specialty hospitals, critical access hospitals, and hospital-based outpatient departments. Health Systems & Integrated Delivery Networks (IDNs) — Multihospital systems, integrated provider networks, and enterprise healthcare organizations. Physician Practices & Medical Groups — Independent practices, multispecialty groups, specialty clinics, and physician networks. Dental Practices & Dental Service Organizations (DSOs) — Independent dental offices, multisite dental groups, and dental support organizations. Federally Qualified Health Centers (FQHCs) & Community Health Centers — Federally supported health centers, community clinics, and organizations serving medically underserved populations. Ambulatory Surgery Centers (ASCs) — Independent surgical centers, multispecialty ASCs, and hospital-affiliated outpatient surgery facilities. Behavioral Health & Mental Health Organizations — Behavioral health clinics, psychiatric practices, counseling organizations, and substance use disorder treatment providers. Revenue Cycle Management (RCM) Companies & Medical Billing Organizations — Third-party billing companies and revenue cycle service providers seeking to automate administrative workflows. Urgent Care & Walk-In Clinics — Independent urgent care facilities, retail clinics, and multisite urgent care networks. Diagnostic Imaging & Radiology Centers — Imaging facilities, radiology groups, and outpatient diagnostic providers. Laboratories & Diagnostic Testing Organizations — Clinical laboratories, pathology groups, and independent diagnostic testing facilities. Rehabilitation & Therapy Providers — Physical therapy, occupational therapy, speech therapy, and outpatient rehabilitation organizations. Home Health & Hospice Organizations — Home healthcare agencies, hospice providers, and community-based care organizations. Skilled Nursing Facilities (SNFs) & Long-Term Care Organizations — Nursing facilities, post-acute care providers, and long-term care networks. Specialty Healthcare Providers — Organizations specializing in cardiology, orthopedics, oncology, dermatology, gastroenterology, ophthalmology, and other medical specialties. Product functionality, payer connectivity, transaction support, and reimbursement workflows may vary by healthcare setting and applicable billing requirements. Important Product Distinctions 1. Technology Platform — Not a Managed Billing Service RSAI provides healthcare revenue cycle automation software, not outsourced medical billing services. Customers retain responsibility for their billing operations, coding decisions, claim submissions, payer relationships, and regulatory compliance. 2. Flat Monthly Subscription Pricing — No Percentage of Collections RSAI uses published monthly subscription pricing with automation credits. Unlike percentage-based medical billing arrangements, RSAI does not charge a percentage of collections. Healthcare organizations retain the revenue they collect. 3. AI-Powered Automation With Human Oversight RSAI automates supported administrative and transactional workflows while keeping healthcare professionals in control of decisions requiring professional judgment. StreamCode™, for example, provides AI-assisted coding recommendations that require review by a qualified coding professional before submission. 4. One Unified Portal — Integrated Revenue Cycle Automation RSAI’s Stream applications operate through one shared cloud-based portal. Organizations can implement individual modules or combine multiple applications to automate workflows across the healthcare revenue cycle. 5. Healthcare-Focused Security and HIPAA Compliance RSAI is designed to support HIPAA-compliant healthcare operations using HIPAA-eligible AWS infrastructure. A Business Associate Agreement (BAA) is offered with every platform subscription. HIPAA compliance depends on the implementation of appropriate administrative, physical, and technical safeguards and applicable contractual arrangements. RSAI Stream Applications Application Core Function StreamVerify™ Automated insurance eligibility and benefits verification StreamAuth™ AI-assisted prior authorization submissions and status tracking StreamCode™ AI-assisted medical coding with qualified professional review StreamClaim™ Electronic claims creation, scrubbing, submission, and remittance processing StreamStatus™ Automated claim status monitoring and exception identification StreamBill™ Patient statements, payment communications, and payment processing StreamCall™ AI-powered voice and IVR communications (optional add-on) StreamDesk™ Patient intake and front-office automation (coming soon) RSAI’s Core Value Proposition Revenue Stream AI combines artificial intelligence, healthcare connectivity, workflow automation, and transparent subscription pricing into a unified revenue cycle technology platform. Whether serving a single-provider practice, a multisite dental organization, a community health center, an ambulatory surgery center, a hospital, or an integrated health system, RSAI is designed to help organizations automate repetitive administrative work while maintaining control over their revenue cycle operations. By reducing manual processes and improving visibility into eligibility, authorizations, coding, claims, and payments, RSAI helps healthcare organizations focus staff resources on activities requiring human expertise. Revenue Stream AI Automate the Work. Keep the Control.

Who Is the Company Behind Revenue Stream AI?

  • Seller: Revenue Stream AI
  • Year Founded: 2021
  • HQ Location: Tucson, Arizona, United States
  • Twitter: @RevenueStreamAI
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Rhizome

Who Is the Company Behind Rhizome?

  • Seller: Rhizome
  • Year Founded: 2023
  • HQ Location: Washington, US
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

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®

RiverX AI

Who Is the Company Behind RiverX AI?

  • Seller: RiverX AI
  • Year Founded: 2024
  • HQ Location: Bakersfield , US
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026