Best Machine Learning Software - Page 66

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,212

Category Stats (Nov 2026)

  • Average Rating: 4.34/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Modal Labs (+1.96%) - Among all products in this category, Modal Labs recorded the largest rating increase compared to last month

Last updated: November 01, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 15,400+ Authentic Reviews
  • 1,212+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Machine Learning Software

G2 Grid® for Machine Learning Software plotting products by satisfaction and market presence

Highlighted products: Gemini platform, SAS Viya, IBM watsonx.ai, Azure OpenAI Service, Google Cloud Recommendations AI, Alteryx, Amazon Personalize, and Dataiku.

Underlying data: [Grid® JSON](https://www.g2.com/categories/machine-learning/grids.json?focus%5B%5D=gemini-platform&focus%5B%5D=sas-sas-viya&focus%5B%5D=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=google-cloud-recommendations-ai&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=dataiku)

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?

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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 for healthcare organizations at every level, from independent practices and community health centers to large hospitals and health systems. RSAI automates repetitive administrative work across the revenue cycle, including eligibility verification, prior authorization, coding support, claim submission, claim status and patient billing. Staff spend less time on manual tasks and see billing issues sooner. RSAI is software, not an outsourced billing service. Healthcare organizations run their own revenue cycle on the platform. They keep control of coding decisions, claim submissions, payer relationships, financial decisions and patient interactions. Each Stream application can be used alone or combined with others in one shared portal. Healthcare Organizations RSAI Serves Segment Includes Hospitals Acute care, specialty and critical access hospitals, and hospital-based outpatient departments Health Systems & IDNs Multihospital systems, integrated provider networks and enterprise healthcare organizations Physician Practices & Medical Groups Independent practices, multispecialty groups, specialty clinics and physician networks Specialty Providers Cardiology, orthopedics, oncology, rheumatology, dermatology, gastroenterology, ophthalmology and more FQHCs & Community Health Centers Federally supported health centers and community clinics Rural Health Clinics Certified rural health clinics and rural provider networks Ambulatory Surgery Centers Independent, multispecialty and hospital-affiliated surgery centers Behavioral Health Behavioral health clinics, psychiatric practices, counseling and substance use disorder treatment providers Urgent Care & Walk-In Clinics Independent urgent care, retail clinics and multisite networks Imaging & Radiology Imaging facilities, radiology groups and outpatient diagnostic providers Laboratories & Diagnostic Testing Clinical labs, pathology groups and independent diagnostic testing facilities Rehabilitation & Therapy Physical, occupational and speech therapy, and outpatient rehabilitation Home Health & Hospice Home health agencies, hospice providers and community-based care organizations Skilled Nursing & Long-Term Care Nursing facilities, post-acute care providers and long-term care networks Dental Practices & DSOs Independent dental offices, multisite dental groups and dental support organizations Product functionality, payer connectivity and supported transactions vary by care setting, payer and billing requirements. See the StreamCode section for current coding scope. Why Organizations Choose RSAI Technology platform, not a billing service or clearinghouse. RSAI provides automation software. Organizations keep responsibility for billing operations, coding decisions, claim submissions, payer relationships and regulatory compliance. Subscription model, never a percentage of collections. RSAI is licensed as a monthly software subscription, not a revenue-share billing arrangement. Organizations keep the revenue they collect. AI automation with human oversight. RSAI automates supported administrative and transactional workflows. Decisions that need professional judgment stay with qualified staff. One unified portal. All Stream applications run in one cloud-based portal. Start with one module and add others as needed. One platform from eligibility to payment posting. Eligibility, prior authorization, coding, claims, claim status and patient billing run on one platform, so organizations don't need separate vendors for each step. Coding recommendations you can check. Every StreamCode recommendation shows the note text it rests on, a confidence score and, where needed, a draft provider query. Coders and auditors can verify each code against the documentation. Built for practices and health systems alike. RSAI fits single-provider practices, community health centers, community hospitals and large health systems. Healthcare-focused security. RSAI runs on HIPAA-eligible AWS infrastructure with TLS 1.3 encryption, audit logging and a 99.9% uptime SLA. A Business Associate Agreement (BAA) comes with every subscription. HIPAA compliance also depends on the organization's own administrative, physical and technical safeguards. Connectivity RSAI connects with 23+ EHR systems and 6,000+ payers through established clearinghouse partners, including Availity and Office Ally. RSAI Stream Applications Application Core Function Status StreamVerify™ Automated insurance eligibility and benefits verification across 900+ payers Available StreamAuth™ AI-assisted prior authorization submission and status tracking, built for the CMS-0057-F prior authorization rule Available StreamCode™ AI-assisted coding recommendations with supporting documentation, confidence scores and draft provider queries Available StreamClaim™ Electronic claim creation, batch submission and payment posting Available StreamStatus™ Automated claim status inquiries (X12 276/277 and payer portals) that show adjudication status, denial codes and payment detail, and route problem claims to a worklist the same day Available StreamBill™ Patient statements, payment communications and payment processing Available StreamCall™ AI-powered voice and IVR communications Optional add-on StreamDesk™ Payer enrollment support Add-on StreamCode™: AI-Assisted Coding StreamCode reads the clinical note and recommends ICD-10-CM and CPT® codes. Every recommendation includes: The note text that supports the code. A confidence score. A draft provider query when documentation is insufficient. Human review is required. A credentialed coder reviews and releases every claim. StreamCode recommends codes; it does not make final coding decisions. Code sets. StreamCode uses the current ICD-10-CM and CPT® code sets, updated annually. Current scope. StreamCode supports professional (837P) claims. It does not yet code: Hospital facility and other institutional claims, including FQHC and rural health clinic Medicare PPS claims. Dental claims. Home health claims. For those claim types, coding stays with the organization's own coding staff. All other Stream applications are available to them. RSAI's Core Value Proposition Revenue Stream AI combines AI, payer connectivity, workflow automation and subscription pricing in one revenue cycle platform. RSAI fits a single-provider practice, a community health center, an ambulatory surgery center, a community hospital or a large health system. It automates repetitive administrative work while organizations keep control of their revenue cycle. Staff get clear visibility into eligibility, authorizations, coding, claims and payments, so they can focus on work that needs human expertise. CPT® is a registered trademark of the American Medical Association. Revenue Stream AI: Automate the Work. Keep the Control.

Who Is the Company Behind Revenue Stream AI?

Rhino Health Platform

We provide privacy-preserving edge computing and federated learning to facilitate data collaborations in healthcare, with robust support for the Machine Learning Operations (MLOps) workflow. Said in layman’s terms, we let AI developers work with data without ever taking possession of the data. Using the Rhino Health Platform, researchers and innovators in pharmaceuticals and medical devices can easily curate and annotate data, as well as train and deploy machine-learning models across multiple institutions, without any need for sharing data.

Who Is the Company Behind Rhino Health Platform?

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®

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?

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