Best Machine Learning Software - Page 28

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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Puls8 RGOX

Puls8™ RGOX is an AI-driven Revenue Growth Optimization solution designed to transform how consumer goods companies plan, optimize, and execute trade promotions. By integrating AI-powered forecasting, optimization, and scenario planning directly into the planning workflow, Puls8™ RGOX replaces traditional manual processes with intelligent automation, enabling faster and more effective decision-making. Key Features and Functionality: - AI-Driven Promotional Forecasting: Utilizes advanced AI models to provide accurate lift forecasts, enhancing alignment and accuracy in demand planning systems. - Automated Scenario Planning: Allows rapid creation, comparison, and combination of multiple promotional strategies before committing resources, facilitating informed decision-making. - Incremental Trade Dollar Optimization: Enables teams to improve return on investment by optimizing around existing or approved promotional plans, ensuring efficient use of trade funds. - Flexible Constraint Management: Offers comprehensive management of global and local constraints, including pinned promotions, blocked time periods, and calendar-aware optimization, providing adaptability to various planning requirements. - Seamless Downstream Integration: Ensures optimized promotional plans flow directly into Trade Promotion Management (TPM), Enterprise Resource Planning (ERP), and forecasting systems, eliminating manual data entry and reducing reconciliation efforts. Primary Value and Problem Solved: Puls8™ RGOX addresses the inefficiencies of traditional trade promotion planning, which often rely on slow, manual processes leading to misaligned forecasts and underperforming promotions. By automating and optimizing these processes with AI, Puls8™ RGOX empowers organizations to plan faster, forecast more accurately, and focus on strategic initiatives rather than data entry. This results in improved trade return on investment, enhanced forecast accuracy, and more agile operations, ultimately driving sustainable revenue growth.

Who Is the Company Behind Puls8 RGOX?

Pulsarion Network

Pulsarion Network is an innovative trading platform that leverages advanced artificial intelligence (AI) technologies to streamline trading processes and maximize profits for both novice and experienced traders. By automating routine tasks and providing real-time market analysis, it empowers users to make informed investment decisions efficiently. Key Features and Functionality: - AI-Driven Market Analysis: Utilizes sophisticated AI algorithms to analyze financial markets, delivering accurate trading signals and insights. - Automated Trading: Offers automation capabilities that execute trades based on predefined parameters, reducing manual intervention and enhancing efficiency. - Multi-Asset Support: Supports a diverse range of assets, including cryptocurrencies, forex, stocks, and commodities, allowing users to diversify their portfolios. - User-Friendly Interface: Features an intuitive interface designed to accommodate traders of all experience levels, facilitating easy navigation and operation. - Educational Resources: Provides comprehensive educational materials to assist users in understanding market dynamics and refining their trading strategies. Primary Value and User Solutions: Pulsarion Network addresses common challenges in the trading landscape by simplifying complex market analyses and automating trading activities. This approach minimizes the time and effort required for market monitoring and decision-making, thereby reducing the risk of human error. The platform's AI-driven insights and automation tools enable users to capitalize on market opportunities promptly, enhancing their potential for profit. Additionally, its support for multiple asset classes allows traders to diversify their investments, mitigating risk and optimizing returns.

Who Is the Company Behind Pulsarion Network?

Quris-AI

Quris-AI is a pioneering biotechnology company that leverages artificial intelligence and advanced genomic technologies to revolutionize drug development. By integrating AI-driven predictive models with patient-derived tissue samples, Quris-AI aims to enhance the accuracy and efficiency of preclinical drug testing, reducing the reliance on animal models and increasing the likelihood of clinical success. Key Features and Functionality: - AI-Powered Drug Testing: Utilizes machine learning algorithms to predict drug efficacy and safety, streamlining the preclinical testing phase. - Patient-on-a-Chip Technology: Employs microfluidic devices that mimic human organ systems, allowing for more accurate simulation of human responses to drugs. - Data-Driven Insights: Analyzes vast datasets to identify potential drug candidates and optimize therapeutic strategies. - Reduced Animal Testing: Offers an ethical and more predictive alternative to traditional animal testing methods. Primary Value and User Solutions: Quris-AI addresses the high failure rates and ethical concerns associated with conventional drug development processes. By providing a more accurate and humane testing platform, it enables pharmaceutical companies to identify promising drug candidates earlier, reduce development costs, and accelerate the time-to-market for new therapies. This approach not only enhances patient safety but also increases the overall efficiency and success rates of drug development pipelines.

Who Is the Company Behind Quris-AI?

Qwen

Aliyun’s guide on their vision AI studio tools for building and deploying vision-language models.

Who Is the Company Behind Qwen?

  • Seller: Alibaba Cloud
  • HQ Location: Hangzhou, CN
  • Twitter: @alibaba_cloud
    1,189,812 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    177 employees on LinkedIn®

Ramanlabs

Ramanlabs is a technology company based in Chandigarh, India, dedicated to enabling machine learning (ML) applications on consumer-grade hardware with minimal software requirements. Their focus is on providing high-speed, pre-trained ML modules with a minimalist API, making it accessible for developers, hobbyists, and tinkerers to integrate advanced ML functionalities into their existing applications. Key Features and Functionality: - Speed: Achieves real-time performance even with high-resolution data on standard consumer CPUs. - Simplicity: Offers a clean and minimalistic API, allowing integration of ML modules with just a few lines of code. - Robustness: Designed to handle large-scale and resolution variations, effectively processing both selfie videos and high-resolution footage. - Versatility: Operates with Python 3 and Numpy, enabling deployment across various platforms, from Virtual Private Servers (VPS) to local systems. - Adaptability: Scales performance based on the computing power of the system, utilizing powerful CPUs or GPUs for larger workloads to minimize latency. Primary Value and User Solutions: Ramanlabs addresses the challenge of integrating machine learning capabilities into applications without the need for extensive computational resources or complex software setups. By offering high-speed, pre-trained ML modules with a straightforward API, they empower users to enhance their applications with advanced ML functionalities efficiently. This approach democratizes access to machine learning, enabling a broader range of users to leverage ML technologies without significant investment in specialized hardware or software development.

Who Is the Company Behind Ramanlabs?

REAP

REAP is an AI-powered real estate analytics platform designed for serious investors seeking to make smarter, data-driven decisions. By analyzing over 50,000 properties nationwide, REAP enables users to underwrite deals in minutes, monitor portfolios in real-time, and uncover opportunities that others might miss. The platform caters to real estate agents, brokerages, investors, property managers, and wholesalers, offering tools that streamline the investment process and enhance decision-making. Key Features and Functionality: - AI-Powered Underwriting: Provides instant property valuations and deal analyses using machine learning trained on thousands of real transactions. - Portfolio Analytics: Offers real-time dashboards, Net Operating Income (NOI) tracking, and automated reporting to monitor portfolio performance. - Market Intelligence: Utilizes predictive analytics to identify emerging neighborhoods and off-market opportunities before they become mainstream. - Automated Reports: Generates professional investment memos, rent rolls, and financial projections in seconds, reducing manual effort. - Team Collaboration: Facilitates deal sharing, task assignments, and workflow management to keep teams aligned and efficient. - API & Integrations: Seamlessly connects with existing tools such as Yardi, AppFolio, and QuickBooks for a cohesive workflow. Primary Value and User Solutions: REAP addresses the challenges real estate professionals face in rapidly analyzing and managing investment properties. By automating underwriting processes, providing accurate valuations, and offering comprehensive portfolio insights, REAP significantly reduces the time and effort required for deal analysis. This empowers users to act on opportunities faster than the competition, make informed investment decisions, and ultimately achieve better financial outcomes. With its AI-driven approach, REAP ensures that investors have access to precise, up-to-date information, enhancing their ability to navigate the dynamic real estate market effectively.

Who Is the Company Behind REAP?

Rellify Platform

Developing a Content Strategy That Drives Results Is No Longer Difficult and Time-Consuming. Rellify makes it easy for you to create content strategies that deliver measurable results. No more guesswork Make data-driven strategic decisions based on a custom-AI subject-matter expert trained on your relevant focus topics. Smarter AI briefs Create smart briefs using sophisticated AI prompts with just a few mouse clicks and get more relevant generative results. Productivity boost Use our guided workflow to create relevant content at scale and fully leverage generative AI faster than ever before. Top SEO results Optimize your articles for search engine results with detailed AI suggestions. Never miss an opportunity to improve your content!

Who Is the Company Behind Rellify Platform?

  • Seller: rellify
  • Year Founded: 2020
  • HQ Location: Virginia Beach, Virginia, United States
  • Twitter: @rellify_inc
    32 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    18 employees on LinkedIn®

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?

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