Best Machine Learning Software - Page 26

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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NextML

NextML is a specialized team of machine learning engineers dedicated to transforming innovative ideas into fully operational machine learning solutions. They collaborate closely with clients to develop and implement machine learning algorithms tailored to specific business needs, ensuring practical and effective applications. Key Features and Functionality: - Custom Machine Learning Projects: NextML has successfully executed diverse projects, including unsupervised segmentation of satellite images, damage detection on railroad infrastructure, text recognition in manufacturing settings, super-resolution and object removal in satellite imagery, risk and requirement detection in legal documents, and large-scale video search using advanced models. - Ready-to-Use Solutions: They offer pre-packaged solutions like DeepInspection, which enables businesses to scan extensive photo datasets to automatically detect damages on physical assets, streamlining maintenance and inspection processes. - Hands-On Approach: Emphasizing a practical and transparent methodology, NextML guides clients through the entire machine learning development process, from initial concept to final deployment, ensuring solutions are both effective and user-friendly. Primary Value and Problem Solving: NextML addresses complex challenges that traditional rule-based programming cannot efficiently solve, particularly those involving intricate data types such as text and images. By leveraging machine learning, they provide businesses across various industries with the tools to enhance operational efficiency, improve decision-making processes, and gain a competitive edge through data-driven insights. Their solutions are designed to be practical, focusing on delivering real value and fostering a deeper understanding of machine learning applications within client organizations.

Who Is the Company Behind NextML?

  • Seller: NextML
  • Year Founded: 2016
  • HQ Location: Stockholm, SE
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Noteworthy AI

Noteworthy AI offers an advanced asset inspection platform designed to enhance the efficiency and accuracy of infrastructure inspections. By integrating artificial intelligence and machine learning, the platform automates the detection and analysis of potential issues in critical assets, such as utility poles and power lines. This automation enables organizations to proactively address maintenance needs, thereby reducing operational costs and improving service reliability. Key Features and Functionality: - AI-Powered Detection: Utilizes machine learning algorithms to identify defects and anomalies in infrastructure components, ensuring precise and consistent assessments. - Automated Data Collection: Employs drones and other data acquisition tools to gather high-resolution imagery and sensor data, minimizing the need for manual inspections. - Comprehensive Reporting: Generates detailed reports with actionable insights, facilitating informed decision-making and prioritization of maintenance tasks. - Integration Capabilities: Seamlessly integrates with existing asset management systems, allowing for streamlined workflows and data synchronization. - Scalability: Designed to handle large-scale inspections, making it suitable for utilities and organizations managing extensive infrastructure networks. Primary Value and Problem Solved: Noteworthy AI addresses the challenges associated with traditional infrastructure inspections, which are often labor-intensive, time-consuming, and prone to human error. By automating the inspection process and leveraging AI for data analysis, the platform enhances the accuracy and efficiency of asset assessments. This proactive approach enables organizations to identify and address potential issues before they escalate, leading to improved safety, reduced maintenance costs, and enhanced operational reliability.

Who Is the Company Behind Noteworthy AI?

Nuclearn

Nuclearn is an AI solutions company built by nuclear professionals, for nuclear professionals. Founded in 2021 by industry veterans Brad Fox and Jerrold Vincent, the company develops secure, on-premise, Part 810–compliant AI platforms designed specifically for the nuclear sector. Utilities face documentation-heavy processes, complex compliance requirements, and rising workforce challenges. Nuclearn’s flagship solutions—including AtomAssist, CAP AI, Engineering AI, and Observation AI—address these needs by reducing repetitive tasks, improving accuracy, and strengthening regulatory confidence. Each solution is trained on nuclear-specific data, purpose-built to integrate with existing systems such as Maximo and SAP, and equipped with features for traceability, auditability, and safety-conscious decision support. Headquartered in Phoenix, Arizona, Nuclearn already supports utilities across the U.S., Canada, and the U.K., with deployments live at dozens of reactors. By automating processes such as 50.59 applicability screenings, outage planning, corrective action trending, and document research, Nuclearn allows engineers and operators to spend less time on paperwork and more time solving problems that matter. As demand for clean energy grows, Nuclearn provides solutions that enable nuclear utilities to operate with greater efficiency and resilience while meeting the industry’s highest standards of compliance, safety, and trust. Learn more at www.nuclearn.ai.

Who Is the Company Behind Nuclearn?

  • Seller: Nuclearn
  • Year Founded: 2021
  • HQ Location: Phoenix, US
  • LinkedIn® Page: www.linkedin.com
    25 employees on LinkedIn®

nuli

From predictive analytics to natural language processing, our AI service empowers businesses to stay ahead in today's dynamic landscape. Experience efficiency, accuracy, and agility like never before with our intelligent solutions tailored to your unique needs.

Who Is the Company Behind nuli?

Nutrino Health

Nutrino Health is a personalized nutrition platform that leverages artificial intelligence and machine learning to provide tailored dietary recommendations. By analyzing individual health data, lifestyle habits, and food preferences, Nutrino Health delivers customized meal plans and nutritional insights to help users achieve their health and wellness goals. Key Features and Functionality: - Personalized Meal Plans: Generates customized meal suggestions based on user-specific health data and dietary preferences. - Food Logging: Allows users to track their daily food intake for better monitoring and adherence to nutritional goals. - Health Data Integration: Syncs with various health devices and apps to provide a comprehensive view of the user's health metrics. - Nutritional Insights: Offers detailed analysis and feedback on dietary habits to promote informed food choices. - AI-Powered Recommendations: Utilizes advanced algorithms to adapt recommendations as users' health data and goals evolve. Primary Value and User Solutions: Nutrino Health addresses the challenge of generic dietary advice by offering personalized nutrition guidance tailored to each individual's unique needs. This approach empowers users to make informed dietary decisions, leading to improved health outcomes, better management of chronic conditions, and enhanced overall well-being.

Who Is the Company Behind Nutrino Health?

Octonetai

Octonetai is an advanced artificial intelligence platform designed to streamline and enhance network management for businesses of all sizes. By leveraging cutting-edge AI technologies, Octonetai offers a comprehensive suite of tools that automate network monitoring, optimize performance, and ensure robust security protocols. This platform is tailored to meet the dynamic needs of modern enterprises, providing real-time insights and proactive solutions to maintain optimal network health. Key features and functionality of Octonetai include: - Automated Network Monitoring: Continuously scans and analyzes network traffic to detect anomalies and potential issues before they escalate. - Performance Optimization: Utilizes AI-driven algorithms to adjust network configurations, ensuring efficient data flow and minimizing latency. - Security Management: Implements advanced threat detection and response mechanisms to safeguard against cyber threats and unauthorized access. - Scalability: Adapts to the growing needs of businesses, supporting networks of varying sizes and complexities. - User-Friendly Interface: Offers an intuitive dashboard that provides clear visualizations and actionable insights for network administrators. The primary value of Octonetai lies in its ability to simplify complex network management tasks through automation and intelligent analysis. By proactively identifying and addressing network issues, it reduces downtime, enhances security, and improves overall operational efficiency. This empowers businesses to focus on their core activities without the constant concern of network disruptions or vulnerabilities.

Who Is the Company Behind Octonetai?

Ollang

Unleash the power of multilingual communication with cutting-edge AI. Ollang revolutionizes translation, localization, and global expansion through advanced language models. Trusted by global businesses and creative teams alike, Ollang delivers natural, fluent language solutions and strategic plans that transcend cultural boundaries.

Who Is the Company Behind Ollang?

  • Seller: Ollang
  • Year Founded: 2020
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    255 employees on LinkedIn®

OnDemand

The primary strength of OnDemand lies in its advanced and versatile nature. Its ability to manage multiple features like integrating predefined models, handling BYOI & BYOM, managing different data sources and files, and providing comprehensive responses within a single session with dedication to seamless AI experience. OnDemand is an intelligent SaaS that simplifies complexity. With its advanced, yet user-friendly platform, it breaks down the barriers that made leveraging AI in business operations complex and unattainable. Offering a comprehensive suite of features and capabilities, OnDemand stands ready to revolutionize business operations. By infusing applications with AI intelligence, enabling the development of smart systems and chat bots, and facilitating data-driven decisions, OnDemand is more than just a Platform as a Service (PaaS). OnDemand is a solution that propels businesses into the future of technology. It's not just about adopting modern tech, but about embracing a future where complexity fuels success rather than limiting potential. In essence, OnDemand is a powerful tool that simplifies complex AI integrations and opens up a world of possibilities for businesses. It stands ready to revolutionize operations, streamline processes, and drive success through intelligent technology. Embrace the future with OnDemand.

Who Is the Company Behind OnDemand?

Optimyzee

Optimyzee is an AI-powered ad management platform designed to streamline the creation and optimization of Google Ads campaigns. By automating complex processes, it enables businesses to launch cost-effective and high-performing search campaigns in minutes, mirroring the expertise of a senior PPC specialist. This efficiency allows users to focus on strategic initiatives while the platform handles the intricacies of campaign management. Key Features and Functionality: - Search Campaign Structure Power: Optimyzee ensures full relevancy across all campaign steps, enhancing Click-Through Rates (CTR), Conversion Rates (CVR), and Quality Scores. - Keyword Planner: Utilizing AI-driven research, the platform suggests the most relevant keywords for your business, eliminating the guesswork in keyword selection. - Responsive Search Ads (RSA) Builder: By analyzing your website and provided keywords, Optimyzee recommends and adapts headlines and descriptions to deliver more pertinent messages to potential customers. - Real-Time Ads Validation: The platform validates each asset before publication, ensuring compliance with Google Ads standards and facilitating easy rectification of any issues. Primary Value and User Solutions: Optimyzee addresses the challenges of time-consuming and complex Google Ads campaign management by offering an automated, AI-driven solution. It empowers marketers, agencies, and business owners to: - Increase Efficiency: Automate the creation and optimization of search campaigns, reducing the time required from hours to minutes. - Enhance Performance: Achieve higher CTRs, lower Cost-Per-Click (CPC), and improved CVRs through optimized campaign structures and relevant keyword targeting. - Reduce Costs: Lower marketing expenses by replacing the need for a team of senior marketers with a single, efficient platform. - Expand Services: For marketing agencies, Optimyzee enables the offering of new services and the ability to handle more projects without additional staffing. By leveraging Optimyzee, users can significantly boost their revenue, with the platform capable of performing tasks in 10 minutes that would typically require 10-15 hours from a mid-level PPC specialist.

Who Is the Company Behind Optimyzee?

OPUS

OPUS is a leading industrial no-code AI platform that allows users to model processes and equipment to identify opportunities for optimization and predictive maintenance. OPUS's real-time insights allow your team to make informed business decisions at every step. Without any programming or coding experience teams can build models to: - Predict when the next failure of undesirable event will occur, - Predict what a value will be in the future, - Identify the root cause of an event, - Identify when equipment or process is degrading or not operating correctly, - Predict when equipment maintenance is required, - Identify opportunities to reduce power consumption, - Identify opportunities to improve productivity, - Optimize settings to improve operational outcomes. Dive deeper into your asset's data than ever before. Discover unexpected correlations that existed unnoticed, and root cause analysis down into individual component level, so you can focus your maintenance efforts. Designed as an enterprise solution, for a holistic view across all plants and facilities. Users can build their own dashboards, set up alerts and stay updated at all times, as macro or micro as they wish. OPUS can be deployed within four weeks and there are no limitations to the number of models you can develop, or individual user costs. Models can be built and deployed in minutes, refreshed based on live operational data continuously. These features allow you to unleash the power of your operational data and experience ROI in next to no time.

Average Rating: 3.8/5.0

Total Reviews: 2

How Do G2 Users Rate OPUS?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind OPUS?

  • Seller: VROC
  • Year Founded: 2016
  • HQ Location: East Perth, AU
  • Twitter: @vrocai
    60 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of OPUS?

Orbem

Orbem is a deep-tech company that leverages AI-powered Magnetic Resonance Imaging (MRI) to provide non-invasive, high-throughput analysis of biological materials. By combining advanced MRI sensors with artificial intelligence, Orbem's technology reveals hidden internal characteristics of various biological objects, enabling industries to make informed decisions that enhance efficiency, sustainability, and product quality. Key Features and Functionality: - Non-Invasive Imaging: Utilizes MRI to examine internal structures without damaging the product, ensuring integrity and safety. - AI Integration: Employs artificial intelligence to interpret MRI data, delivering actionable insights rapidly and accurately. - High Throughput: Designed for industrial-scale operations, capable of analyzing large volumes of biological materials efficiently. - Versatile Applications: Applicable across various sectors, including poultry, fruits, nuts, and healthcare, to detect internal defects, determine sex and fertility, and assess health conditions. Primary Value and Solutions: Orbem's technology addresses critical challenges in multiple industries by providing transparent, non-destructive insights into biological materials. In the poultry sector, it enables in-ovo sexing and fertility assessment, reducing waste and improving animal welfare. For fruit and nut producers, it detects internal defects before packaging, ensuring consistent quality and minimizing food waste. In healthcare, it offers access to previously unattainable health insights, paving the way for proactive and preventive care. By revealing the invisible, Orbem empowers businesses to optimize production processes, enhance product quality, and contribute to a more sustainable and ethical world.

Who Is the Company Behind Orbem?

  • Seller: Orbem
  • Year Founded: 2019
  • HQ Location: Munich, DE
  • LinkedIn® Page: www.linkedin.com
    208 employees on LinkedIn®

Orga AI

Orga AI is an advanced artificial intelligence platform designed to streamline and enhance organizational processes through intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, Orga AI empowers businesses to optimize workflows, improve decision-making, and drive operational efficiency. Key Features and Functionality: - Intelligent Automation: Automates routine tasks, reducing manual effort and minimizing errors. - Data Analytics: Provides comprehensive data analysis to uncover actionable insights and trends. - Customizable Workflows: Allows for the creation of tailored workflows to meet specific organizational needs. - Integration Capabilities: Seamlessly integrates with existing systems and tools to ensure smooth implementation. - User-Friendly Interface: Offers an intuitive interface for easy navigation and operation. Primary Value and Solutions: Orga AI addresses the challenges of inefficiency and data overload by automating repetitive tasks and providing insightful analytics. This enables organizations to make informed decisions, enhance productivity, and focus on strategic initiatives, ultimately leading to improved performance and competitive advantage.

Who Is the Company Behind Orga AI?

  • Seller: Orga AI
  • Year Founded: 2022
  • HQ Location: Valencia, ES
  • LinkedIn® Page: www.linkedin.com
    18 employees on LinkedIn®

Oryx

Onyx is a framework for building applications that includes packaged, end-to-end applications for collaborative filtering, classification, regression and clustering.

Who Is the Company Behind Oryx?

  • Seller: Oryx
  • HQ Location: Seattle, WA
  • Twitter: @oryxio
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

OwnAI by Dept.me

OwnAI by Dept.me is an innovative platform designed to empower users to create, manage, and deploy their own artificial intelligence models with ease. It offers a user-friendly interface that simplifies the complexities of AI development, making it accessible to both beginners and experienced developers. Key Features and Functionality: - Custom AI Model Creation: Users can design and train AI models tailored to their specific needs without requiring extensive coding knowledge. - Intuitive User Interface: The platform provides a straightforward and easy-to-navigate interface, facilitating seamless AI development. - Deployment and Management: OwnAI enables efficient deployment and management of AI models, ensuring optimal performance and scalability. Primary Value and Problem Solved: OwnAI addresses the challenge of making AI development accessible to a broader audience by eliminating the need for deep technical expertise. It democratizes AI by providing tools that allow users to harness the power of artificial intelligence for various applications, thereby accelerating innovation and productivity across different sectors.

Who Is the Company Behind OwnAI by Dept.me?

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