Best Machine Learning Software - Page 59

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)

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?

Sameday

Who Is the Company Behind Sameday?

  • Seller: Sameday
  • Year Founded: 2021
  • HQ Location: Lehi, US
  • LinkedIn® Page: www.linkedin.com
    53 employees on LinkedIn®

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sanbi.ai

Who Is the Company Behind sanbi.ai?

  • Seller: sanbi.ai
  • Year Founded: 2025
  • HQ Location: DALLAS, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

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?

Sanome

Sanome is a health technology company dedicated to enhancing patient care through AI-driven data insights. Their flagship product, MEMORI, is an AI-powered Clinical Decision Support (CDS) tool designed to assist clinical teams in identifying emerging risks in patients with acute neurological injuries and conditions. By integrating seamlessly into existing Electronic Patient Record (EPR) systems, MEMORI provides real-time, actionable insights, enabling earlier detection and intervention. Key Features and Functionality: - AI-Powered Risk Prediction: MEMORI utilizes advanced algorithms to analyze patient data, predicting potential deteriorations up to 72 hours earlier than traditional methods. - Seamless EPR Integration: The tool embeds directly within existing EPR workflows, eliminating the need for additional logins or parallel systems. - Explainable AI: MEMORI offers transparent insights into patient conditions, clarifying why deterioration may be occurring and suggesting appropriate next steps. - Regulatory Compliance: MEMORI is a Class IIb CE-certified (EU MDR) and MHRA-registered Software as a Medical Device, ensuring adherence to stringent healthcare standards. Primary Value and User Benefits: Sanome's MEMORI addresses the critical challenge of hospital-acquired infections (HAIs), which affect approximately 300,000 patients annually in England, leading to significant morbidity, mortality, and financial costs. By enabling earlier detection of infection risks, MEMORI supports timely interventions, reducing the need for broad-spectrum antibiotics, lowering the risk of critical care admissions, and shortening hospital stays. For healthcare professionals, MEMORI streamlines data analysis, saving time and enhancing decision-making capabilities. For healthcare institutions, the tool contributes to improved patient outcomes, increased operational efficiency, and substantial cost savings.

Who Is the Company Behind Sanome?

  • Seller: Sanome
  • Year Founded: 2020
  • HQ Location: London, GB
  • LinkedIn® Page: www.linkedin.com
    33 employees on LinkedIn®

ScaleStable

ScaleStable is an AI-powered customer retention platform designed to help B2B SaaS companies predict and prevent customer churn. By analyzing a comprehensive range of data points—including product usage, support interactions, and user behavior—ScaleStable provides actionable insights that enable businesses to proactively address at-risk accounts and foster sustainable growth. Key Features and Functionality: - Predictive Churn Scoring: Utilizes AI to generate real-time health scores for each customer by evaluating multiple data signals, allowing teams to identify and prioritize at-risk accounts. - Root Cause Analysis: Pinpoints specific factors contributing to potential churn, such as missing features or user experience issues, enabling targeted interventions. - Actionable Playbooks: Offers step-by-step recommendations tailored to each at-risk account, guiding customer success teams in implementing effective retention strategies. - Revenue Impact Forecasting: Assesses the financial implications of potential churn, helping businesses prioritize efforts based on revenue significance. Primary Value and Problem Solved: ScaleStable addresses the challenge of unexpected customer churn by transforming reactive retention efforts into proactive strategies. By providing early warnings and detailed insights into the reasons behind potential churn, the platform empowers customer success teams to take timely, informed actions. This proactive approach not only enhances customer satisfaction and loyalty but also protects and increases recurring revenue streams, ensuring more predictable and stable business growth.

Who Is the Company Behind ScaleStable?

ScanTech

ScanTech specializes in developing screening and threat-detecting technology products based on artificial intelligence and machine learning.

Who Is the Company Behind ScanTech?

Scenario IQ

Scenario IQ is an AI-powered voice roleplay and training simulation platform that helps organisations give employees realistic practice before they have important conversations in the real world. Using voice-to-voice digital simulations, learners speak naturally with AI-powered personas in realistic scenarios such as sales calls, objection handling, discovery conversations, customer service interactions, difficult employee conversations, performance discussions, leadership conversations and healthcare communication. Each simulation is designed to recreate the pressure and unpredictability of a real conversation while giving learners a safe environment to practise repeatedly. Scenario IQ can be used for sales training, sales onboarding, sales coaching, customer service training, leadership development, employee communication training and other forms of practice-based learning. Organisations can use pre-built roleplay scenarios or create bespoke simulations tailored to their own products, services, policies, customer types, competencies and learning objectives. After each AI roleplay, learners can receive structured feedback, scoring and performance insights to help them understand what they did well and where they can improve. Managers and learning teams can use the platform to make roleplay practice more consistent, scalable and measurable across larger groups. Scenario IQ is particularly useful for organisations that want to increase the amount of practical training employees receive without relying on managers, trainers or colleagues to manually facilitate every roleplay session. It can support new-hire onboarding, ongoing skills development, sales enablement, objection handling practice, communication skills training and scenario-based learning. The platform is designed for teams that want to move beyond passive e-learning and give learners the opportunity to actively practise conversations, make decisions and receive feedback in realistic AI simulations. Scenario IQ supports a growing range of industries and use cases, including sales, customer service, HR, leadership, healthcare, pharmaceuticals and professional services. Key capabilities include AI sales roleplay, voice-based training simulations, realistic AI personas, custom scenario creation, structured learner feedback, performance scoring, analytics and scalable practice-based training.

Who Is the Company Behind Scenario IQ?

SCIENOPS Drug Develop AI

SCIENOPS Drug Develop AI is an advanced platform designed to revolutionize the drug development process by integrating artificial intelligence (AI) into clinical trials and regulatory workflows. By leveraging AI-driven solutions, SCIENOPS aims to accelerate patient recruitment, enhance protocol adherence, and reduce the overall costs and time associated with bringing new therapies to market. Key Features and Functionality: - AI in Clinical Trials: Utilizes Bayesian adaptive trials, AI-powered patient matching, and real-world evidence (RWE) to optimize trial design and execution. - AI-Powered Document Intelligence: Extracts and synthesizes data from regulatory submissions, feasibility studies, and adverse event reports to streamline documentation processes. - Federated Compliance Tracking: Maintains audit trails, monitors compliance risks, and ensures inspection readiness through AI-driven monitoring systems. - Retrieval-Augmented Generation (RAG) for Decision-Making: Synthesizes trial insights to facilitate risk-based monitoring and adaptive trial adjustments. - AI-Driven Enrollment & Trial Optimization: Automates patient-trial matching using electronic health records (EHRs), ICD-10 codes, and prescription data; employs predictive analytics for faster patient selection; and ensures diverse and representative trial populations through machine learning. Primary Value and Solutions Provided: SCIENOPS Drug Develop AI addresses the inherent challenges in clinical trials, such as high costs, lengthy timelines, and regulatory complexities. By automating and optimizing various aspects of the trial process, the platform enhances efficiency, reduces errors, and accelerates the development of new drugs. This leads to faster approvals, minimized regulatory bottlenecks, and ultimately, quicker delivery of effective therapies to patients in need.

Who Is the Company Behind SCIENOPS Drug Develop AI?

Scout

Who Is the Company Behind Scout?

  • Seller: Scout
  • Year Founded: 2022
  • HQ Location: Davis, US
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Sedai

Sedai goes beyond recommendations. Our platform takes action to autonomously manage and optimize your cloud resources, without manual intervention. It analyzes your production environment to find cost and reliability optimization opportunities in real time — learning from behavior patterns and adapting to new releases. Under the hood, Sedai uses deep reinforcement learning to predict the impact of potential optimizations, enabling the platform to take these actions safely. Sedai's unique approach makes it the only way way to manage and optimize the cloud at scale. Unlike conventional automation, Sedai doesn't follow fixed rules and scripts. Instead, it acts like an experienced SRE: incrementally adjusting the configuration of your resources until the exact point where performance or availability would be impacted. The result? Sedai has executed more than 25 million autonomous actions in production — with 0 incidents. Ready to save 30–50% on your cloud costs? Visit sedai.io to speak with our cloud optimization experts.

Average Rating: 4.5/5.0

Total Reviews: 4

How Do G2 Users Rate Sedai?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 7.9/10 (Category avg: 8.5/10)
  • Quality of Support: 7.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Sedai?

  • Seller: Sedai
  • Company Website:
  • Year Founded: 2018
  • HQ Location: Pleasanton, California, United States
  • Twitter: @sedai_io
  • LinkedIn® Page: www.linkedin.com
    156 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Sedai?

What Are G2 Users Discussing About Sedai?

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