Best Machine Learning Software - Page 70

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 1,246

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
  • 17,600+ Authentic Reviews
  • 1,246+ 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 Google Cloud TPU.

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=google-cloud-tpu)

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?

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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®

SAP Business Technology Platform

SAP Business Technology Platform (SAP BTP) is a multi-cloud platform-as-a-Service optimized to work with SAP solutions. It is a unified platform of technologies SAP uses for its own innovation, to extend and integrate business applications, and to infuse artificial intelligence and context-aware business data. SAP BTP brings together intelligent enterprise applications with database and data management, analytics, integration and extension capabilities into one platform for both cloud and hybrid environments, including hundreds of prebuilt business content and integrations for faster time-to-value. It can be used to create personalized experiences across business processes, build applications, analytics, and integrations faster, and to run mission-critical innovation confidently on major cloud providers' infrastructure fully managed by SAP. SAP BTP offers a range of capabilities and services that: - offers fit-for-purpose tools and services that are optimized for SAP applications along with composable bespoke business processes - provides an open environment with pre-built connectors to 3rd party apps and the availability to run on leading hyperscaler IaaS Clouds (AWS, Azure, GCP, etc.) connects AI & ML into business processes to enhance intelligence, automation, and productivity - delivers security and improved insights by keeping contextual data close to core business processes and applications - enables future-proofing by keeping core systems clean, greatly reducing technical debt to take advantage of cloud economics

Average Rating: 4.4/5.0

Total Reviews: 397

How Do G2 Users Rate SAP Business Technology Platform?

  • Has the product been a good partner in doing business?: 8.6/10 (Category avg: 8.7/10)
  • Ease of Use: 8.2/10 (Category avg: 8.5/10)
  • Quality of Support: 8.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind SAP Business Technology Platform?

  • Seller: SAP
  • Year Founded: 1972
  • HQ Location: Walldorf
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP
  • Phone: +1 (800) 872-1727

Who Uses This Product?

  • Who Uses This: Software Engineer, System Engineer
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 39% Large, 36% Medium

What Do G2 Reviewers Say About SAP Business Technology Platform?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of SAP Business Technology Platform for its integration and streamlined operations.
  • Users appreciate the seamless integrations offered by SAP Business Technology Platform, enhancing efficiency and simplifying their workflows.
  • Users value the easy integrations of SAP Business Technology Platform, streamlining workflows and enhancing productivity significantly.
  • Users value the accelerated integration and innovation SAP BTP offers, making it a vital tool for modern businesses.
  • Users value the unified platform of SAP Business Technology Platform for seamless integration and efficient data management.
Cons
  • Users find the steep learning curve challenging, especially for those lacking prior experience, complicating the initial setup.
  • Users experience a steep learning curve and complexity that can hinder initial use and navigation of SAP BTP.
  • Users find the high costs of SAP Business Technology Platform to be a significant drawback of the overall experience.
  • Users struggle with the steep learning curve of SAP Business Technology Platform, complicating initial setup and usage.
  • Users often find the difficult learning curve of SAP BTP to be a significant barrier for newcomers.

What Are Recent G2 Reviews of SAP Business Technology Platform?

What Are G2 Users Discussing About SAP Business Technology Platform?

SAP Data Intelligence

SAP Data Intelligence transforms distributed data sprawls into vital data insights, delivering innovation at scale. SAP Data Intelligence is a comprehensive data management solution that connects, discovers, enriches, and orchestrates disjointed data assets into actionable business insights at enterprise scale. It enables the creation of data warehouses from heterogeneous enterprise data, management of IoT data streams, and facilitates scalable machine learning. SAP Data Intelligence allows you to leverage your business applications to become an intelligent enterprise and provides a holistic, unified way to manage, integrate, and process all your enterprise data. With SAP Data Intelligence you can: 1. Discover and connect to any data, anywhere, anytime from a single enterprise data fabric 2. Transform and augment data across complex data types and curate a robust searchable data catalog 3. Implement intelligent data processes by orchestrating complex data flows enriched with scalable, repeatable, production grade machine learning pipelines

Average Rating: 4.1/5.0

Total Reviews: 8

How Do G2 Users Rate SAP Data Intelligence?

  • Has the product been a good partner in doing business?: 9.2/10 (Category avg: 8.7/10)
  • Ease of Use: 8.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)
  • Ease of Admin: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind SAP Data Intelligence?

  • Seller: SAP
  • Year Founded: 1972
  • HQ Location: Walldorf
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP
  • Phone: +1 (800) 872-1727

Who Uses This Product?

  • Company Size: 50% Large, 40% Medium

What Are Recent G2 Reviews of SAP Data Intelligence?

What Are G2 Users Discussing About SAP Data Intelligence?

SAP Integration Suite

SAP Integration Suite (formerly SAP Cloud Platform Integration Suite) is an integration platform as a service (iPaaS) that allows the user to integrate on-premise and cloud-based applications and processes with tools and prebuilt content managed by SAP. With SAP Integration Suite, you can become future ready and scale up your integration capabilities to connect and contextualize experiences for customers, partners, and employees across the enterprise and extended ecosystems.

Average Rating: 4.3/5.0

Total Reviews: 295

How Do G2 Users Rate SAP Integration Suite?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.7/10)
  • Ease of Use: 8.1/10 (Category avg: 8.5/10)
  • Quality of Support: 8.1/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.0/10 (Category avg: 8.5/10)

Who Is the Company Behind SAP Integration Suite?

  • Seller: SAP
  • Company Website:
  • Year Founded: 1972
  • HQ Location: Walldorf
  • LinkedIn® Page: www.linkedin.com
    149,349 employees on LinkedIn®
  • Ownership: NYSE:SAP

Who Uses This Product?

  • Who Uses This: Consultant, Senior Consultant
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 50% Large, 25% Medium

What Do G2 Reviewers Say About SAP Integration Suite?

AI-generated summary from verified user reviews

Pros
  • Users praise the ease of use of SAP Integration Suite, enjoying central management and seamless integration across systems.
  • Users value the centralized governance and monitoring features of SAP Integration Suite, enhancing efficiency and security management.
  • Users appreciate the easy integrations of SAP Integration Suite, simplifying system connections and enhancing operational efficiency.
  • Users appreciate the out-of-the-box integration capabilities of SAP Integration Suite, simplifying system connectivity and reducing errors.
  • Users value the centralized governance and monitoring of SAP Integration Suite, enhancing data flow management and compliance efficiency.
Cons
  • Users find the complexity of SAP Integration Suite challenging, especially for new users navigating its steep learning curve.
  • Users find the licensing model expensive and complicated, causing unexpected costs and frustration with budget management.
  • Users find the learning curve steep, making it challenging for newcomers to effectively utilize SAP Integration Suite.
  • Users find the steep learning curve of SAP Integration Suite challenging, making it hard for newcomers to adapt.
  • Users find difficult debugging a challenge with SAP Integration Suite, complicating the troubleshooting process even for experienced users.

What Are Recent G2 Reviews of SAP Integration Suite?

What Are G2 Users Discussing About SAP Integration Suite?

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®

Scribble Data Enrich

Scribble Data's flagship product, the Enrich Intelligence platform, is a Generative AI and machine learning platform for organizations to solve a wide variety of advanced analytics use cases with low-code data products. With Enrich’s advanced analytics capabilities, businesses can go from raw, unstructured data to an outcome-oriented data product in a matter of minutes. Scribble’s proprietary applied AI engine, Hasper, is a full–stack large language model (LLM)-based engine for business leaders to rapidly build AI-powered data products. Hasper also works with clients' real-time data to generate recommendations and predictive insights without having to ask for them. Hasper sits atop Enrich to make it a full-stack LLM data products platform. Thus, enabling more sophisticated end-to-end workflows seamlessly using both structured and unstructured data, with conversational interfaces.

Who Is the Company Behind Scribble Data Enrich?

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