Best Machine Learning Software - Page 63

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)

Proficy CSense

Proficy CSense is industrial analytics and process optimization software that enables engineers and data analysts to analyze operations data, develop predictive models, and apply advanced analytics to improve production outcomes. Designed for process and production engineers, Proficy CSense helps uncover process inefficiencies, detect equipment issues earlier, and optimize operational performance by applying data science techniques to time-series data from historians, control systems, and other industrial sources. The software supports both guided and advanced analytics workflows, making it accessible to users with varying levels of data science expertise. Typical use cases include root cause analysis, soft sensor development, predictive maintenance, and control loop performance improvement. CSense is frequently used in process industries such as chemicals, food and beverage, and pulp and paper, where process variability can significantly impact quality, efficiency, and asset health. Key capabilities include: • Data wrangling and cleansing tools to prepare industrial data for analysis • Built-in machine learning and statistical modeling to identify trends and predict outcomes • Model deployment capabilities for integration with control and monitoring systems • Diagnostics and visualization tools for exploring relationships and process behavior • Drag-and-drop development environment that accelerates analytics use without requiring code Proficy CSense enables teams to build, validate, and operationalize models that can be monitored continuously and applied across plants or systems. The software supports deployment on-premise or in the cloud, providing flexibility to align with existing IT infrastructure and data strategies. By embedding analytics into production workflows, organizations can reduce process variability, enhance quality, and increase efficiency through data-driven decision-making.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Proficy CSense?

  • Ease of Use: 6.7/10 (Category avg: 8.5/10)
  • Quality of Support: 6.7/10 (Category avg: 8.4/10)

Who Is the Company Behind Proficy CSense?

  • Seller: Velotic
  • HQ Location: 268 Summer St, Boston, MA 02210, USA
  • LinkedIn® Page: www.linkedin.com
    358 employees on LinkedIn®
  • Ownership: digitalmarketing@velotic.com

Who Uses This Product?

  • Company Size: 100% Large

What Do G2 Reviewers Say About Proficy CSense?

AI-generated summary from verified user reviews

Pros
  • Users value the AI and ML capabilities of Proficy CSense for enhancing analytics and predictive problem-solving.
  • Users value the AI and ML capabilities of Proficy CSense for predictive analytics and effective root cause analysis.
  • Users value the powerful analytics of Proficy CSense, leveraging AI for predictive insights and effective root cause analysis.
  • Users value the predictive analytics of Proficy CSense, which proactively helps in identifying and preventing future issues.
  • Users benefit from the effective data management capabilities of Proficy CSense, enhancing analytics and predictive insights.
Cons
  • Users find the complex usability of Proficy CSense challenging due to its outdated technology and poor interface.
  • Users struggle with the outdated interface of Proficy CSense, finding it challenging and less intuitive to use.
  • Users complain about the poor interface design in Proficy CSense, hindering usability and overall experience.
  • Users criticize the poor visual quality of Proficy CSense due to its outdated technology and unsatisfactory UI design.

What Are Recent G2 Reviews of Proficy CSense?

PrometheusML

PrometheusML is an AI-powered predictive maintenance platform designed to optimize the performance and longevity of batteries connected to the power grid. By leveraging advanced machine learning algorithms, it provides real-time tracking of battery degradation, enabling users to make informed decisions that enhance battery profitability and extend operational life. Key Features and Functionality: - State-of-Health (SOH) Degradation Tracking: Offers real-time monitoring to select optimal battery assets, ensuring efficient utilization. - Battery Lifetime Extension: Utilizes predictive maintenance strategies to decrease battery degradation by up to 30%, thereby prolonging battery life. - Profitability Maximization: Enhances battery lifetime revenue by up to 50% through optimized performance and maintenance schedules. - Chemistry-Agnostic Degradation Tracking: Provides accurate degradation estimates with error rates as low as 0.3%, applicable to any battery chemistry, accommodating both current and future technologies. - Adaptability to Real-World Conditions: Operates effectively under various real-world scenarios, including fluctuating current intensities, sudden surges, power demands, and temperature variations, without relying on ideal lab test conditions. - AI-Powered Individualized Estimations: Employs data-driven AI algorithms to model complex degradation patterns, offering individualized degradation estimations for each battery asset without the need for specific physical or chemical measurements. Primary Value and User Solutions: PrometheusML addresses the critical need for efficient battery management in power grid applications. By providing precise, real-time insights into battery health and performance, it empowers users to: - Optimize Asset Selection: Ensure the most suitable batteries are utilized for specific applications, enhancing overall system efficiency. - Extend Battery Lifespan: Implement maintenance strategies that reduce degradation, leading to longer operational periods and reduced replacement costs. - Increase Revenue: Maximize the financial returns from battery assets by improving performance and reliability, resulting in higher profitability. By integrating PrometheusML into their operations, users can achieve a more sustainable and cost-effective approach to battery management within the power grid infrastructure.

Who Is the Company Behind PrometheusML?

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How it works

PROMETICS LENDING NAVIGATOR™

Prometics' purpose is to help financial institutions compete, grow, and thrive through changing markets using Artificial Intelligence. Created for Bankers by Bankers with prior experience in global, digital, and community banking at JPMorgan Chase, Bank of America, HSBC, Lending Club, SoFi, BECU, and BOH. Our cloud-based SaaS platform provides financial institutions with timely and compliant lending strategies, insights, and forecasting. Our platform is core agnostic, compatible with any tech stack with universal API management, and is available for all lending assets, and across the full product life-cycle. Affordable for all budgets. Suited for organizations of all sizes. Our company vision is to provide intelligence and champion humankind through financial analytics. We have diverse backgrounds and skills to support the next lending analytics evolution through innovative AI solutions in a highly regulated industry.

Average Rating: 3.5/5.0

Total Reviews: 2

How Do G2 Users Rate PROMETICS LENDING NAVIGATOR™?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind PROMETICS LENDING NAVIGATOR™?

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of PROMETICS LENDING NAVIGATOR™?

PromptBio

Who Is the Company Behind PromptBio?

  • Seller: PromptBio
  • Year Founded: 2023
  • HQ Location: Pleasanton, US
  • LinkedIn® Page: www.linkedin.com
    9 employees on LinkedIn®

Prompt Mixer

Prompt Mixer is a collaborative workspace that enables managers, engineers, and data experts to jointly develop AI features.

Who Is the Company Behind Prompt Mixer?

Propel

Who Is the Company Behind Propel?

  • Seller: Propel
  • Year Founded: 2020
  • HQ Location: Wilmington, US
  • LinkedIn® Page: www.linkedin.com
    27 employees on LinkedIn®

Prorize

Who Is the Company Behind Prorize?

  • Seller: Prorize
  • Year Founded: 2006
  • HQ Location: Marietta, Georgia, United States
  • LinkedIn® Page: www.linkedin.com
    36 employees on LinkedIn®

ProtoBoost.ai

ProtoBoost.ai is an innovative platform designed to accelerate the development of AI-driven prototypes, enabling businesses and developers to swiftly transform ideas into functional models. By streamlining the prototyping process, it reduces the time and resources traditionally required, allowing for rapid iteration and refinement. Key Features and Functionality: - Rapid Prototyping: Facilitates quick creation and testing of AI models, shortening development cycles. - User-Friendly Interface: Offers an intuitive platform accessible to both technical and non-technical users. - Scalability: Supports projects of varying sizes, from small startups to large enterprises. - Integration Capabilities: Seamlessly integrates with existing tools and workflows, enhancing productivity. - Comprehensive Documentation: Provides detailed guides and resources to assist users at every stage of development. Primary Value and Problem Solved: ProtoBoost.ai addresses the common challenge of lengthy and resource-intensive AI prototype development. By offering a streamlined, efficient platform, it empowers users to quickly bring AI concepts to life, test their viability, and iterate as needed. This acceleration not only saves time and costs but also fosters innovation by allowing for more experimentation and refinement in AI projects.

Who Is the Company Behind ProtoBoost.ai?

Proxima

Proxima is a pioneering biotechnology company dedicated to revolutionizing medicine by making protein interactions programmable. By integrating advanced artificial intelligence with structural biology, Proxima aims to unlock new therapeutic possibilities through precise modulation of protein functions. Key Features and Functionality: - Neo-1 Model: Proxima's foundational AI model, Neo-1, unifies structure prediction and molecular design at an atomic level. It enables the design of biomolecules and accelerates structural data collection when combined with the NeoLink platform. - NeoLink Platform: This innovative structural data generation platform utilizes cross-linking mass spectrometry (XLMS) to measure interatomic distances at scale, providing high-throughput snapshots of structural interactions. - Integrated Discovery Platform: Proxima combines three complementary, phase-shifting technologies to fully exploit the potential of proximity modulator modalities, facilitating the development of novel therapeutics. Primary Value and Solutions: Proxima addresses the challenge of targeting intracellular proteins, which are often inaccessible to traditional therapies. By reprogramming existing cellular proteins and directing them toward new targets using small molecules, peptides, or macrocycles, Proxima enables the treatment of diseases previously considered untreatable. This approach opens a new chapter in medicine, offering hope for patients with limited treatment options.

Who Is the Company Behind Proxima?

  • Seller: Proxima
  • Year Founded: 2019
  • HQ Location: New York, US
  • LinkedIn® Page: www.linkedin.com
    69 employees on LinkedIn®

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?

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