Best Machine Learning Software - Page 64

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 991

Category Stats (Sep 2026)

  • Average Rating: 4.33/5 (↓0.01 vs Aug 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fireworks AI (+6.25%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

Last updated: September 01, 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
  • 991+ 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, IBM watsonx.ai, Azure OpenAI Service, Alteryx, Amazon Personalize, Google Cloud TPU, 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=ibm-watsonx-ai&focus%5B%5D=azure-openai-service&focus%5B%5D=alteryx&focus%5B%5D=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=dataiku)

Util

Who Is the Company Behind Util?

Utpatti

Who Is the Company Behind Utpatti?

  • Seller: Utpatti
  • Year Founded: 2022
  • HQ Location: Berlin, DE
  • LinkedIn® Page: www.linkedin.com
    2 employees on LinkedIn®

Value My Car

Value My Car is a UK-based service that offers free, AI-powered car valuations without requiring personal information such as an email address. By simply entering your vehicle's registration number and mileage, you can receive an accurate valuation in under 30 seconds. This user-friendly platform leverages advanced AI algorithms to analyze real-time market data, ensuring that you obtain a reliable estimate of your car's worth. Key Features and Functionality: - Quick Valuation Process: Obtain a free car valuation in under 30 seconds by entering your car’s registration number and mileage. - AI-Powered Analysis: Utilizes advanced AI technology to track numerous sales and listings daily, providing up-to-date and accurate valuations. - No Personal Information Required: Access your car's valuation without the need to input personal details like your email address, ensuring a seamless and private experience. - User-Friendly Interface: Designed for simplicity and speed, allowing users to navigate the valuation process effortlessly. Primary Value and User Benefits: Value My Car addresses the common challenges associated with determining a vehicle's market value by offering a fast, accurate, and confidential valuation service. By eliminating the need for personal information and leveraging real-time market data through AI technology, users can make informed decisions when selling or trading in their vehicles. This service empowers car owners with reliable information, reducing the uncertainty and time traditionally involved in the car valuation process.

Who Is the Company Behind Value My Car?

Vapa

VAPA is an AI-driven Amazon Pay-Per-Click (PPC) tool designed to automate and optimize advertising campaigns for sellers and vendors on Amazon. By leveraging machine learning, VAPA streamlines the creation and management of various ad types, including Sponsored Products, Sponsored Brands, Sponsored Display, and Sponsored TV. This comprehensive approach enables users to enhance their Amazon sales processes, improve product listings, and effectively expand their reach among Amazon shoppers, ultimately boosting overall sales performance. Key Features and Functionality: - Automated Campaign Management: VAPA automatically applies insights to create and manage advertising campaigns, reducing manual effort and increasing efficiency. - Comprehensive Ad Support: Supports a wide range of Amazon ad formats, including Sponsored Products, Sponsored Brands, Sponsored Display, and Sponsored TV, allowing for a diversified advertising strategy. - Global Marketplace Integration: Operates across all Amazon marketplaces, enabling users to manage campaigns on a global scale. - Advanced Bid Management: Utilizes smart bid management techniques that consider daily, weekly, and monthly seasonality to optimize ad spend. - Keyword Optimization: Employs keyword generation, optimization, and harvesting to enhance ad relevance and performance. - Targeting Capabilities: Offers automated ASIN, category, and audience targeting to reach the most relevant customer segments. Primary Value and User Solutions: VAPA addresses the complexities of managing Amazon advertising by providing a fully automated, AI-powered solution that simplifies campaign creation and optimization. By handling the intricacies of bid management, keyword optimization, and targeting, VAPA allows sellers and vendors to focus on strategic growth initiatives. The tool's ability to operate across multiple Amazon marketplaces ensures that users can efficiently scale their advertising efforts globally. Ultimately, VAPA empowers businesses to enhance their Amazon performance, achieve higher returns on ad spend, and drive significant increases in sales revenue.

Who Is the Company Behind Vapa?

  • Seller: vapa.ai
  • Year Founded: 2021
  • HQ Location: Köln, DE
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

VendorSense IQ Suite

VendorSense IQ Suite is an AI-powered platform designed to assist vendors and manufacturers in developing market-ready products and optimizing dealer networks. By leveraging proprietary AI-driven insights, it enables businesses to predict demand, prioritize dealers, and optimize product launches, thereby transforming every decision into a measurable growth advantage. Key Features and Functionality: - ShopLab AI: This tool helps product teams develop top-performing products by translating real shopper trends into virtual product concepts. It identifies attributes consumers desire, allowing for the design of products with a higher chance of success. Concepts can be tested across channels to determine what resonates, ensuring investment in ideas backed by real demand. - ShopLaunch AI: This feature maximizes sales for new and existing products by providing market insights and tools to power successful product launches and optimize inventory. It helps manufacturers understand where demand is emerging or fading and how products are performing across markets and dealers, enabling teams to reallocate inventory, refine launch strategies, and scale intelligently. - ShopLink AI: Scheduled for release in Summer 2026, this tool aims to systematically maximize gross profit dollars by locating, connecting, and scaling retail networks. It transforms the way vendors test and select dealers, turning fragmented data into focused intelligence that reveals the strongest partners and biggest opportunities. Primary Value and Solutions Provided: VendorSense IQ Suite addresses the challenges vendors and manufacturers face when making critical decisions with incomplete or disconnected data. Traditional approaches often rely on manual effort or guesswork, leading to choices that can negatively impact the bottom line, derail growth, weaken partnerships, and erode trust. By providing predictive AI intelligence, VendorSense IQ Suite brings automation, precision, and predictability to product development and dealer selection. This results in better decisions, stronger partnerships, and improved business outcomes.

Who Is the Company Behind VendorSense IQ Suite?

Verge Genomics

Verge Genomics is a clinical-stage biotechnology company revolutionizing drug discovery by integrating artificial intelligence (AI) with human genomic data. Their proprietary CONVERGE® platform utilizes extensive multi-omic datasets derived directly from human tissues to identify and validate therapeutic targets, particularly for neurodegenerative diseases such as amyotrophic lateral sclerosis (ALS) and Parkinson's disease. By focusing on human data from the outset, Verge aims to enhance the efficiency and success rates of developing novel treatments for complex conditions. Key Features and Functionality: - All-in-Human Data Platform: Verge has constructed one of the world's largest proprietary multi-omics databases sourced directly from human tissue, enabling a more accurate understanding of disease mechanisms. - CONVERGE® Machine Learning System: This AI-driven platform analyzes complex human genomic data to map disease pathways and identify potential drug targets with higher clinical translatability. - Integrated Target Validation: Combining computational predictions with experimental validation using patient-derived cells and advanced biological assays to establish causality and therapeutic potential. - Focus on Neurodegenerative Diseases: Dedicated to developing treatments for challenging conditions like ALS, Parkinson’s disease, and frontotemporal dementia with high unmet medical needs. - Collaborative Drug Development: Engages in strategic partnerships to advance promising targets into clinical trials, exemplified by a multi-year collaboration with Eli Lilly. Primary Value and Solutions: Verge Genomics addresses the critical challenge of high failure rates in traditional drug development by leveraging human-centric data and AI to improve the accuracy of target identification and validation. This approach reduces reliance on less predictive animal models, accelerates the drug discovery process, and increases the likelihood of clinical success. By focusing on diseases with significant unmet needs, Verge aims to deliver effective therapies more efficiently, ultimately improving patient outcomes in complex neurodegenerative conditions.

Who Is the Company Behind Verge Genomics?

  • Seller: Verge Genomics
  • Year Founded: 2015
  • HQ Location: South San Francisco, US
  • LinkedIn® Page: linkedin.com
    17,158 employees on LinkedIn®

Verv

High definition fault detection technology for the next generation of smarter, longer lasting and more sustainable appliances

Who Is the Company Behind Verv?

  • Seller: Verv
  • Year Founded: 2010
  • HQ Location: London, GB
  • LinkedIn® Page: uk.linkedin.com
    20 employees on LinkedIn®

vilisto

Vilisto is a Hamburg-based climate protection company specializing in digital heat management solutions for non-residential buildings. Their core product comprises intelligent thermostats equipped with patented, integrated sensors and self-learning algorithms that detect room usage patterns and automatically adjust temperatures accordingly. This technology enables organizations to reduce heating energy consumption by up to 32%, leading to significant cost savings and a substantial decrease in CO₂ emissions. Key Features and Functionality: - Intelligent Thermostats: Equipped with sensors and algorithms to detect room occupancy and optimize heating schedules without manual intervention. - Automated Heat Management: Adjusts heating based on actual room usage, ensuring energy is not wasted in unoccupied spaces. - Online Platform Integration: Provides real-time monitoring of energy consumption, savings, and room climate data, allowing for further optimization. - Adaptive Hydraulic Balancing: Enhances heating system efficiency by automatically balancing the distribution of heat within the building. Primary Value and Problem Solved: Vilisto addresses the challenge of energy waste in non-residential buildings, where rooms are often heated continuously regardless of occupancy. By implementing their digital heat management system, organizations can achieve substantial reductions in energy consumption and CO₂ emissions without compromising comfort. This solution not only leads to cost savings but also supports environmental sustainability goals.

Who Is the Company Behind vilisto?

  • Seller: vilisto
  • Year Founded: 2016
  • HQ Location: Hamburg, DE
  • LinkedIn® Page: www.linkedin.com
    64 employees on LinkedIn®

VIRad.AI

Who Is the Company Behind VIRad.AI?

  • Seller: VIRad.AI
  • Year Founded: 2026
  • HQ Location: Milwaukee, US
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026