Best Machine Learning Software - Page 34

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
  • 15,600+ 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)

Demografy 360

Demografy is a privacy by design customer demographics prediction AI platform. Core features: * Demographic segmentation * Demographic analytics * API integration Key advantages: * 100% coverage of lists * Accuracy estimate before purchase * GDPR-compliance as no sensitive data is required. Demografy can work with only first names or masked last names Use cases: * Actionable analytics about your customers to get demographic insights * Appending missing demographic data to your records for customer segmentation and targeted marketing campaigns * Enhanced personalization knowing you customer better Unlike traditional solutions, you don’t need to know and disclose your customer or prospect addresses, emails or other sensitive information. You can provide even masked last names keeping personal data in-house. This makes Demografy privacy by design and enables you to get 100% coverage of your audience since all you need to know is names.

Who Is the Company Behind Demografy 360?

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Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works

DevisionX

DevisionX is a pioneering AI company specializing in computer vision solutions that empower businesses to seamlessly integrate AI vision technologies into their operations. Their flagship product, Tuba.AI, is a no-code/low-code platform designed to simplify the development and deployment of AI vision applications, making advanced AI accessible to users without extensive coding expertise. Key Features and Functionality: - No-Code/Low-Code Platform: Tuba.AI offers an intuitive interface that allows users to label datasets, train models, and deploy AI vision applications without writing code, accelerating the development process. - End-to-End AI Vision Workflow: The platform provides a comprehensive suite of tools covering the entire AI vision pipeline, from data ingestion and labeling to model training and deployment, ensuring a seamless workflow. - Customizable Integration: Tuba.AI supports flexible integration options, enabling businesses to tailor AI vision solutions to their specific needs and seamlessly incorporate them into existing systems. - Edge-Optimized Deployment: The platform facilitates efficient deployment of AI models on edge devices, optimizing performance and reducing latency for real-time applications. Primary Value and Solutions Provided: DevisionX addresses the challenges businesses face in adopting AI vision technologies by offering a user-friendly platform that eliminates the need for extensive coding knowledge. By streamlining the development and deployment of AI vision applications, Tuba.AI enables organizations to enhance operational efficiency, improve product quality, and drive innovation across various industries, including manufacturing, e-commerce, and retail. This democratization of AI empowers businesses to leverage advanced computer vision capabilities to solve complex problems and gain a competitive edge in their respective markets.

Who Is the Company Behind DevisionX?

Dexmen

Who Is the Company Behind Dexmen?

  • Seller: Dexmen
  • Year Founded: 2020
  • HQ Location: Tampere, FI
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Dilr

Who Is the Company Behind Dilr?

  • Seller: Dilr
  • Year Founded: 2025
  • HQ Location: Harrow, GB
  • LinkedIn® Page: www.linkedin.com
    3 employees on LinkedIn®

Dino AI Trainer

Dino AI Trainer is a desktop application for training, testing, and running modern object detection models directly on your own PC. The app is designed for users who want to work with DINO-style AI models, detection workflows, custom datasets, and local training without relying on cloud services. With Dino AI Trainer, you can prepare datasets, select model checkpoints, start training runs, test detection results, and manage AI workflows from one graphical desktop interface. The application is especially useful for computer vision projects where custom objects need to be detected in images or videos. The app focuses on local execution. Your files, datasets, images, videos, model checkpoints, and training outputs remain on your computer unless you manually choose to move, upload, or share them through external tools. Dino AI Trainer provides a practical environment for experimenting with object detection models, comparing results, and building custom detection pipelines. Whether you are testing a small dataset, training a custom detector, checking a model checkpoint, or running detection on local media, Dino AI Trainer gives you a desktop workflow for AI model training and inference.

Who Is the Company Behind Dino AI Trainer?

  • Seller: Microsoft
  • Year Founded: 1975
  • HQ Location: Redmond, Washington
  • LinkedIn® Page: www.linkedin.com
    232,750 employees on LinkedIn®
  • Ownership: MSFT
  • Phone: +1 (877) 276-2464

Double Blind Bio

Double Blind Bio is an AI-powered clinical trial site automation platform reducing feasibility and enrollment burdens.

Who Is the Company Behind Double Blind Bio?

Doxray

Who Is the Company Behind Doxray?

  • Seller: Doxray
  • Year Founded: 2014
  • HQ Location: Neede, NL
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®
Shalaka Joshi
SJ
Researched and written by Shalaka Joshi
Updated April 9, 2026