Best Machine Learning Software - Page 36

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)

Fizyr

Who Is the Company Behind Fizyr?

  • Seller: Fizyr
  • Year Founded: 2014
  • HQ Location: Delft, NL
  • LinkedIn® Page: www.linkedin.com
    46 employees on LinkedIn®

Flaq AI

Flaq AI gives developers and product teams a single interface for accessing a broad catalog of image, video, music, and language models. It also provides browser-based AI tools for prototyping, editing, and creative exploration.

Who Is the Company Behind Flaq AI?

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Flight Science

Flight Science provides an AI-enabled flight optimization platform for airlines.

Who Is the Company Behind Flight Science?

Flowrl

flowRL is an AI-driven platform that enhances product revenue through real-time user interface (UI) personalization. By leveraging advanced machine learning models, flowRL continuously adapts the UI to align with individual user behaviors and preferences, ensuring a unique and engaging experience for each user. This dynamic personalization leads to significant improvements in key performance metrics, offering a substantial uplift compared to traditional A/B testing methods. Key Features and Functionality: - Real-Time UI Personalization: flowRL customizes the app experience for every user by dynamically adjusting the UI based on their behavior, providing a tailored experience that evolves with each interaction. - Advanced Machine Learning Models: Utilizing state-of-the-art reinforcement learning algorithms, flowRL continuously learns from user data to optimize for target objectives such as retention, revenue, and lifetime value (LTV). - Automated Adaptation: The platform automatically identifies and implements the most effective UI variants for each user, eliminating the need for extensive A/B testing and manual analysis. Primary Value and Problem Solved: flowRL addresses the limitations of traditional A/B testing, where only a minority of users may respond positively to new features. By predicting and deploying the best UI variants for each individual user, flowRL ensures a personalized experience that maximizes engagement and revenue. This real-time personalization streamlines the optimization process, allowing development teams to focus on creating innovative features while the platform handles UI adaptation, leading to a 2–3× boost in target metrics.

Who Is the Company Behind Flowrl?

Flyr

Who Is the Company Behind Flyr?

  • Seller: Flyr
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    506 employees on LinkedIn®

FruitScout

FruitScout is a mobile-based, AI-powered precision crop load management (PCLM) platform.

Who Is the Company Behind FruitScout?

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