Best Machine Learning Software - Page 10

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)

TELEXISTENCE

“TELEXISTENCE” is a concept that was first proposed in 1980 by Dr. Susumu Tachi, Professor Emeritus of the University of Tokyo and the chairman of TX inc, which refers to the notion of humans being in a place other than where he or she actually exists and being able to act freely in that remote environment – essentially expanding the presence of human beings – as well as the technological systems that make this possible.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate TELEXISTENCE?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 7.5/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind TELEXISTENCE?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of TELEXISTENCE?

The AI Library

The AI Library is a gamified launchpad aiming to bridge the gap between founders and product users. The AI Library creates a platform that allows product owners to launch their AI, Tech or SaaS products, get thousands of users and gain the exposure they need. The AI Library Gamified Launchpad is an initiative of The AI Colony with three (3) major objectives: To promote and showcase the best AI, tech, and SaaS brands, to help users discover new and emerging AI/Tech and SaaS products weekly and to establish a thriving community for AI and Tech enthusiasts.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate The AI Library?

  • 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 The AI Library?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About The AI Library?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the wide range of advanced AI tools in The AI Library, making cutting-edge technology accessible to all.
  • Users value the ease of use of The AI Library, finding it simple to browse and filter AI tools.
  • Users appreciate the intuitive design of The AI Library, making it easy to browse and filter diverse AI tools.
  • Users appreciate the model variety in The AI Library, allowing them to explore numerous advanced AI tools easily.
  • Users value the reliability of AI Library, appreciating its accurate directory and up-to-date reviews for AI tools.
Cons
  • Users find the limited availability of AI tools and lack of reviews frustrating in The AI Library.
  • Users find the lack of available AI tools and insufficient tool reviews frustrating in their experience with The AI Library.

What Are Recent G2 Reviews of The AI Library?

Ultralytics

Ultralytics provides an end-to-end vision AI ecosystem that helps organizations turn images and video into actionable insights. Its widely adopted Ultralytics YOLO models deliver fast, accurate computer vision across object detection, segmentation, classification, pose estimation, oriented object detection, semantic segmentation, tracking, and depth estimation. The latest recommended model, Ultralytics YOLO26, is designed for efficient, production-ready inference across cloud, edge, mobile, and embedded environments. Developers and enterprises use Ultralytics across manufacturing, healthcare, automotive, agriculture, retail, logistics, and robotics for applications such as quality inspection, patient monitoring, inventory tracking, crop analysis, autonomous navigation, and workplace safety. Ultralytics Platform brings the complete computer vision lifecycle into one unified workspace. Teams can manage and annotate datasets, train YOLO models using cloud or local resources, track experiments, deploy models globally, export to optimized formats, and monitor production inference. This reduces the complexity of combining separate tools and helps teams move from raw visual data to production-ready applications faster. Ultralytics combines an accessible developer experience with the performance, scalability, and deployment flexibility required by enterprises. Models support deployment across cloud infrastructure and hardware ranging from servers and GPUs to cameras, mobile devices, and edge accelerators. The Ultralytics open-source community includes more than 135,000 GitHub stars and 1,100 contributors. Ultralytics software has surpassed 306 million downloads and powers close to 3.5 billion YOLO usages every day, demonstrating its widespread adoption by developers and organizations worldwide.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Ultralytics?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.7/10)
  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 9.2/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Ultralytics?

  • Seller: Ultralytics
  • Year Founded: 2022
  • HQ Location: London, GB
  • Twitter: @ultralytics
    8,876 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    71 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About Ultralytics?

AI-generated summary from verified user reviews

Pros
  • Users value the deployment ease of Ultralytics, enabling quick adaptations for real-world applications on edge devices.
  • Users appreciate the ease of use in developing customizable applications and deploying efficient models effortlessly.
  • Users value the efficiency in deployment with Ultralytics, allowing quick adaptation of models to real-world scenarios.
  • Users value the efficient deployment capabilities of Ultralytics, enabling easy training and optimized model export.
  • Users value the automation capabilities of Ultralytics, streamlining training and deployment on edge devices effectively.
Cons
  • Users find that the poor documentation can lead to confusion and errors, particularly in advanced deployment scenarios.
  • Users find the documentation lacking for advanced deployment scenarios, leading to challenges in specific use cases.
  • Users find the confusing documentation leads to misunderstandings, affecting the support experience with Ultralytics.
  • Users experience deployment issues with insufficient documentation for advanced scenarios and codec support problems.
  • Users express concerns over insufficient learning resources, highlighting outdated documentation and unclear responses from the support team.

What Are Recent G2 Reviews of Ultralytics?

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Wallaroo.ai

Easy Production AI at Scale: Any Model, Any Hardware, Anywhere. Purpose built for production AI, so AI teams stay lean and nimble. Enabling you to get to value fast for your cloud analytics, edge AI and gen AI initiatives.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate Wallaroo.ai?

  • 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 Wallaroo.ai?

  • Seller: Wallaroo
  • Year Founded: 2017
  • HQ Location: New York, US
  • Twitter: @Wallarooai
    736 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    33 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Wallaroo.ai?

5Analytics

5Analytics helps enable companies to integrate, deploy and monitor their machine learning in a scalable, repeatable manner.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate 5Analytics?

  • 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 5Analytics?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of 5Analytics?

Accord.NET Framework

Accord.NET Framework is a .NET machine learning framework combined with audio and image processing libraries completely written in C#, it is a framework for building production-grade computer vision, computer audition, signal processing and statistics applications even for commercial use

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Accord.NET Framework?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Accord.NET Framework?

What Are G2 Users Discussing About Accord.NET Framework?

Apache SAMOA

Apache SAMOA is a distributed streaming machine learning (ML) framework that contains a programing abstraction for distributed streaming ML algorithms it enables development of new ML algorithms without directly dealing with the complexity of underlying distributed stream processing engines (DSPEe, such as Apache Storm, Apache Flink, and Apache Samza) users can develop distributed streaming ML algorithms once and execute them on multiple DSPEs.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate Apache SAMOA?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Apache SAMOA?

Who Uses This Product?

  • Company Size: 100% Small

Articulate Intelligence

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Articulate Intelligence?

  • Has the product been a good partner in doing business?: 8.3/10 (Category avg: 8.7/10)
  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 10.0/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.3/10 (Category avg: 8.5/10)

Who Is the Company Behind Articulate Intelligence?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Articulate Intelligence?

BentoML

From trained ML models to production-grade prediction services with just a few lines of code

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate BentoML?

  • Ease of Use: 9.2/10 (Category avg: 8.5/10)
  • Quality of Support: 7.5/10 (Category avg: 8.4/10)

Who Is the Company Behind BentoML?

  • Seller: BentoML
  • Year Founded: 2019
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    6 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About BentoML?

AI-generated summary from verified user reviews

Pros
  • Users praise deployment ease with BentoML, simplifying Dockerization and making model serving straightforward and efficient.
  • Users applaud the ease of use of BentoML, simplifying model serving and deployment for developers.
  • Users appreciate the ease of deployment with BentoML, simplifying model serving and integration into projects effortlessly.
  • Users commend BentoML for its scalability, enabling efficient handling of multiple requests with ease during model deployment.
  • Users appreciate the engaged customer support of BentoML, finding help readily available in their Slack community.
Cons
  • Users find the complex setup for BentoML challenging, often resulting in a tedious deployment process.
  • Users find the complex implementation of BentoML to be cumbersome and frustrating, complicating deployment and configuration.
  • Users find the complexity of configuration for BentoML unnecessarily involved, making deployment a challenging process.
  • Users find the complexity of writing configs in BentoML to be unnecessarily involved and time-consuming.
  • Users find the difficult setup of BentoML to be overly complex and time-consuming, hindering their experience.

What Are Recent G2 Reviews of BentoML?

BitSave

BitSave is a neural-network preprocessor for video encoding. Its models are applied immediately prior to a video encoder in order to reduce encoding bitrate without compromising visual quality. BitSave is applicable to AVC, HEVC, VVC, VP9 and AV1 standards and, if used together with open source encoders, can offer up to 40% reduction in bitrate versus other industry-leading encoding services.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate BitSave?

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

Who Is the Company Behind BitSave?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of BitSave?

Brushfire

Brushfire is a framework for distributed supervised learning of decision tree ensemble models in Scala.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Brushfire?

What Are Recent G2 Reviews of Brushfire?

Calculated Systems NLP Accelerator

With Calculated Systems we make it easier to start streaming your data via a drag and drop interface. Check out the ebook several of our founders authored https://www.calculatedsystems.com/nifi-for-dummies. Having been founded from a collection of Google and Hortonworks employees we have seen the challenges that data driven companies face. We believe that the best cloud solution is one that is easy to understand, use, and collaborate on. We put sustainability and usability in front when building our solutions preferring to focus on a reliable approach than an overly complex one.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Calculated Systems NLP Accelerator?

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

Who Is the Company Behind Calculated Systems NLP Accelerator?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Calculated Systems NLP Accelerator?

Chandler

Chandler is an AI-powered platform designed to enhance the sports betting experience by providing users with data-driven insights and predictions. Leveraging advanced machine learning algorithms, Chandler analyzes vast amounts of sports data to deliver accurate forecasts, helping users make informed betting decisions. Key Features and Functionality: - Data-Driven Predictions: Utilizes comprehensive sports data to generate precise betting forecasts. - User-Friendly Interface: Offers an intuitive platform accessible to both novice and experienced bettors. - Subscription Management: Provides easy options for users to manage or cancel their subscriptions directly through the website. Primary Value and User Solutions: Chandler addresses the common challenge of making informed betting decisions by offering reliable, AI-generated predictions. This empowers users to enhance their betting strategies, potentially increasing their success rates and overall satisfaction with the sports betting process.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate Chandler?

  • Ease of Use: 6.7/10 (Category avg: 8.5/10)
  • Quality of Support: 8.3/10 (Category avg: 8.4/10)

Who Is the Company Behind Chandler?

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About Chandler?

AI-generated summary from verified user reviews

Cons
  • Users find the search options confusing, leading to a non-intuitive experience with Chandler.

What Are Recent G2 Reviews of Chandler?

CLEAR® AI

CLEAR® AI is a purpose built platform for M&E companies turning data into actionable insights. CLEAR® AI solutions help Creators create captivating content Connect brands with their audience Accelerate your video workflow journey CLEAR® AI encompasses several products and engines that can be purchased individually or as a package. CLEAR® AI Discover - a content curation module that allows users to search through their content library using our AI powered search. CLEAR® AI Reframe - eliminates the time-consuming process of resizing videos for different aspect ratios and social media platforms. CLEAR® AI Localize - helps you Augment your localization processes with PFT's speech to text engines that offer non-linear scaling & efficiencies for any localization workflow. CLEAR® AI Moderate - CLEAR® AI Moderate is an AI augmented content moderation for all content categories which can be plugged into your moderation processes. CLEAR® AI Compare - lets users compare video versions with an AI led video comparator tool that compares video versions with a high accuracy.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate CLEAR® AI?

  • 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 CLEAR® AI?

  • Seller: Prime Focus Technologies
  • Year Founded: 2008
  • HQ Location: Los Angeles, US
  • Twitter: @PrimeFocusTech
    1,439 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1,821 employees on LinkedIn®
  • Ownership: BSE: 532748

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of CLEAR® AI?

Cochl.Sense

Cochl.Sense, created by Cochl Inc., is an AI-powered software designed for sound recognition. Leveraging our cutting-edge technology, it effectively recognizes various sounds in real-time, delivering notifications upon detecting specific target sounds. Backed by a dataset of over 3 million audio clips and extensive real-world trials. Cochl.Sense maintains an impressively low false detection rate, focusing on identifying the precise sounds you require. A highlight of our service development lies in the establishment of a robust infrastructure and largely automated resources, spanning from dataset collection to post-processing and labeling pipelines. Cochl.Sense employs advanced audio processing and neural networks to enable computers to understand various sounds. Just input your audio data (files or streams) into Cochl.Sense, and it will classify the sound type. It's versatile for use on different devices and platforms like smart speakers, IP cameras and so on.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Cochl.Sense?

  • 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 Cochl.Sense?

  • Seller: Cochl
  • Year Founded: 2017
  • HQ Location: San Francisco, US
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Cochl.Sense?

AI-generated summary from verified user reviews

Pros
  • Users praise the accurate sound recognition of Cochl.Sense, enhancing awareness of their auditory environment effortlessly.
  • Users appreciate the ease of use of Cochl.Sense, highlighting its user-friendly interface and straightforward installation.
  • Users find the easy setup of Cochl.Sense convenient, enhancing their experience with an intuitive interface.
  • Users appreciate the effective noise cancellation of Cochl.Sense, allowing for accurate sound recognition and a seamless experience.
  • Users commend the user-friendly interface of Cochl.Sense, noting its accuracy in recognizing various sounds effortlessly.
Cons
  • Users report occasional noise issues where the device confuses similar sounds, leading to false alarms.

What Are Recent G2 Reviews of Cochl.Sense?

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