Best Machine Learning Software - Page 11

How Many Machine Learning Software Products Does G2 Track?

Total Products under this Category: 475

Category Stats (Aug 2026)

  • Average Rating: 4.33/5 (↓0.01 vs Jul 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Fireworks AI (+7.87%) - Among all products in this category, Fireworks AI recorded the largest rating increase compared to last month

Last updated: August 06, 2026

How Does G2 Rank Machine Learning Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 16,200+ Authentic Reviews
  • 475+ 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, Amazon Personalize, Google Cloud TPU, Alteryx, 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=amazon-personalize&focus%5B%5D=google-cloud-tpu&focus%5B%5D=alteryx&focus%5B%5D=dataiku)

Sponsored

1 EDI Source, an Epicor solution

1 EDI Source, an Epicor solution, is your ultimate partner in achieving seamless global business-to-business (B2B) communication and integration across supply chains and trading partner networks. Imagine having a solution that offers a comprehensive range of services tailored to meet your unique business needs, whether you require a standalone solution or integration into your existing ERP system. With 1 EDI Source, you get the flexibility of hosted, cloud-based, do-it-yourself approaches and fully managed offerings. This means you can choose the option that best fits your specific requirements, ensuring your business operates at peak efficiency. What sets 1 EDI Source apart is its ability to integrate smoothly with your existing ERP systems, enhancing operational efficiency without the need for extensive modifications. This solution supports global B2B communication, enabling you to connect with trading partners worldwide and streamline your supply chain processes. By automating and streamlining B2B communication, 1 EDI Source helps reduce manual processes, minimize errors, and improve overall operational efficiency. Plus, it provides real-time visibility into supply chain activities, allowing you to monitor and manage your operations more effectively, leading to significant cost savings. As an Epicor solution, 1 EDI Source is backed by a reputable provider known for delivering reliable and robust business solutions. Its scalability makes it suitable for businesses of all sizes, from small enterprises to large corporations. The comprehensive support services ensure that you have the assistance you need to maximize the value of your EDI solution. With its range of offerings, seamless integration capabilities, and adaptability, 1 EDI Source is a versatile and reliable tool for enhancing B2B communication and integration. It's a valuable asset for businesses looking to streamline their supply chain operations and improve overall efficiency. The solution's flexibility, reliability, and support make it an excellent choice for businesses aiming to enhance their digital presence and customer engagement.

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Datsy Suggest

Datsy brings you the power of AI to understand your customer preferences and provide personalized product discovery experience. Delight your customers with personalized engagement at every interaction point through Datsy Suggest, an AI powered personalization & recommendation engine. Humanize your digital experience, with real-time personalized product recommendations. Datsy suggest is delivered on pay-as-you-go subscription model, without any upfront charges and lengthy contracts. Datsy can be customized to suit your business needs with our open APIs. Seamless data flow integrations with your existing tech stack are enabled through our APIs, SDKs and SaaS Plug-ins

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Datsy Suggest?

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

Who Is the Company Behind Datsy Suggest?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of Datsy Suggest?

DiffSharp

DiffSharp is a functional automatic differentiation (AD) library that allows exact and efficient calculation of derivatives, by systematically invoking the chain rule of calculus at the elementary operator level during program execution.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate DiffSharp?

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

Who Is the Company Behind DiffSharp?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of DiffSharp?

Disco Project

Disco is a lightweight, open-source framework for distributed computing based on the MapReduce paradigm it distributes and replicates data, and schedules jobs efficiently it includes the tools need to index billions of data points and query them in real-time.

Average Rating: 3.0/5.0

Total Reviews: 1

Who Is the Company Behind Disco Project?

  • Seller: Disco
  • Year Founded: 2020
  • HQ Location: Toronto, CA
  • Twitter: @discolearn
    1,086 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    29 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are G2 Users Discussing About Disco Project?

DryMerge

DryMerge lets you automate workflows with plain English. You can describe repetitive or difficult tasks and create AI agents that connect to software tools and automate work in the background.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate DryMerge?

  • 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: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind DryMerge?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of DryMerge?

DynaML

DynaML is a Scala environment for conducting research and education in Machine Learning that packaged with a library of classes for various predictive models and a Scala REPL where one can not only build custom models but also play around with data work-flows.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate DynaML?

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

Who Is the Company Behind DynaML?

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of DynaML?

Encog Machine Learning Framework

Encog is an advanced machine learning framework that supports a variety of advanced algorithms, as well as support classes to normalize and process data, its training algoritms are multi-threaded and scale well to multicore hardware and can also make use of a GPU to further speed processing time. A GUI based workbench is also provided to help model and train machine learning algorithms.

Average Rating: 3.0/5.0

Total Reviews: 1

How Do G2 Users Rate Encog Machine Learning Framework?

  • Ease of Use: 5.0/10 (Category avg: 8.5/10)
  • Quality of Support: 3.3/10 (Category avg: 8.4/10)
  • Ease of Admin: 6.7/10 (Category avg: 8.5/10)

Who Is the Company Behind Encog Machine Learning Framework?

Who Uses This Product?

  • Company Size: 100% Small

What Are G2 Users Discussing About Encog Machine Learning Framework?

Entropica Labs

At Entropica, we create the models, algorithms and software tools to make quantum computing useful

Average Rating: 3.0/5.0

Total Reviews: 1

How Do G2 Users Rate Entropica Labs?

  • Ease of Use: 1.7/10 (Category avg: 8.5/10)
  • Quality of Support: 5.0/10 (Category avg: 8.4/10)

Who Is the Company Behind Entropica Labs?

Who Uses This Product?

  • Company Size: 100% Small

Fireflai

Fireflai® is a B2B SaaS Data platform that leverages proprietary Data Science, Machine Learning and Generative AI to transform product data operations. Fireflai® enables seamless ingestion, management and enrichment of complex catalogues and product master data - accelerating the onboarding, activation and continuous improvement of SKUs for Manufacturers, Distributors and Retailers. Fireflai can: - Ingest PIM/ERP extracts such as product and parts lists, taxonomies and lists of values - Enrich product lists with validated data, documents and images from unstructured supplier files, catalogues, metadata, even the web - Generate content such as descriptions, taglines, features & benefits, SEO tags - Cleanse, match and merge datasets to create a 'golden product dataset' - Classify and transform product data into required taxonomies for simple ERP/PIM import - Translate datasets into multiple languages

Average Rating: 4.5/5.0

Total Reviews: 5

How Do G2 Users Rate Fireflai?

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

Who Is the Company Behind Fireflai?

  • Seller: Fireflai
  • Year Founded: 2023
  • HQ Location: Manchester , GB
  • LinkedIn® Page: www.linkedin.com
    8 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 60% Large, 20% Medium

What Do G2 Reviewers Say About Fireflai?

AI-generated summary from verified user reviews

Pros
  • Users find Fireflai to be easy to use, facilitating efficient data processing and intuitive navigation for all users.
  • Users value the time-saving functionality of Fireflai, enabling them to focus on other important tasks efficiently.
  • Users love the speed of Fireflai for quickly processing data and delivering efficient solutions without integration delays.
  • Users appreciate the implementation ease of Fireflai, which ensures efficient collection of product attributes without complications.
  • Users commend Fireflai for their efficient automation, making implementation quick and integration-free with existing systems.
Cons
  • Users report bug issues, particularly hallucinations in results that require double-checking for accuracy, especially with images.
  • Users note the occasional hallucinations in Fireflai's results, necessitating double-checking, particularly with images.
  • Users report inaccuracy issues with Fireflai, requiring double-checking of results, particularly for images.
  • Users report occasional hallucinations in results, necessitating double-checking, particularly with images for accuracy.

What Are Recent G2 Reviews of Fireflai?

Helsing

Helsing is a new type of defence AI company. We believe that software, in particular artificial intelligence, will be the key to protecting our democracies.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Helsing?

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

Who Is the Company Behind Helsing?

Who Uses This Product?

  • Company Size: 100% Medium

What Do G2 Reviewers Say About Helsing?

AI-generated summary from verified user reviews

Pros
  • Users value Helsing for its ability to enhance the security of democratic values through advanced artificial intelligence technology.

What Are Recent G2 Reviews of Helsing?

Integrate.ai Signals

Signals are rich, machine-learning-derived insights about consumers’ needs that are generated from real consumer behavior. They’re packaged to help people and machines make more accurate predictions that drive business outcomes and protect consumer and business privacy.

Average Rating: 2.5/5.0

Total Reviews: 1

How Do G2 Users Rate Integrate.ai Signals?

  • Ease of Use: 1.7/10 (Category avg: 8.5/10)
  • Quality of Support: 1.7/10 (Category avg: 8.4/10)

Who Is the Company Behind Integrate.ai Signals?

Who Uses This Product?

  • Company Size: 100% Small

JAICF

JAICF (Just AI Conversational Framework) is the world's first open-source Kotlin-based bot and voice assistant development framework that is free of charge even for commercial use. JAICF is a perfect solution for those familiar with Kotlin, Android, or mobile development – no need to learn new things, users can quickly dive into voice tech, and start creating even high-level solutions completely free.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate JAICF?

  • 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 JAICF?

  • Seller: Just AI Global
  • Year Founded: 2016
  • HQ Location: London, GB
  • Twitter: @JustAIglobal
    917 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    95 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of JAICF?

Lateral

Lateral automates information discovery for enterprises.

Average Rating: 5.0/5.0

Total Reviews: 1

How Do G2 Users Rate Lateral?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Lateral?

  • Seller: Lateral
  • Year Founded: 2013
  • HQ Location: Berlin, DE
  • Twitter: @uselateral
    1,164 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    4 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Medium, 100% Small

What Are Recent G2 Reviews of Lateral?

Meld Database

Meld Database, Inc. has been a pioneer in mobile database solutions since 2013. We are the developers of Meld Tables. Meld Tables is a modern database and organizer. Whether in the office or on the go your team’s data is always at hand. Easily create custom database solutions to improve customer relationships, capture data in the field, simplify inventory tracking or streamline event management. Attach photos and documents, link records, scan barcodes, capture GPS locations and more.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate Meld Database?

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

Who Is the Company Behind Meld Database?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of Meld Database?

mlpack

mlpack is a scalable machine learning library, written in C++, that aims to provide fast, extensible implementations of cutting-edge machine learning algorithms, these algorithms as simple command-line programs and C++ classes which can then be integrated into larger-scale machine learning solutions.

Average Rating: 3.5/5.0

Total Reviews: 1

How Do G2 Users Rate mlpack?

  • Has the product been a good partner in doing business?: 6.7/10 (Category avg: 8.7/10)
  • Ease of Use: 8.3/10 (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 mlpack?

Who Uses This Product?

  • Company Size: 100% Medium

What Are G2 Users Discussing About mlpack?

ModelFront

ModelFront is AI to check and fix AI translations, and trigger human intervention when needed. Companies use ModelFront to scale translation, while keeping human quality. What makes ModelFront unique is successfully packaging “quality estimation” and “automatic post-editing” into a simple solution for large translation buyers that actually works in the real world. - Track record of success with large enterprises - No quality loss — ModelFront takes responsibility for keeping human quality - No engineering - No workflow change - Private custom LLMs — no external models ModelFront does not provide manual human translation services.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate ModelFront?

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

Who Is the Company Behind ModelFront?

  • Seller: ModelFront
  • Year Founded: 2020
  • HQ Location: Palo Alto, US
  • Twitter: @modelfront
    138 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    12 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of ModelFront?

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