Best Machine Learning Software - Page 8

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

Alteryx

Alteryx, through it's Alteryx One platform, helps enterprises transform complex, disconnected data into a clean, AI-ready state. Whether you’re creating financial forecasts, analyzing supplier performance, segmenting customer data, analyzing employee retention, or building competitive AI applications from your proprietary data, Alteryx One makes it easy to cleanse, blend, and analyze data to unlock the unique insights that drive impactful decisions. AI-Guided Analytics Alteryx automates and simplifies every stage of data preparation and analysis, from validation and enrichment to predictive analytics and automated insights. Incorporate generative AI directly into your workflows to streamline complex data tasks and generate insights faster. Unmatched flexibility, whether you prefer code-free workflows, natural language commands, or low-code options, Alteryx adapts to your needs. Trusted. Secure. Enterprise-Ready. Alteryx is trusted by over half of the Global 2000 and 19 of the top 20 global banks. With built-in automation, governance, and security, your workflows can scale and maintain compliance while delivering consistent results. And it doesn’t matter if your systems are on-premises, hybrid, or in the cloud; Alteryx fits effortlessly into your infrastructure. Easy to Use. Deeply Connected. What truly sets Alteryx apart is our focus on efficiency and ease of use for analysts and our active community of 700,000 Alteryx users to support you at every step of your journey. With seamless integration to data everywhere including platforms like Databricks, Snowflake, AWS, Google, SAP, and Salesforce, our platform helps unify siloed data and accelerate getting to insights. Visit Alteryx.com for more information, and to start your free trial.

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Shield AI

Shield AI develops robots that are adaptable and capable of succeeding in the face of unanticipated challenges.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate Shield AI?

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

Who Is the Company Behind Shield AI?

  • Seller: Shield AI
  • Year Founded: 2015
  • HQ Location: San Diego, California, United States
  • Twitter: @shieldaitech
    17,117 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    997 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Medium, 33% Small

What Are Recent G2 Reviews of Shield AI?

Sparkling Water

Sparkling Water allows users to combine the fast, scalable machine learning algorithms of H2O with the capabilities of Spark. Spark is an elegant and powerful general-purpose, open-source, in-memory platform with tremendous momentum. H2O is an in-memory platform for machine learning that is reshaping how people apply math and predictive analytics to their business problems. Integrating these two open-source environments provides a seamless experience for users who want to make a query using Spark SQL, feed the results into H2O to build a model and make predictions, and then use the results again in Spark. For any given problem, better interoperability between tools provides a better experience.

Average Rating: 4.7/5.0

Total Reviews: 3

How Do G2 Users Rate Sparkling Water?

  • Has the product been a good partner in doing business?: 10.0/10 (Category avg: 8.7/10)
  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 5.8/10 (Category avg: 8.4/10)
  • Ease of Admin: 7.5/10 (Category avg: 8.5/10)

Who Is the Company Behind Sparkling Water?

  • Seller: H2O.ai
  • Year Founded: 2012
  • HQ Location: Mountain View, CA
  • Twitter: @h2oai
    25,222 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    345 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Do G2 Reviewers Say About Sparkling Water?

AI-generated summary from verified user reviews

Pros
  • Users find Sparkling Water very easy to use, making it a practical choice for hydration on-the-go.

What Are Recent G2 Reviews of Sparkling Water?

What Are G2 Users Discussing About Sparkling Water?

Accord.MachineLearning

Accord.MachineLearning contains Support Vector Machines, Decision Trees, Naive Bayesian models, K-means, Gaussian Mixture models and general algorithms such as Ransac, Cross-validation and Grid-Search for machine-learning applications.

Average Rating: 5.0/5.0

Total Reviews: 2

How Do G2 Users Rate Accord.MachineLearning?

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

Who Is the Company Behind Accord.MachineLearning?

  • Seller: Orchard Core
  • Year Founded: 2014
  • HQ Location: Redmond, US
  • Twitter: @dotnetfdn
    60,353 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    53 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of Accord.MachineLearning?

What Are G2 Users Discussing About Accord.MachineLearning?

Acodis

Acodis has been pioneering document data automation since its founding in 2016. Today, global industry leaders in Life Sciences use Acodis to accelerate to accelerate their go-to-market motions in Quality and Regulatory. By automating repetitive document-based processes, Acodis decreases manual workload, increases data quality and enables many automation, genAI, and analytical use-cases. For instance, Acodis can turn clinical studies and certificates of analysis into structured and validated data, or automate the review of Batch Record documents. The solutions are based on one configurable platform which can absorb diverse inputs (pdfs, scans, xls, etc.), turn these documents into machine-readable data and take specific actions (extracting values, checking signatures, checking process steps, etc.). Powered by proprietary machine learning algorithm (e.g. GxP suitable), the solution is made available in dedicated instances in a secure cloud setup. Acodis can process any document type in any language and seamlessly integrates with your systems. You can easily export your data from Acodis via API to feed and enhance your ERP, CRM, DMS, RIM system of choice, including a standard integration in Veeva.

Average Rating: 4.8/5.0

Total Reviews: 28

How Do G2 Users Rate Acodis?

  • Has the product been a good partner in doing business?: 9.9/10 (Category avg: 8.7/10)
  • Ease of Use: 9.1/10 (Category avg: 8.5/10)
  • Quality of Support: 9.8/10 (Category avg: 8.4/10)
  • Ease of Admin: 9.6/10 (Category avg: 8.5/10)

Who Is the Company Behind Acodis?

  • Seller: Acodis
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Winterthur, CH
  • Twitter: @acodis
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 45% Large, 31% Medium

What Do G2 Reviewers Say About Acodis?

AI-generated summary from verified user reviews

Pros
  • Users commend Acodis for its responsive customer support, enhancing the overall experience with effective problem-solving.
  • Users find Acodis to be incredibly easy to use, simplifying the mapping of diverse formats efficiently.
  • Users value the ease of use and robust integrations of Acodis, facilitating efficient results for all users.
  • Users commend the responsive and proactive support from Acodis, enhancing their document processing experience significantly.
  • Users praise the effective data extraction capabilities of Acodis, simplifying processing of complex and diverse documents.
Cons
  • Users face OCR issues with Acodis, particularly in handling irregular table structures and document allocation problems.
  • Users face technical issues with Acodis, particularly in document allocation and data output processing challenges.
  • Users experience communication issues with Acodis, suggesting a need for more proactive user engagement and clearer document handling.
  • Users find the complexity of features in Acodis overwhelming, making initial use challenging and confusing.
  • Users report data inaccuracy issues, particularly with document allocation and structured data output challenges.

What Are Recent G2 Reviews of Acodis?

What Are G2 Users Discussing About Acodis?

AForge.NET

AForge.MachineLearning is a namespace that contains interfaces and classes for different algorithms of machine learning.

Average Rating: 3.8/5.0

Total Reviews: 2

How Do G2 Users Rate AForge.NET?

  • Has the product been a good partner in doing business?: 5.0/10 (Category avg: 8.7/10)
  • Ease of Use: 6.7/10 (Category avg: 8.5/10)
  • Quality of Support: 7.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 5.0/10 (Category avg: 8.5/10)

Who Is the Company Behind AForge.NET?

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of AForge.NET?

What Are G2 Users Discussing About AForge.NET?

AInnovation

AInnovation Technology Group Co., Ltd. (AInnovation, stock code 2121.HK) was established in February 2018. With the mission of "empowering business value with artificial intelligence", it is a fast-growing enterprise-level AI solution provider and "AI+manufacturing" solution provider in China. The company is committed to using cutting-edge artificial intelligence technology to provide enterprises with AI products and solutions, including AI platforms, algorithms, software and AI-enabled equipment, to improve customer operational efficiency and business value and achieve digital transformation.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate AInnovation?

  • 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 AInnovation?

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of AInnovation?

AstroML

AstroML is a Python module for machine learning and data mining that provide a community repository for fast Python implementations of common tools and routines used for statistical data analysis in astronomy and astrophysics, to provide a uniform and easy-to-use interface to freely available astronomical datasets.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate AstroML?

  • Has the product been a good partner in doing business?: 10.0/10 (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: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind AstroML?

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of AstroML?

What Are G2 Users Discussing About AstroML?

AVDecision

AVDecision is a decision support software that learns from real time activities and interactions then make actions and decisions.

Average Rating: 4.0/5.0

Total Reviews: 2

How Do G2 Users Rate AVDecision?

  • 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: 7.5/10 (Category avg: 8.4/10)
  • Ease of Admin: 10.0/10 (Category avg: 8.5/10)

Who Is the Company Behind AVDecision?

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of AVDecision?

What Are G2 Users Discussing About AVDecision?

BMC AMI Data

BMC AMI Data is an intelligent data management and optimization solution for IBM Z environments. It helps enterprises manage, protect, and optimize mission-critical mainframe data while reducing operational complexity, cost, and risk. BMC AMI Data leverages automation, advanced analytics, and predictive insights to streamline data maintenance, improve performance, and ensure the availability of critical workloads across Db2, IMS, VSAM, and related systems. The solution enables data teams to move from reactive management to proactive, insights-driven operations. Key capabilities include: - Automated data management and maintenance to reduce manual effort and improve operational efficiency - Real-time analytics and predictive insights to optimize performance and anticipate issues before they impact workloads - CPU and resource optimization to control costs and improve system efficiency at scale - Data protection and risk reduction to safeguard critical information and maintain data integrity - Support for modernization initiatives by simplifying how mainframe data is managed and integrated with evolving business needs - On-platform processing that keeps data secure and managed directly within the IBM Z environment By modernizing mainframe data management with automation and intelligence, BMC AMI Data helps organizations control data growth, reduce operational risk, and ensure high-performance delivery of always-on, business-critical applications.

Average Rating: 4.4/5.0

Total Reviews: 39

How Do G2 Users Rate BMC AMI Data?

  • Has the product been a good partner in doing business?: 8.7/10 (Category avg: 8.7/10)
  • Ease of Use: 8.5/10 (Category avg: 8.5/10)
  • Quality of Support: 8.6/10 (Category avg: 8.4/10)
  • Ease of Admin: 8.6/10 (Category avg: 8.5/10)

Who Is the Company Behind BMC AMI Data?

  • Seller: BMC Software
  • Company Website:
  • Year Founded: 1980
  • HQ Location: Houston, TX
  • Twitter: @BMCSoftware
    47,946 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    8,877 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 41% Small, 38% Large

What Do G2 Reviewers Say About BMC AMI Data?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the analytics capabilities of BMC AMI Data, enhancing their database management efficiency and effectiveness.
  • Users value the seamless automation in BMC AMI Data, enhancing integration and ensuring DDL quality assurance standards.
  • Users appreciate the user-friendly interface of BMC AMI Data, enhancing their experience in managing complex databases.
  • Users value the easy integrations of BMC AMI Data, enhancing workflow with tools like Jenkins and UrbanCode.
  • Users appreciate the automation and scalability of BMC AMI Data, enhancing database administration efficiency and effectiveness.
Cons
  • Users are concerned about the expensive nature of BMC AMI Data, impacting accessibility for some organizations.
  • Users face installation difficulties with BMC AMI Data, often citing challenges in setup and administration.
  • Users often report a challenging learning curve with BMC AMI Data, impacting their overall user experience.
  • Users find limited compatibility with older Db2 systems, which hinders the seamless integration experience they expected.
  • Users express frustration with the limited customization options of BMC AMI Data, affecting their overall flexibility and workflow.

What Are Recent G2 Reviews of BMC AMI Data?

What Are G2 Users Discussing About BMC AMI Data?

Breeze

Breeze is a Scala library for numerical processing that aims to be generic, clean, and powerful without sacrificing (much) efficiency.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate Breeze?

  • 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 Breeze?

  • Seller: ScalaNLP
  • HQ Location: N/A
  • Twitter: @ScalaNLP
    191 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    1 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium

What Are Recent G2 Reviews of Breeze?

craft ai

Industrialiser l’Intelligence Artificielle Plateforme de MLOps & LLMOps La première plateforme dédiée à l'industrialisation de l'IA Générative et Responsable. Craft AI se charge de toute la complexité liée à l'industrialisation de vos IA pour vous permettre de vous focaliser sur l'essentiel : la Data Science et la création de valeur pour votre entreprise. LLM en production, Fine-tuning, Retrieval Augmented Generation (RAG), Services d'inférence, GPU & CPU, Monitoring des modèles, FinOps.

Average Rating: 4.5/5.0

Total Reviews: 2

How Do G2 Users Rate craft ai?

  • 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 craft ai?

  • Seller: craft.ai
  • Year Founded: 2015
  • HQ Location: Paris, FR
  • LinkedIn® Page: www.linkedin.com
    30 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of craft ai?

Deep Learning Reference Stack

The Deep Learning Reference Stack with Tensorflow is an integrated, highly-performant open source stack optimized for Intel Xeon Scalable and Client platforms. This release is part of an effort to ensure AI developers have easy access to all features and functionality of Intel platforms.

Average Rating: 2.5/5.0

Total Reviews: 2

How Do G2 Users Rate Deep Learning Reference Stack?

  • Has the product been a good partner in doing business?: 5.0/10 (Category avg: 8.7/10)
  • Ease of Use: 5.0/10 (Category avg: 8.5/10)
  • Quality of Support: 5.8/10 (Category avg: 8.4/10)
  • Ease of Admin: 5.0/10 (Category avg: 8.5/10)

Who Is the Company Behind Deep Learning Reference Stack?

  • Seller: Intel Corporation
  • Year Founded: 1968
  • HQ Location: Santa Clara, CA
  • Twitter: @intel
    4,467,591 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    106,198 employees on LinkedIn®
  • Ownership: NASDAQ:INTC

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Deep Learning Reference Stack?

AI-generated summary from verified user reviews

Pros
  • Users find the ease of use of Deep Learning Reference Stack beneficial for discovering content and software effectively.
Cons
  • Users find the slow performance of Deep Learning Reference Stack frustrating, hindering their progress and understanding.
  • Users find the slow speed of the Deep Learning Reference Stack frustrating, hindering their understanding and usage of features.

Fritz AI

Quickly move from idea to production-ready app with our mobile machine learning platform.

Average Rating: 3.8/5.0

Total Reviews: 2

How Do G2 Users Rate Fritz AI?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 4.2/10 (Category avg: 8.4/10)

Who Is the Company Behind Fritz AI?

Who Uses This Product?

  • Company Size: 50% Large, 50% Small

What Are Recent G2 Reviews of Fritz AI?

Gemini AI

Gemini AI is an advanced artificial intelligence platform designed to enhance business operations through intelligent automation and data-driven insights. By leveraging cutting-edge machine learning algorithms, Gemini AI enables organizations to streamline processes, improve decision-making, and drive innovation across various industries. Key Features and Functionality: - Intelligent Automation: Automates repetitive tasks, reducing manual effort and increasing operational efficiency. - Data Analysis and Insights: Processes large datasets to uncover patterns and provide actionable insights for strategic planning. - Natural Language Processing (NLP): Understands and interprets human language, facilitating improved customer interactions and support. - Predictive Analytics: Forecasts trends and outcomes, aiding in proactive decision-making and risk management. - Customizable Solutions: Offers tailored AI models to meet specific business needs and objectives. Primary Value and Problem Solved: Gemini AI addresses the challenge of managing complex and voluminous data by providing tools that automate analysis and generate meaningful insights. This empowers businesses to make informed decisions, optimize operations, and stay competitive in a rapidly evolving market. By integrating Gemini AI, organizations can enhance productivity, reduce costs, and foster innovation through intelligent automation and data-driven strategies.

Average Rating: 4.8/5.0

Total Reviews: 2

How Do G2 Users Rate Gemini AI?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 9.2/10 (Category avg: 8.4/10)

Who Is the Company Behind Gemini AI?

Who Uses This Product?

  • Company Size: 50% Large, 50% Medium

What Are Recent G2 Reviews of Gemini AI?

gooey.ai

Stand on the Shoulders of Every AI Giant. Discover, customize and deploy low-code AI recipes using the best of private and open source AI. Built for developers who code fast, teams that prove ROI and people that change the world.

Average Rating: 4.3/5.0

Total Reviews: 2

How Do G2 Users Rate gooey.ai?

  • Ease of Use: 10.0/10 (Category avg: 8.5/10)
  • Quality of Support: 9.2/10 (Category avg: 8.4/10)

Who Is the Company Behind gooey.ai?

  • Seller: gooey.ai
  • Year Founded: 2022
  • HQ Location: Seattle, US
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Small

What Are Recent G2 Reviews of gooey.ai?

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