--- title: Mahout Reviews meta_title: 'Mahout Reviews 2026: Details, Pricing, & Features | G2' meta_description: Filter 13 reviews by the users' company size, role or industry to find out how Mahout works for a business like yours. aggregate_rating: rating_value: 4.2 review_count: 13 scale: '5' date_modified: '2026-08-09' parent_category: name: Artificial Intelligence url: https://www.g2.com/categories/artificial-intelligence --- # Mahout Reviews **Vendor:** The Apache Software Foundation **Category:** [Machine Learning Software](https://www.g2.com/categories/machine-learning) **Average Rating:** 4.2/5.0 **Total Reviews:** 13 ## About Mahout Apache Mahout is a software that build an environment for quickly creating scalable performant machine learning applications, it provides three major features: A simple and extensible programming environment and framework for building scalable algorithms, A wide variety of premade algorithms for Scala + Apache Spark, H2O, Apache Flink and Samsara, a vector math experimentation environment with R-like syntax which works at scale ## Mahout Reviews ### 1. Apache Mahout for Machine Learning **Rating:** 3.5/5.0 stars **Reviewed by:** GouriS S. | Data Scientist, Mid-Market (51-1000 emp.) **Reviewed Date:** November 05, 2021 **What do you like best about Mahout?** The best thing about Mahout is it is a scalable Machine learning library that is unique, I have developed a machine learning model on more than 10 million datasets. **What do you dislike about Mahout?** What I disliked about Mahout is after model development or during model development, it doesn't support many scientific calculation libraries, and the visualization part can be further improved. **What problems is Mahout solving and how is that benefiting you?** I have used Mahout for doing the model development part on large-scale datasets. ### 2. Good tool for machine learning implementation **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Banking | Mid-Market (51-1000 emp.) **Reviewed Date:** December 18, 2021 **What do you like best about Mahout?** Apache mahout is used for scalable machine learning project implementation and development **What do you dislike about Mahout?** It's use needs prior expertise in the machine learning and the tool to implement any projects. **Recommendations to others considering Mahout:** Absolutely go for it. It's the best application in the market for integration of existing database engine with Hadoop and helps in processing the large data marts easily. **What problems is Mahout solving and how is that benefiting you?** I am using manhout to create machine learning algorithms. Along with it I am using the application for various machine learning techniques such as - recommendation, classification and clustering. ### 3. Algebric framework for database services. **Rating:** 4.0/5.0 stars **Reviewed by:** kristy e. | Website Developer, Computer Software, Mid-Market (51-1000 emp.) **Reviewed Date:** January 30, 2019 **What do you like best about Mahout?** It is a linear framework that is designed by Apache. Very assisting for engineers, mathematicians for working on their hypothesis. Helps in deploying large scale learning algorithms with short codes by this software. Also available in the models of ML that can assist to test and verify your data for usage. **What do you dislike about Mahout?** I have found no issue while using it. So I like it. **Recommendations to others considering Mahout:** I have used mahout for ML algorithms and processing and I have found it very useful. Its a time saver so I recommend it to all. **What problems is Mahout solving and how is that benefiting you?** It is great doe data processing and mining. Processes large amount of data in less time thus time saving. Features are very easy to understand so it is user friendly. ### 4. Mahout is a high level project **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Food Production | Small-Business (50 or fewer emp.) **Reviewed Date:** January 29, 2019 **What do you like best about Mahout?** The inclusion of the comments as part of the analyzed text allows taking into account the user names (authors of the comments). **What do you dislike about Mahout?** It does not facilitate the inclusion of team members who contribute most in certain classes of change requests. **What problems is Mahout solving and how is that benefiting you?** The input data is generated when you run the Rational Team Concert work item export tool. This tool generates a .csv file that includes the work item ID, summary, description, and comments with double quotes for a set of 500 sample tasks and change requests. The next step in preparing the input data is to create a Hadoop sequence file with a set of key and value pairs, one pair for each change request. The key is the ID of the work item and the value is the concatenation of the summary, description and comment attributes. ### 5. Simple and extensible programming environment and framework for building algorithms **Rating:** 4.0/5.0 stars **Reviewed by:** Verified User in Computer Software | Small-Business (50 or fewer emp.) **Reviewed Date:** March 28, 2019 **What do you like best about Mahout?** Works seamlessly, user friendly and a well polished product **What do you dislike about Mahout?** Sometimes can be slow and laggy but it is sporadic **What problems is Mahout solving and how is that benefiting you?** It has helped our company automate a lot of the usual tasks ## Mahout Discussions - [What language is used to write Mahout?](https://www.g2.com/discussions/what-language-is-used-to-write-mahout) - [How does Apache Mahout work?](https://www.g2.com/discussions/how-does-apache-mahout-work) - [What is Mahout used for?](https://www.g2.com/discussions/what-is-mahout-used-for) - [What is Apache Mahout explain its features and applications?](https://www.g2.com/discussions/what-is-apache-mahout-explain-its-features-and-applications) - [Alguna vez he usado Mahout?](https://www.g2.com/discussions/30399-alguna-vez-he-usado-mahout) - 1 upvote - [View Mahout pricing details and edition comparison](https://www.g2.com/products/mahout/reviews?filters%5Bnps_score%5D%5B%5D=4§ion=pricing&secure%5Bexpires_at%5D=2026-08-14+02%3A50%3A23+-0500&secure%5Bsession_id%5D=098dd123-43e5-43c5-ab14-18b35008a84a&secure%5Btoken%5D=5a958dcc512c0173d62f3a31281f4192f684adcb323bb2822c4fa5b6e6ae0999&format=llm_user) ## Mahout Features **Additional Functionality** - Tagging - Natural Language Processing - Data Extraction - Multi-Language - Predictive Analytics - Drag & Drop - Speech Recognition - Reporting/Analytics - Data Storage Management - Virtual Personal Assistant (VPA) - AI Copilot - Customer Segmentation - Collaboration Tools - Data Import/Export - Generative AI - For eCommerce - Role-Based Permissions - Customizable Branding - Search/Filter - Monitoring - Document Management - API - Data Visualization - Trend Analysis - Machine Learning - Access Controls/Permissions - Alerts/Escalation - Performance Metrics - Real-Time Data - Third-Party Integrations - Mobile App - Multiple Data Sources - For Sales Teams/Organizations - Sentiment Analysis - Activity Dashboard - Chatbot - Workflow Automation **Integration - Machine Learning** - Integration - Third-Party Integrations **Learning - Machine Learning** - Training Data - Actionable Insights - Algorithm **Additional Functionality** - Predictive Modeling - Configurable Workflow - Tagging - Data Import/Export - API - Predictive Analytics - Data Visualization - Endpoint Management - Multiple Data Sources - No-Code - Data Preparation - Auditing - Collaboration Tools - Big Data Analytics - ML Algorithm Library - Data Management - Activity Dashboard - Data Capture and Transfer - Activity Tracking - Data Connectors - Data Security - Data Extraction - Reporting & Statistics - Workflow Management - AI Copilot ## Top Mahout Alternatives - [Gemini Enterprise Agent Platform](https://www.g2.com/products/gemini-enterprise-agent-platform/reviews) - 4.3/5.0 (727 reviews) - [Automation Anywhere Agentic Process Automation](https://www.g2.com/products/automation-anywhere-agentic-process-automation/reviews) - 4.5/5.0 (4,065 reviews) - [Demandbase One](https://www.g2.com/products/demandbase-one/reviews) - 4.4/5.0 (1,941 reviews)