# 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](https://www.g2.com/categories/machine-learning/grids.png?focus%5B%5D=21469&focus%5B%5D=1327283&focus%5B%5D=1308795&focus%5B%5D=1311098&focus%5B%5D=87432&focus%5B%5D=67046&focus%5B%5D=989&focus%5B%5D=7150) 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** ### Sesame Software Sesame Software is a comprehensive data management solution designed to assist organizations in backing up, exporting, replicating, and transferring data from various systems, including Salesforce and NetSuite, into databases, cloud storage, and other downstream systems. This suite of tools is tailored to support critical functions such as data protection, reporting, analytics, compliance, migration, and long-term data access, ensuring that businesses can effectively manage their data assets. The target audience for Sesame Software includes businesses of all sizes that rely on cloud applications and databases for their operations. Organizations seeking to safeguard their data from accidental loss or corruption, maintain compliance with regulatory standards, or streamline their data workflows will find significant value in these solutions. Specific use cases range from protecting Salesforce data against unintended deletions to exporting NetSuite data for compliance and reporting purposes. The versatility of Sesame Software makes it an essential resource for IT departments, data analysts, and compliance officers alike. One of the standout features of Sesame Software is its Salesforce Backup & Recovery solution, which is designed to protect Salesforce data from various risks, including accidental deletions and system errors. This solution offers automated full and incremental backups with flexible scheduling options, allowing users to monitor backup health and job activity through a centralized dashboard. The ability to restore data from specific backup snapshots, whether through full restores or selective record-level recovery, adds an additional layer of security and control for users. Backup history and logs further support auditing and troubleshooting, ensuring that organizations can maintain oversight of their data management processes. In addition to backup capabilities, Sesame Software provides robust data replication features that enable organizations to keep systems synchronized and support analytics and reporting. The automated replication jobs can be monitored, with logs available for tracking job status and errors, facilitating seamless data movement between systems. Furthermore, the platform includes tools for building data pipelines and ETL (extract, transform, load) workflows without the need for coding, allowing users to prepare data for reporting and analytics efficiently. Data migration is another critical aspect of Sesame Software, with automated processes that facilitate the transfer of data from source systems to target platforms while maintaining data integrity. The NetSuite Data Export feature allows organizations to export data into external databases or cloud storage, capturing both standard and custom objects while preserving schema and historical integrity. Supported destinations include a variety of relational databases and cloud storage platforms, making it easier for organizations to manage their data across different environments. Overall, Sesame Software stands out for its wide range of connectors and its ability to simplify complex data management tasks without the need for custom coding. [Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=684&secure%5Bchosen_at%5D=2026-08-08T10%3A40%3A34Z&secure%5Bdisplayable_resource_id%5D=1124&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=retargeted_product&secure%5Bplacement_resource_ids%5D%5B%5D=814&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=814&secure%5Bresource_id%5D=684&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fmachine-learning%3F8b09db95_page%3D12%26c1254c7c_page%3D2%26page%3D8&secure%5Btoken%5D=222a003e0e7a1ee1b342d6208cdddf1411a4b3c44ef56513eb281ed75419aaeb&secure%5Burl%5D=https%3A%2F%2Fwww.sesamesoftware.com%2Fsalesforce&secure%5Burl_type%5D=custom_url) ### [Sparkling Water](https://www.g2.com/products/sparkling-water/reviews) 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](https://www.g2.com/sellers/h2o-ai) - **Year Founded:** 2012 - **HQ Location:** Mountain View, CA - **Twitter:** @h2oai 25,222 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=d72fb266ff2f8efb8990d0c7b8b943f3c10fcf2a5cd1ebcfe2cd78771100200f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2820918%2F&secure%5Burl_type%5D=linkedin_company_website) 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? **["ML in distributed env like Spark? Hello Sparkling Water"](https://www.g2.com/survey_responses/sparkling-water-review-4802169)** **Rating:** 4.0/5.0 stars _— Anson A._ [Read full review](https://www.g2.com/survey_responses/sparkling-water-review-4802169) **["Amazing as a software package in R"](https://www.g2.com/survey_responses/sparkling-water-review-683829)** **Rating:** 5.0/5.0 stars _— Amar C._ [Read full review](https://www.g2.com/survey_responses/sparkling-water-review-683829) #### What Are G2 Users Discussing About Sparkling Water? - [What does Sparkling Water do?](https://www.g2.com/discussions/sparkling-water-what-does-sparkling-water-do) - [What does Sparkling Water do?](https://www.g2.com/discussions/what-does-sparkling-water-do) - [What is sparkling water machine learning?](https://www.g2.com/discussions/what-is-sparkling-water-machine-learning) - [What is Spark for water?](https://www.g2.com/discussions/what-is-spark-for-water) - [What is Sparkling Water software?](https://www.g2.com/discussions/what-is-sparkling-water-software) ### [Accord.MachineLearning](https://www.g2.com/products/accord-machinelearning/reviews) 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](https://www.g2.com/sellers/orchard-core) - **Year Founded:** 2014 - **HQ Location:** Redmond, US - **Twitter:** @dotnetfdn 60,353 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=22af3e8bfd64fc42a65e64bc795ada693f8a6fc14f33b81d5c3d9bd626b1a37f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdotnetfoundation%2F&secure%5Burl_type%5D=linkedin_company_website) 53 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of Accord.MachineLearning? **["review accord machine learning"](https://www.g2.com/survey_responses/accord-machinelearning-review-8409979)** **Rating:** 5.0/5.0 stars _— Diana Carolina P._ [Read full review](https://www.g2.com/survey_responses/accord-machinelearning-review-8409979) **["C# Advanced Machine Learning through Accord.NET"](https://www.g2.com/survey_responses/accord-machinelearning-review-492911)** **Rating:** 5.0/5.0 stars _— cedric h._ [Read full review](https://www.g2.com/survey_responses/accord-machinelearning-review-492911) #### What Are G2 Users Discussing About Accord.MachineLearning? - [What is Accord.MachineLearning used for?](https://www.g2.com/discussions/what-is-accord-machinelearning-used-for) ### [Acodis](https://www.g2.com/products/acodis/reviews) 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](https://www.g2.com/sellers/acodis) - **Company Website:** www.acodis.io - **Year Founded:** 2016 - **HQ Location:** Winterthur, CH - **Twitter:** @acodis - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=54fbc631047866b5a32ac3a7ebb138bd697afd2ad3bc9c95adb10f7d71526fa8&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Facodis-i-o%2F&secure%5Burl_type%5D=linkedin_company_website) 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? **["High-Performance Document Research with Superior Support"](https://www.g2.com/survey_responses/acodis-review-12645844)** **Rating:** 4.5/5.0 stars _— Anja W._ [Read full review](https://www.g2.com/survey_responses/acodis-review-12645844) **["Overall, a very professional and pleasant service"](https://www.g2.com/survey_responses/acodis-review-11881995)** **Rating:** 4.5/5.0 stars _— Verified User in Chemicals_ [Read full review](https://www.g2.com/survey_responses/acodis-review-11881995) #### What Are G2 Users Discussing About Acodis? - [What is Acodis used for?](https://www.g2.com/discussions/what-is-acodis-used-for) ### [AForge.NET](https://www.g2.com/products/aforge-net/reviews) 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? - **Seller:** [Accord.NET](https://www.g2.com/sellers/accord-net) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Large, 50% Medium #### What Are Recent G2 Reviews of AForge.NET? **["Best ROI in machine learning framework"](https://www.g2.com/survey_responses/aforge-net-review-536374)** **Rating:** 4.0/5.0 stars _— Verified User in Internet_ [Read full review](https://www.g2.com/survey_responses/aforge-net-review-536374) #### What Are G2 Users Discussing About AForge.NET? - [What is AForge.MachineLearning used for?](https://www.g2.com/discussions/what-is-aforge-machinelearning-used-for) ### [AInnovation](https://www.g2.com/products/ainnovation/reviews) 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? - **Seller:** [AInnovation](https://www.g2.com/sellers/ainnovation) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium, 50% Large #### What Are Recent G2 Reviews of AInnovation? **["Providing best solution for NLP"](https://www.g2.com/survey_responses/ainnovation-review-8234697)** **Rating:** 5.0/5.0 stars _— Verified User in Electrical/Electronic Manufacturing_ [Read full review](https://www.g2.com/survey_responses/ainnovation-review-8234697) **["One of the best Cloud Platform out in the Market"](https://www.g2.com/survey_responses/ainnovation-review-8503376)** **Rating:** 4.5/5.0 stars _— Sushma S._ [Read full review](https://www.g2.com/survey_responses/ainnovation-review-8503376) ### [AstroML](https://www.g2.com/products/astroml/reviews) 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? - **Seller:** [AstroML](https://www.g2.com/sellers/astroml) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Small, 50% Large #### What Are Recent G2 Reviews of AstroML? **["Machine learning for Astronomy"](https://www.g2.com/survey_responses/astroml-review-5321403)** **Rating:** 4.0/5.0 stars _— Verified User in Information Technology and Services_ [Read full review](https://www.g2.com/survey_responses/astroml-review-5321403) **["Module for machine learning and data mining"](https://www.g2.com/survey_responses/astroml-review-5307747)** **Rating:** 5.0/5.0 stars _— Verified User in Computer & Network Security_ [Read full review](https://www.g2.com/survey_responses/astroml-review-5307747) #### What Are G2 Users Discussing About AstroML? - [What is AstroML used for?](https://www.g2.com/discussions/what-is-astroml-used-for) ### [AVDecision](https://www.g2.com/products/avdecision/reviews) 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? - **Seller:** [Artivatic.ai](https://www.g2.com/sellers/artivatic-ai) - **Year Founded:** 2018 - **HQ Location:** Gurugram, IN - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=2b4d29247a9ce7de4bd28551764e1134a11883430d90f6da35c7c6aab3eca4ff&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fartivatic&secure%5Burl_type%5D=linkedin_company_website) 107 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium, 50% Small #### What Are Recent G2 Reviews of AVDecision? **["AVDecision is a decision support software tools"](https://www.g2.com/survey_responses/avdecision-review-6645123)** **Rating:** 4.0/5.0 stars _— Nayana P._ [Read full review](https://www.g2.com/survey_responses/avdecision-review-6645123) **["Automate and optimize decision process"](https://www.g2.com/survey_responses/avdecision-review-7923457)** **Rating:** 4.0/5.0 stars _— Verified User in Information Services_ [Read full review](https://www.g2.com/survey_responses/avdecision-review-7923457) #### What Are G2 Users Discussing About AVDecision? - [What is AVDecision used for?](https://www.g2.com/discussions/what-is-avdecision-used-for) ### [BMC AMI Data](https://www.g2.com/products/bmc-ami-data/reviews) 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](https://www.g2.com/sellers/bmc-software) - **Company Website:** www.bmc.com - **Year Founded:** 1980 - **HQ Location:** Houston, TX - **Twitter:** @BMCSoftware 47,946 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=37ad1a63508fe2cc6db417c89a62ba6b1d6cd7d1772cc2e6b66420d74a07cabe&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1597%2F&secure%5Burl_type%5D=linkedin_company_website) 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? **["Essential for Monitoring and Optimizing Mainframe Systems"](https://www.g2.com/survey_responses/bmc-ami-data-review-13171612)** **Rating:** 4.5/5.0 stars _— Aditya K._ [Read full review](https://www.g2.com/survey_responses/bmc-ami-data-review-13171612) **["BMC AMI Data Simplifies Mainframe DB Management with Reliable Automation"](https://www.g2.com/survey_responses/bmc-ami-data-review-13133655)** **Rating:** 5.0/5.0 stars _— Sachin A._ [Read full review](https://www.g2.com/survey_responses/bmc-ami-data-review-13133655) #### What Are G2 Users Discussing About BMC AMI Data? - [What is BMC AMI Database Administration for Db2 used for?](https://www.g2.com/discussions/what-is-bmc-ami-database-administration-for-db2-used-for) - [What is BMC Compuware Hiperstation used for?](https://www.g2.com/discussions/what-is-bmc-compuware-hiperstation-used-for) - [What is BMC AMI Application Restart and VSAM Recovery used for?](https://www.g2.com/discussions/what-is-bmc-ami-application-restart-and-vsam-recovery-used-for) ### [Breeze](https://www.g2.com/products/scalanlp-breeze/reviews) 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](https://www.g2.com/sellers/scalanlp-3354fff9-4156-4c5c-836c-ab33b6eb78f5) - **HQ Location:** N/A - **Twitter:** @ScalaNLP 191 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website) 1 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium #### What Are Recent G2 Reviews of Breeze? **["Makes my responsibility to Members accurate"](https://www.g2.com/survey_responses/breeze-review-4503708)** **Rating:** 5.0/5.0 stars _— Verified User in Religious Institutions_ [Read full review](https://www.g2.com/survey_responses/breeze-review-4503708) **["Breeze Review"](https://www.g2.com/survey_responses/breeze-review-4365871)** **Rating:** 4.5/5.0 stars _— Jared R._ [Read full review](https://www.g2.com/survey_responses/breeze-review-4365871) ### [craft ai](https://www.g2.com/products/craft-ai/reviews) 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](https://www.g2.com/sellers/craft-ai) - **Year Founded:** 2015 - **HQ Location:** Paris, FR - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e43b1cca66749278c0ac61de763484efb34529db9444a788fd55d2151d1812e9&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fcraft-ai%2F&secure%5Burl_type%5D=linkedin_company_website) 30 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 100% Small #### What Are Recent G2 Reviews of craft ai? **["My Awesome Experience with Craft.AI and a Good Tool for work management."](https://www.g2.com/survey_responses/craft-ai-review-8380373)** **Rating:** 4.5/5.0 stars _— Durga Shankar D._ [Read full review](https://www.g2.com/survey_responses/craft-ai-review-8380373) **["The best AI for my use in understanding my work. Top choice!"](https://www.g2.com/survey_responses/craft-ai-review-8371980)** **Rating:** 4.5/5.0 stars _— Shashwat S._ [Read full review](https://www.g2.com/survey_responses/craft-ai-review-8371980) ### [Deep Learning Reference Stack](https://www.g2.com/products/deep-learning-reference-stack/reviews) 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](https://www.g2.com/sellers/intel-corporation) - **Year Founded:** 1968 - **HQ Location:** Santa Clara, CA - **Twitter:** @intel 4,467,591 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ffa114db2dc7a0181ce6c8d6339b78011d53549a79f5a963a5be775c2cfb5de7&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1053%2F&secure%5Burl_type%5D=linkedin_company_website) 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](https://www.g2.com/products/fritz-ai/reviews) 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? - **Seller:** [Fritz AI](https://www.g2.com/sellers/fritz-ai) - **HQ Location:** N/A - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3d7c83889eb7fe3010d7cb70d962fa7bcf1b8e4917d5f06dc3c5e825f453c3ee&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F27198596&secure%5Burl_type%5D=linkedin_company_website) 2 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Large, 50% Small #### What Are Recent G2 Reviews of Fritz AI? **["FRITZ AI Review"](https://www.g2.com/survey_responses/fritz-ai-review-8229316)** **Rating:** 4.0/5.0 stars _— Vignesh P._ [Read full review](https://www.g2.com/survey_responses/fritz-ai-review-8229316) ### [Gemini AI](https://www.g2.com/products/gemini-ai/reviews) 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? - **Seller:** [Gemini AI](https://www.g2.com/sellers/gemini-ai) - **HQ Location:** Newport Beach, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=033abc5e258be8a50dff19b26b3c78f328515926b24a68f0d9309bb38f22ae1b&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgeminiai%2F&secure%5Burl_type%5D=linkedin_company_website) 15 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium, 50% Large #### What Are Recent G2 Reviews of Gemini AI? **["Fast, Flexible, and Easy to Use with Powerful Functionality"](https://www.g2.com/survey_responses/gemini-ai-review-12721838)** **Rating:** 5.0/5.0 stars _— Verified User in Entertainment_ [Read full review](https://www.g2.com/survey_responses/gemini-ai-review-12721838) **["Fast, Clear Drafts and Summaries—Gemini AI Saves Time in Google Workspace"](https://www.g2.com/survey_responses/gemini-ai-review-13183007)** **Rating:** 4.5/5.0 stars _— Sree K._ [Read full review](https://www.g2.com/survey_responses/gemini-ai-review-13183007) ### [gooey.ai](https://www.g2.com/products/gooey-ai/reviews) 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](https://www.g2.com/sellers/gooey-ai) - **Year Founded:** 2022 - **HQ Location:** Seattle, US - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=487b080f7f383d0f3c01d6d2d26b11c0ba4b4e052c223e4788784d5d310b461c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fgooeyai%2F&secure%5Burl_type%5D=linkedin_company_website) 15 employees on LinkedIn® #### Who Uses This Product? - **Company Size:** 50% Medium, 50% Small #### What Are Recent G2 Reviews of gooey.ai? **["Good product for deploying AI APis"](https://www.g2.com/survey_responses/gooey-ai-review-9156173)** **Rating:** 4.0/5.0 stars _— Nilesh A._ [Read full review](https://www.g2.com/survey_responses/gooey-ai-review-9156173) **["Artistic, Branded QR Codes with a User-Friendly, Reliable Experience"](https://www.g2.com/survey_responses/gooey-ai-review-13133291)** **Rating:** 4.5/5.0 stars _— Konjengbam M._ [Read full review](https://www.g2.com/survey_responses/gooey-ai-review-13133291) ### [Google TensorFlow Enterprise](https://www.g2.com/products/google-tensorflow-enterprise/reviews) TensorFlow Enterprise Reliability and performance for AI applications with enterprise-grade support and managed services. **Average Rating:** 4.8/5.0 **Total Reviews:** 2 #### How Do G2 Users Rate Google TensorFlow Enterprise? - **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 Google TensorFlow Enterprise? - **Seller:** [Google](https://www.g2.com/sellers/google) - **Year Founded:** 1998 - **HQ Location:** Mountain View, CA - **Twitter:** @google 31,899,995 Twitter followers - **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website) 341,888 employees on LinkedIn® - **Ownership:** NASDAQ:GOOG #### Who Uses This Product? - **Company Size:** 50% Large, 50% Small #### What Are Recent G2 Reviews of Google TensorFlow Enterprise? **["My hands on experience with Google tensorFlow enterprise"](https://www.g2.com/survey_responses/google-tensorflow-enterprise-review-13137333)** **Rating:** 5.0/5.0 stars _— ANUJ J._ [Read full review](https://www.g2.com/survey_responses/google-tensorflow-enterprise-review-13137333) **["Scalable, Reliable ML with Google TensorFlow Enterprise on Google Cloud"](https://www.g2.com/survey_responses/google-tensorflow-enterprise-review-13188916)** **Rating:** 4.5/5.0 stars _— Anjaly T._ [Read full review](https://www.g2.com/survey_responses/google-tensorflow-enterprise-review-13188916) - [‹ Prev‹ Prev](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=7#product-list) - [1](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score#product-list) - [2](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=2#product-list) - … - [4](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=4#product-list) - [5](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=5#product-list) - [6](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=6#product-list) - [7](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=7#product-list) - 8 - [9](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=9#product-list) - [10](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=10#product-list) - [11](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=11#product-list) - [12](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=12#product-list) - … - [31](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=31#product-list) - [32](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=32#product-list) - [Next ›Next ›](/categories/machine-learning?8b09db95_page=12&c1254c7c_page=2&order=g2_score&page=9#product-list) Spotlight Categories [Compensation Management Software](https://www.g2.com/categories/compensation-management) [Webinar Platforms](https://www.g2.com/categories/webinar) [Product Lifecycle Management (PLM) Software](https://www.g2.com/categories/product-lifecycle-management-plm) [Employer of Record (EOR) Software](https://www.g2.com/categories/employer-of-record-eor) [Auto Dialer Software](https://www.g2.com/categories/auto-dialer) Similar Categories - [Active Learning Tools](/categories/active-learning-tools) - [Agentic AI](/categories/agentic-ai) - [AI Avatar Generators](/categories/ai-avatar-generators) - [AI Gateways](/categories/ai-gateways) - [AI Governance Tools](/categories/ai-governance-tools) - [AI Note-Taking Software](/categories/ai-note-taking-software) - [AI Orchestration](/categories/ai-orchestration) - [AI Proposal Generator Tools](/categories/ai-proposal-generator-tools) - [AI Search Visibility Optimization Tools](/categories/ai-search-visibility-optimization-tools) - [AI Security Posture Management (AI-SPM) Tools](/categories/ai-security-posture-management-ai-spm-tools) - [AI Security Solutions](/categories/ai-security-solutions) - [AI Storyboard Generators](/categories/ai-storyboard-generators) - [AI Voice Assistants](/categories/ai-voice-assistants) - [AI Voice Dictation](/categories/ai-voice-dictation) - [AI Writing Assistant](/categories/ai-writing-assistant) [Browse Machine Learning Themes](/categories/machine-learning/themes) ![Shalaka Joshi](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Shalaka Joshi") SJ Researched and written by [Shalaka Joshi](https://research.g2.com/insights/author/shalaka-joshi) Updated April 9, 2026 Machine learning software leverages algorithms that learn and adapt from data to automate complex decision-making and generate predictions, improving speed and accuracy of outputs over time as the application ingests more training data, with applications spanning process automation, customer service, security risk identification, and contextual collaboration. ### Core Capabilities of Machine Learning Software To qualify for inclusion in the Machine Learning category, a product must: - Offer an algorithm that learns and adapts based on data - Consume data inputs from a variety of data pools - Ingest data from structured, unstructured, or streaming sources including local files, cloud storage, databases, or APIs - Be the source of intelligent learning capabilities for applications - Provide an output that solves a specific issue based on the learned data ### Common Use Cases for Machine Learning Software Machine learning platforms are used across industries to power intelligent automation and predictive capabilities. Common use cases include: - Automating complex decisions in financial services, healthcare, and agriculture - Powering the backend AI that end users interact with in customer-facing applications - Building and training models for security risk identification and fraud detection ### How Machine Learning Software Differs from Other Tools End users of machine learning-powered applications do not interact with the algorithm directly, machine learning powers the backend AI layer that users engage with. Machine learning platforms differ from [machine learning operationalization (MLOps) platforms](https://www.g2.com/categories/mlops-platforms) by focusing on model development and training rather than deployment monitoring and lifecycle management. ### Insights from G2 on Machine Learning Software Based on category trends on G2, flexible data ingestion and model accuracy improvements over time stand out as the most valued capabilities. Ease of integration with existing data infrastructure and the breadth of supported algorithms stand out as key decision factors. Show More