# Use cases
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 **Development and innovation experiments** 

Developers who want to build a proof of concept on new AWS services, or run innovation experiments and prove the business value, before moving to a CI/CD pipeline.

 **Pre-configured development environments** 

Development teams provide standardized development environments with pre-installed tools, frameworks, and configurations through blueprints, ensuring consistency across team members and reducing manual environment setup.

 **Train and test GenAI models** 

Machine learning engineers and data scientists who want to train, test, fine-tune, and establish reinforcement learning on foundation models to improve the model’s accuracy and reduce bias.

 **Test environment** 

Quality Assurance/Test engineers who want a disposable and isolated cloud environment to run integration tests, regression tests, reproduce bugs, and test API changes, before pushing tested code to a CI/CD pipeline.

 **Higher education training labs** 

Educators, such as Head of Department, professors, and teachers at universities who want to train students by creating and managing disposable cloud environments (classroom labs, exams, and more).

 **Research and Development (R&D)** 

Educators at universities, colleges, and high schools or R&D teams at enterprises who want to run cloud research experiments in a controlled environment to verify their hypotheses.

 **Employee onboarding and training** 

Training leads at enterprises who want to provide a secure and short-lived cloud environment to deliver hands-on learning, workshops or onboarding experiences for employees.

 **Hackathons** 

IT teams (at healthcare companies, investment firms, and other enterprises) who want to run hackathons in AWS accounts owned by them, so that they can host sensitive and proprietary data.

 **Demo environments** 

Engineers and solution architects at enterprises who want an environment to run demos.

 **Software vendors** 

Companies that sell software and want to stand up time or budget limited demos of their software solutions and make them available to their customers to try.