Testing and red teaming

Testing AI systems is critical to ensure their accuracy, reliability, and overall performance. Typically, in software engineering, automated testing is used as part of the software development process. GenAI applications are no different. You’ll want to routinely and regularly test the outputs to ensure there are no radical shifts in output quality.

Testing

Just like your typical software engineering features, you’ll want to include the phases of unit testing, integration testing, performance testing, and user acceptance into your test plan. However, the specifics of how this is done vary from one use case to another.

In the context of GenAI applications, unit testing still has the same basic tenets and involves testing individual components or modules of the application to ensure they function correctly. However, in the case of GenAI applications, your unit tests will need to also include steps such as the following:

• Input validation...