1.1.4 A software testing team needs to evaluate whether a multimodal LLM can handle both textual defect reports and related application screenshots in a single test prompt. What is the key preprocessing step for the image before passing it to the transformer architecture?

3.4.1 A QA lead is tasked with ensuring that their GenAI testing pipeline follows best practices for data quality, transparency, and fault tolerance. Which standard directly addresses these needs?

4.2.2 An organization develops an in-house LLM-based test automation framework. While privacy and control are maximized, the QA lead finds inconsistencies in how outputs are validated and maintained over time. Which LLMOps practice is essential to address this?

3.1.3 A team formats the test data fed into an LLM in CSV with clearly labeled columns instead of using a loosely formatted text file. Which risk reduction method is being used?

4.1.1 In the architecture of an LLM-powered test infrastructure, which component manages authentication, data retrieval, and prompt preparation?