Pass the actual test with the help of CT-GenAI study guide
Updated: Jul 14, 2026
No. of Questions: 42 Questions & Answers with Testing Engine
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1. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?
A) Transitioning from manual execution to complete automation with no human oversight
B) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks
C) Shifting from test execution toward reviewing, refining, and validating AI-generated testware
D) Replacing existing test coverage validation with automated summary reports generated by AI
2. You are tasked with applying structured prompting to perform impact analysis on recent code changes. Which of the following improvements would BEST align the prompt with structured prompt engineering best practices for comprehensive impact analysis?
A) Specify that the role is a test architect specializing in CI/CD pipelines.
B) Add a step to review the change log for syntax errors before analysis.
C) Include references to version control systems like Git in the constraints.
D) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
3. Which statement BEST contrasts interaction style and scope?
A) Chatbots require API integration; LLM apps do not.
B) Both are identical aside from UI theme.
C) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
D) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
4. When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?
A) Maximizing scalability by deploying larger cloud-based LLM clusters
B) Maintaining data privacy and minimizing security risks from external services
C) Achieving faster responses by reducing model checkpoints and updates
D) Focusing primarily on user experience improvements and response formatting
5. Which statement BEST describes vision-language models (VLMs)?
A) VLMs are a subset of multimodal LLMs integrating visual and textual information.
B) VLMs process audio and video but not images.
C) VLMs are a superset of multimodal LLMs.
D) VLMs are unrelated to multimodal LLMs and focus only on UI automation.
Solutions:
| Question # 1 Answer: C | Question # 2 Answer: D | Question # 3 Answer: D | Question # 4 Answer: B | Question # 5 Answer: A |
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