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Updated: Jun 29, 2026
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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
1. Which standard specifies requirements for managing AI systems within an organization, supporting consistent GenAI use in testing?
A) ISO/IEC 42001:2023
B) NIST AI RMF 1.0
C) ISO/IEC 23053:2022
D) EU AI Act
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) Include references to version control systems like Git in the constraints.
C) Add a step to review the change log for syntax errors before analysis.
D) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
3. In the context of software testing, which statements (i-v) about foundation, instruction-tuned, and reasoning LLMs are CORRECT?
i. Foundation LLMs are best suited for broad exploratory ideation when test requirements are underspecified.
ii. Instruction-tuned LLMs are strongest at adhering to fixed test case formats (e.g., Gherkin) from clear prompts.
iii. Reasoning LLMs are strongest at multi-step root-cause analysis across logs, defects, and requirements.
iv. Foundation LLMs are optimal for strict policy compliance and template conformance.
v. Instruction-tuned LLMs can follow stepwise reasoning without any additional training or prompting.
A) i, ii, iii
B) ii, iii, iv
C) i, iii, v
D) i, ii, iii (Duplicate entry in original source)
4. Which statement about fine-tuning for test tasks is INCORRECT?
A) It adapts a pre-trained model to a domain using task-specific data
B) It enhances relevance to organizational terminology and formats
C) It can be applied to smaller SLMs to improve task performance with lower compute
D) It replaces the model's general knowledge entirely and prevents overfitting
5. Which statement BEST contrasts interaction style and scope?
A) Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
B) Chatbots require API integration; LLM apps do not.
C) Both are identical aside from UI theme.
D) Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
Solutions:
| Question # 1 Answer: A | Question # 2 Answer: D | Question # 3 Answer: A | Question # 4 Answer: D | Question # 5 Answer: A |
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