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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

1. Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?

A) Strict GDPR compliance eliminates all privacy risk
B) GenAI outputs can accidentally reveal sensitive information present in inputs
C) Using GenAI without regulatory compliance can lead to legal exposure
D) Some GenAI tools may store/process data without explicit consent

2. 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, ii, iii (Duplicate entry in original source)
D) i, iii, v

3. What BEST protects sensitive test data at rest and in transit?

A) Use public file shares with read-only links
B) Enforce role-based access controls
C) Disable TLS and rely on VPN only
D) Rely on obfuscation instead of encryption

4. Which factor MOST influences the overall energy consumption of a Generative AI model used in software testing tasks?

A) The duration of user sessions primarily affects latency but not power efficiency
B) The number of tokens processed directly determines the carbon intensity of each query
C) The type of cloud platform affects processing speed but not total energy draw
D) The location of the data center determines model bias and accuracy levels

5. 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) Include mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
B) Add a step to review the change log for syntax errors before analysis.
C) Specify that the role is a test architect specializing in CI/CD pipelines.
D) Include references to version control systems like Git in the constraints.

Solutions: