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  1. Home
  2. ISQI
  3. ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
  4. ISQI.CT-GenAI.v2026-10-05.q15
  5. Question 2

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Question 2/15

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

Correct Answer: B
Data security is a paramount concern when using GenAI in testing, as test environments often contain sensitive business logic or PII (Personally Identifiable Information). To protect this data "at rest" (stored in databases or vector stores) and "in transit" (being sent to the LLM), a combination of technical controls is required.Role-Based Access Control (RBAC)is a fundamental security pillar that ensures only authorized individuals or services can access specific datasets or trigger GenAI workflows. This prevents unauthorized users from feeding sensitive enterprise data into public AI models. While encryption (omitted in Option A as an alternative to obfuscation) and TLS (falsely suggested to be disabled in Option C) are essential technical layers for protecting data in transit, RBAC provides the organizational "gatekeeping" necessary to manage who can interact with the AI system. In a professional GenAI strategy, testers must ensure that the tools they use adhere to strict access policies, ensuring that the "Input Data" used for prompting remains within the secured organizational boundary and is not leaked to unauthorized entities or public training sets.

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Other Question (15q)
Q1. Which statement about fine-tuning for test tasks is INCORRECT?...
Q2. What BEST protects sensitive test data at rest and in transit?...
Q3. You are tasked with applying structured prompting to perform impact analysis on recent cod...
Q4. Which competency MOST helps testers steer LLMs to produce useful, on-policy testware?...
Q5. Which setting can reduce variability by narrowing the sampling distribution during inferen...
Q6. What does an embedding represent in an LLM?
Q7. You are tasked with applying structured prompting to perform impact analysis on recent cod...
Q8. Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?...
Q9. A prompt section states: "Web checkout module v3.2; focus on coupon application; existing ...
Q10. What is a hallucination in LLM outputs?
Q11. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?...
Q12. Who typically defines the system prompt in a testing workflow?...
Q13. Which of the following is NOT a valid form of LLM-driven test data generation?...
Q14. What is a primary compliance concern related to Shadow AI in organizational test environme...
Q15. What is a key data-related aspect when defining a GenAI strategy for testing?...
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