ISQI : CT-GenAI Questions & Answers
Updated: Jul 05, 2026
No. of Questions: 42 Questions & Answers with Testing Engine
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ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
1. 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 mapping code changes to affected modules, identifying test cases, prioritizing by risk level and change complexity
C) Include references to version control systems like Git in the constraints.
D) Add a step to review the change log for syntax errors before analysis.
2. Who typically defines the system prompt in a testing workflow?
A) CI server automatically without human input
B) Product owner in user stories only
C) A tester configuring the assistant
D) End user during normal chat use
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. 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, iii, v
B) ii, iii, iv
C) i, ii, iii (Duplicate entry in original source)
D) i, ii, iii
5. What distinguishes an LLM-powered agent from a basic AI chatbot in test processes?
A) Reliance on predefined templates to generate short, factual answers
B) Ability to respond to prompts without explicit user instructions
C) Use of a conversational tone and improved response personalization
D) Ability to trigger automated actions beyond conversation
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: C | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: D |
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