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Updated: Jul 02, 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. Which statement about fine-tuning for test tasks is INCORRECT?
A) It enhances relevance to organizational terminology and formats
B) It can be applied to smaller SLMs to improve task performance with lower compute
C) It adapts a pre-trained model to a domain using task-specific data
D) It replaces the model's general knowledge entirely and prevents overfitting
2. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?
A) It provides fixed responses from predefined rule sets and scripts
B) It dynamically generates test insights using contextual information
C) It focuses primarily on visual dashboards and user navigation features
D) It produces scripted conversational responses similar to traditional bots
3. What is a primary compliance concern related to Shadow AI in organizational test environments?
A) Failure to update system documentation within the test process
B) Violation of established data handling and regulatory compliance standards
C) Difficulty in aligning project milestones with business outcomes
D) Automated compliance validation during AI tool deployment
4. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?
A) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
B) Select models with maximum vendor visibility and strong online presence to ensure reliability
C) Select open-source models prioritizing creativity over compliance or performance consistency
D) Select broad-coverage models offering diverse functionalities for various test scenarios
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) 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
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: D |
ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
1. Which statement about fine-tuning for test tasks is INCORRECT?
A) It enhances relevance to organizational terminology and formats
B) It can be applied to smaller SLMs to improve task performance with lower compute
C) It adapts a pre-trained model to a domain using task-specific data
D) It replaces the model's general knowledge entirely and prevents overfitting
2. Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?
A) It provides fixed responses from predefined rule sets and scripts
B) It dynamically generates test insights using contextual information
C) It focuses primarily on visual dashboards and user navigation features
D) It produces scripted conversational responses similar to traditional bots
3. What is a primary compliance concern related to Shadow AI in organizational test environments?
A) Failure to update system documentation within the test process
B) Violation of established data handling and regulatory compliance standards
C) Difficulty in aligning project milestones with business outcomes
D) Automated compliance validation during AI tool deployment
4. Which consideration BEST aligns LLM choice with organizational goals in a GenAI testing strategy?
A) Select LLMs aligned to measurable test outcomes, compatible with current infrastructure
B) Select models with maximum vendor visibility and strong online presence to ensure reliability
C) Select open-source models prioritizing creativity over compliance or performance consistency
D) Select broad-coverage models offering diverse functionalities for various test scenarios
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) 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
Solutions:
| Question # 1 Answer: D | Question # 2 Answer: B | Question # 3 Answer: B | Question # 4 Answer: A | Question # 5 Answer: D |
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