ISTQB Certified Tester -
Testing with Generative AI
(CT-Genial) Exam Questions
And Correct Answers (Verified
Answers) Plus Rationales 2026
Q&A | Instant Download Pdf.
Question: 1
Which TWO of the following options represent key
capabilities of LLMs in test tasks? Select TWO options.
Response:
,A. Identifyingambiguities and inconsistencies in requirements.
B. Generating complete application code for deployment.
C. Automating the execution of all test scripts without human
intervention.
D. Performing exploratory testing on software applications.
E. Creating diverse test data with various combinations and
boundary values.
Answer: A,E
Question: 2
A tester is examining a structured prompt used to obtain LLM
assistance for performance test analysis. One of the components of
this prompt reads: “Test reports from performance testing tools,
system monitoring logs during peak usage periods, and application
performance benchmarks from previous releases”.
In which component of the six-part prompt structure would this
description MOST LIKELY appear? Response:
A. Context
B. Inputdata
C. Constraints
D. Output format
Answer: B
Question: 3
,Which TWO of the following standards, or parts of them, are MOST
relevant to the use of Generative AI in software testing?
Select TWO options.
Response:
A. ISO/IEC 25010:2023
B. ISO/IEC 23053:2022
C. ISO/IEC/IEEE 29119-2:2021
D. ISO/IEC 42001:2023
E. ISO/IEC/IEEE 29119-3:2021
Answer: B,D
Question: 4
An attacker injects falsified test results into the training dataset of
an LLM intended to recommend optimal test coverage strategies.
What type of attack vector does this description BEST refer to?
Response:
A. Malicious code generation
B. Data exfiltration
C. Request manipulation
D. Data poisoning
Answer: D
Question: 5
, Which of the following components of an LLM-powered testing
application is responsible for combining user input with structured
and semantically similar data to prepare a prompt for the LLM?
Select ONE option.
Response:
A. Back-end
B. Front-end
C. Authentication component
D. Post-processing component
Answer: A
Question: 6
You are using Generative AI to create test cases for an e-commerce
(e-shop) application. The following features have been explicitly
mentioned in the project briefing:
- cart management
- discount code application
- order confirmation email generation
Based on these details, which of the following AI-generated test
cases MOST LIKELY represents a hallucination?
Response:
A. Verify that a user can add multiple items to their cart and
proceed to checkout.
B. Verify that a user cannot apply an expired discount code during
checkout.
C. Verify that a user receives a confirmation email after successfully
placing an order.
Testing with Generative AI
(CT-Genial) Exam Questions
And Correct Answers (Verified
Answers) Plus Rationales 2026
Q&A | Instant Download Pdf.
Question: 1
Which TWO of the following options represent key
capabilities of LLMs in test tasks? Select TWO options.
Response:
,A. Identifyingambiguities and inconsistencies in requirements.
B. Generating complete application code for deployment.
C. Automating the execution of all test scripts without human
intervention.
D. Performing exploratory testing on software applications.
E. Creating diverse test data with various combinations and
boundary values.
Answer: A,E
Question: 2
A tester is examining a structured prompt used to obtain LLM
assistance for performance test analysis. One of the components of
this prompt reads: “Test reports from performance testing tools,
system monitoring logs during peak usage periods, and application
performance benchmarks from previous releases”.
In which component of the six-part prompt structure would this
description MOST LIKELY appear? Response:
A. Context
B. Inputdata
C. Constraints
D. Output format
Answer: B
Question: 3
,Which TWO of the following standards, or parts of them, are MOST
relevant to the use of Generative AI in software testing?
Select TWO options.
Response:
A. ISO/IEC 25010:2023
B. ISO/IEC 23053:2022
C. ISO/IEC/IEEE 29119-2:2021
D. ISO/IEC 42001:2023
E. ISO/IEC/IEEE 29119-3:2021
Answer: B,D
Question: 4
An attacker injects falsified test results into the training dataset of
an LLM intended to recommend optimal test coverage strategies.
What type of attack vector does this description BEST refer to?
Response:
A. Malicious code generation
B. Data exfiltration
C. Request manipulation
D. Data poisoning
Answer: D
Question: 5
, Which of the following components of an LLM-powered testing
application is responsible for combining user input with structured
and semantically similar data to prepare a prompt for the LLM?
Select ONE option.
Response:
A. Back-end
B. Front-end
C. Authentication component
D. Post-processing component
Answer: A
Question: 6
You are using Generative AI to create test cases for an e-commerce
(e-shop) application. The following features have been explicitly
mentioned in the project briefing:
- cart management
- discount code application
- order confirmation email generation
Based on these details, which of the following AI-generated test
cases MOST LIKELY represents a hallucination?
Response:
A. Verify that a user can add multiple items to their cart and
proceed to checkout.
B. Verify that a user cannot apply an expired discount code during
checkout.
C. Verify that a user receives a confirmation email after successfully
placing an order.
