CT-GenAI Exam Preparation Material | ISTQB Certified Tester - Testing with Generative AI (CT-GenAI)

Prepare for the CT-GenAI with reliable study materials, practice questions, and key exam insights.

Prepare for the CT-GenAI ISTQB Certified Tester - Testing with Generative AI (CT-GenAI) exam with CertQueen's independently developed study resources. Review important concepts, practice scenario-based questions, and use clear explanations to identify areas that require further study.

Question#1

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

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

Question#2

You must generate test cases for a new payments rule. The system includes API specifications stored in a vector database and prior tests in a relational database.
Which of the following sequences BEST represents the correct order for applying a Retrieval-Augmented Generation (RAG) workflow?
i. Retrieve semantically similar specification chunks from the vector database
ii. Feed both retrieved datasets as context for the LLM to generate new test cases
iii. Retrieve relevant historical cases from the relational database
iv. Submit a focused query describing the new test requirement

A. iv ―> iii ―> i ―> ii
B. iv ―> i ―> iii ―> ii
C. iii ―> iv ―> i ―> ii
D. i ―> iv ―> iii ―> ii

Question#3

Which statement BEST contrasts interaction style and scope?

A. Chatbots enable conversational interactions; LLM apps provide capabilities for defined test tasks.
B. Chatbots enforce fixed workflows; LLM apps support free-form exploration beneficial for software testing
C. Chatbots require API integration; LLM apps do not.
D. Both are identical aside from UI theme.

Question#4

Which statement BEST differentiates an LLM-powered test infrastructure from a traditional chatbot system used in testing?

A. It dynamically generates test insights using contextual information
B. It produces scripted conversational responses similar to traditional bots
C. It focuses primarily on visual dashboards and user navigation features
D. It provides fixed responses from predefined rule sets and scripts

Exam Code: CT-GenAI
Q & A: 40 Q&As         Updated:  Oct 11,2026

 

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What This CT-GenAI Study Resource Helps You Do

Review Key Concepts

Review the technologies, products, processes, and practical skills covered by the current CT-GenAI exam objectives.

Practice Scenario-Based Questions

Work through independently developed questions designed to strengthen your understanding of technical scenarios and decision-making.

Identify Knowledge Gaps

Use your results and the provided explanations to find weaker areas and focus your study more effectively.

How to Use This CT-GenAI Preparation Material

Review the Exam Scope

Start by reviewing the topics covered by the CT-GenAI exam. Compare them with the official exam objectives to understand the required technologies, operational tasks, and practical skills, then identify the areas that deserve the most attention.

Practice Independently

Complete a focused set of practice questions for each topic. On your first attempt, avoid referring to notes, answers, or other study resources so that you can evaluate your current understanding more accurately.

Study the Explanations

Review the answers and explanations after completing each practice session. Understand why the correct option is appropriate for the given scenario and why the other options may be incorrect or less suitable.

Close Knowledge Gaps

Keep track of incorrect answers, unfamiliar concepts, and weaker knowledge areas. Review these topics using official documentation and practical experience, then answer the related questions again to reinforce your understanding and monitor your progress.

Independent CT-GenAI Preparation Resource

CertQueen independently develops its certification study materials for educational purposes. The practice questions are not copied from, recalled from, or presented as live or official exam questions.

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