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ISQI CT-GenAI Exam Syllabus Topics:
| Section | Weight | Objectives |
| Topic 1: Deploying and Integrating GenAI in Test Organisations | 15% | - Strategy, governance, and adoption roadmap
- Roles, skills, and team readiness
- Measuring value and continuous improvement
|
| Topic 2: Managing Risks of Generative AI in Software Testing | 25% | - Hallucinations, bias, inaccuracy, and consistency risks
- Validation, verification, and mitigation strategies
- Data privacy, security, and compliance concerns
|
| Topic 3: Prompt Engineering for Effective Software Testing | 35% | - Principles and structure of effective prompts
- Prompt patterns for test design, data generation, automation
- Iterative refinement and evaluation of prompts
|
| Topic 4: LLM-Powered Test Infrastructure | 10% | - Architecture and deployment considerations
- RAG, fine-tuning, and model adaptation
- AI agents and integration with test tools
|
| Topic 5: Introduction to Generative AI for Software Testing | 15% | - Core concepts: Generative AI, LLMs, foundation models
- Capabilities and limitations relevant to testing
- Use cases across the testing lifecycle
|
ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
What BEST protects sensitive test data at rest and in transit?
- A. Enforce role-based access controls
- B. Disable TLS and rely on VPN only
- C. Use public file shares with read-only links
- D. Rely on obfuscation instead of encryption
Reveal Solution
Discussion
Correct Answer: A 🗳️
Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).
An attacker sends extremely long prompts to overflow context so the model leaks snippets from its training data. Which attack vector is this?
- A. Malicious code generation
- B. Request manipulation
- C. Data exfiltration
- D. Data poisoning
Reveal Solution
Discussion
Correct Answer: C 🗳️
Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).
Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?
- A. Some GenAI tools may store/process data without explicit consent
- B. GenAI outputs can accidentally reveal sensitive information present in inputs
- C. Strict GDPR compliance eliminates all privacy risk
- D. Using GenAI without regulatory compliance can lead to legal exposure
Reveal Solution
Discussion
Correct Answer: C 🗳️
Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).
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
Reveal Solution
Discussion
Correct Answer: B 🗳️
Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).
A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?
- A. Malicious code generation
- B. Request manipulation
- C. Data exfiltration
- D. Data poisoning
Reveal Solution
Discussion
Correct Answer: B 🗳️
Explanation: Only visible for TestPDF members. You can sign-up / login (it's free).