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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Prompt Engineering for Effective Software Testing35%- Iterative refinement and evaluation of prompts
- Principles and structure of effective prompts
- Prompt patterns for test design, data generation, automation
Topic 2: Managing Risks of Generative AI in Software Testing25%- Data privacy, security, and compliance concerns
- Hallucinations, bias, inaccuracy, and consistency risks
- Validation, verification, and mitigation strategies
Topic 3: LLM-Powered Test Infrastructure10%- AI agents and integration with test tools
- RAG, fine-tuning, and model adaptation
- Architecture and deployment considerations
Topic 4: Introduction to Generative AI for Software Testing15%- Use cases across the testing lifecycle
- Capabilities and limitations relevant to testing
- Core concepts: Generative AI, LLMs, foundation models
Topic 5: Deploying and Integrating GenAI in Test Organisations15%- Roles, skills, and team readiness
- Strategy, governance, and adoption roadmap
- Measuring value and continuous improvement

ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:

Question 1

What is a key data-related aspect when defining a GenAI strategy for testing?

A. Use only auto-generated synthetic data to avoid dependency on enterprise repositories
B. Neglect legacy data sources as they provide limited immediate relevance to testing tasks
C. Prioritize accurate and relevant input data secured through defined quality procedures
D. Aggregate data from all available organizational repositories without filtration


Question 2

Which statement BEST contrasts interaction style and scope?

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


Question 3

Which AI approach requires feature engineering and structured data preparation?

A. Symbolic AI
B. Generative AI
C. Deep Learning
D. Classical Machine Learning


Question 4

The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?

A. Time efficiency for anomaly detection and accuracy for coverage of valid/invalid partitions
B. Precision for anomaly identification and recall for coverage of valid/invalid partitions
C. Accuracy for anomaly detection and Precision for coverage of valid/invalid partitions
D. Diversity for anomaly identification and precision for partitions


Question 5

Which statement about data privacy risks in GenAI-assisted testing is INCORRECT?

A. Some GenAI tools may store/process data without explicit consent
B. Using GenAI without regulatory compliance can lead to legal exposure
C. Strict GDPR compliance eliminates all privacy risk
D. GenAI outputs can accidentally reveal sensitive information present in inputs


Solutions:

Question 1
Answer: C
Question 2
Answer: B
Question 3
Answer: D
Question 4
Answer: B
Question 5
Answer: C

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