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ISQI CT-GenAI Exam Syllabus Topics:

SectionWeightObjectives
LLM-Powered Test Infrastructure10%- RAG, fine-tuning, and model adaptation
- Architecture and deployment considerations
- AI agents and integration with test tools
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
Prompt Engineering for Effective Software Testing35%- Prompt patterns for test design, data generation, automation
- Iterative refinement and evaluation of prompts
- Principles and structure of effective prompts
Deploying and Integrating GenAI in Test Organisations15%- Measuring value and continuous improvement
- Strategy, governance, and adoption roadmap
- Roles, skills, and team readiness
Introduction to Generative AI for Software Testing15%- Capabilities and limitations relevant to testing
- Use cases across the testing lifecycle
- Core concepts: Generative AI, LLMs, foundation models

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

1. You must use GenAI to perform test analysis on a payments module with finalized requirements: (1) generate test conditions, (2) prioritize by risk, (3) check coverage gaps. Which sequence best applies prompt chaining?

A) Generate conditions -> prioritize by risk -> map to requirements to find gaps
B) Generate prioritized conditions in one shot -> verify coverage
C) Prioritize requirements -> generate conditions -> review defects
D) Detect requirement defects -> generate conditions -> prioritize


2. Which technique MOST directly reduces hallucinations by grounding the model in project realities?

A) Use longer temperature settings
B) Randomize prompts each run
C) Provide detailed context
D) Rely on generic examples only


3. A team notices vague, inconsistent LLM outputs for the same story for two different prompts. Which technique BEST helps choose the stronger wording among two prompt versions using predefined metrics?

A) Integrating user feedback
B) Output analysis
C) A/B testing of prompts
D) Iterative prompt modification


4. When an organization uses an AI chatbot for testing, what is the PRIMARY LLMOps concern?

A) Maintaining data privacy and minimizing security risks from external services
B) Maximizing scalability by deploying larger cloud-based LLM clusters
C) Focusing primarily on user experience improvements and response formatting
D) Achieving faster responses by reducing model checkpoints and updates


5. How do tester responsibilities MOSTLY evolve when integrating GenAI into test processes?

A) Transitioning from manual execution to complete automation with no human oversight
B) Shifting from test execution toward reviewing, refining, and validating AI-generated testware
C) Replacing existing test coverage validation with automated summary reports generated by AI
D) Moving from black-box exploratory testing toward exclusively performing code-based white-box checks


Solutions:

Question # 1
Answer: A
Question # 2
Answer: C
Question # 3
Answer: C
Question # 4
Answer: A
Question # 5
Answer: B

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