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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 - Measuring value and continuous improvement - Roles, skills, and team readiness |
| Topic 2: Prompt Engineering for Effective Software Testing | 35% | - Prompt patterns for test design, data generation, automation - Iterative refinement and evaluation of prompts - Principles and structure of effective prompts |
| Topic 3: Managing Risks of Generative AI in Software Testing | 25% | - Data privacy, security, and compliance concerns - Validation, verification, and mitigation strategies - Hallucinations, bias, inaccuracy, and consistency risks |
| Topic 4: 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 |
| Topic 5: LLM-Powered Test Infrastructure | 10% | - AI agents and integration with test tools - RAG, fine-tuning, and model adaptation - Architecture and deployment considerations |
ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
1. Which statement about fine-tuning for test tasks is INCORRECT?
A) It can be applied to smaller SLMs to improve task performance with lower compute
B) It replaces the model's general knowledge entirely and prevents overfitting
C) It enhances relevance to organizational terminology and formats
D) It adapts a pre-trained model to a domain using task-specific data
2. A tester uploads crafted images that steer the LLM into validating non-existent acceptance criteria. Which attack vector is this?
A) Request manipulation
B) Malicious code generation
C) Data poisoning
D) Data exfiltration
3. 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 prioritized conditions in one shot -> verify coverage
B) Generate conditions -> prioritize by risk -> map to requirements to find gaps
C) Prioritize requirements -> generate conditions -> review defects
D) Detect requirement defects -> generate conditions -> prioritize
4. What are the three key phases in adopting GenAI in a test organization?
A) Training; certification; outsourcing
B) Planning; execution; sign-off
C) Prototype; pilot; decommission
D) Discovery; initiation and usage definition; utilization and iteration
5. What is a primary compliance concern related to Shadow AI in organizational test environments?
A) Failure to update system documentation within the test process
B) Automated compliance validation during AI tool deployment
C) Violation of established data handling and regulatory compliance standards
D) Difficulty in aligning project milestones with business outcomes
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: A | Question # 3 Answer: B | Question # 4 Answer: D | Question # 5 Answer: C |
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