ISQI CT-GenAI : ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
- Exam Code: CT-GenAI
- Exam Name: ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0
- Updated: Sep 23, 2026
- Q & A: 42 Questions and Answers
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ISQI CT-GenAI Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| 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 |
| Prompt Engineering for Effective Software Testing | 35% | - Iterative refinement and evaluation of prompts - Prompt patterns for test design, data generation, automation - Principles and structure of effective prompts |
| Introduction to Generative AI for Software Testing | 15% | - Core concepts: Generative AI, LLMs, foundation models - Use cases across the testing lifecycle - Capabilities and limitations relevant to testing |
| Deploying and Integrating GenAI in Test Organisations | 15% | - Strategy, governance, and adoption roadmap - Roles, skills, and team readiness - Measuring value and continuous improvement |
| LLM-Powered Test Infrastructure | 10% | - Architecture and deployment considerations - AI agents and integration with test tools - RAG, fine-tuning, and model adaptation |
ISQI ISTQB Certified Tester Testing with Generative AI (CT-GenAI) v1.0 Sample Questions:
The model flags anomalies in logs and also proposes partitions for input validation tests. Which metrics BEST evaluate these two outcomes together?
- A. Precision for anomaly identification and recall for coverage of valid/invalid partitions
- B. Time efficiency for anomaly detection and accuracy 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
Correct Answer: A 🗳️
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Which setting can reduce variability by narrowing the sampling distribution during inference?
- A. Increasing temperature
- B. Using a larger context window
- C. Increasing learning rate
- D. Lowering temperature
Correct Answer: D 🗳️
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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. Detect requirement defects -> generate conditions -> prioritize
- B. Generate conditions -> prioritize by risk -> map to requirements to find gaps
- C. Generate prioritized conditions in one shot -> verify coverage
- D. Prioritize requirements -> generate conditions -> review defects
Correct Answer: B 🗳️
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What BEST protects sensitive test data at rest and in transit?
- A. Use public file shares with read-only links
- B. Enforce role-based access controls
- C. Disable TLS and rely on VPN only
- D. Rely on obfuscation instead of encryption
Correct Answer: B 🗳️
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What is a primary compliance concern related to Shadow AI in organizational test environments?
- A. Automated compliance validation during AI tool deployment
- B. Violation of established data handling and regulatory compliance standards
- C. Failure to update system documentation within the test process
- D. Difficulty in aligning project milestones with business outcomes
Correct Answer: B 🗳️
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