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: Aug 09, 2026
  • Q & A: 42 Questions and Answers

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ISQI CT-GenAI Exam Syllabus Topics:

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

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

1. 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


2. 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


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) 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


4. 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


5. 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


Solutions:

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

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