ISQI CT-AI_v1.0_World : ISTQB Certified Tester AI Testing (v1.0)

CT-AI_v1.0_World pass collection

Exam Code: CT-AI_v1.0_World

Exam Name: ISTQB Certified Tester AI Testing (v1.0)

Updated: Sep 07, 2026

Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
ML Functional Performance Metrics- Performance Evaluation
  • 1. Recall
  • 2. F1 Score
  • 3. Accuracy
  • 4. Precision
Methods and Techniques for Testing AI-Based Systems- Test Design Techniques
  • 1. Data-Oriented Testing
  • 2. Scenario-Based Testing
  • 3. Model Testing
Quality Characteristics for AI-Based Systems- AI-Specific Quality Attributes
  • 1. Ethics
  • 2. Evolution
  • 3. Flexibility and Adaptability
  • 4. Bias
  • 5. Transparency and Explainability
  • 6. Autonomy
Introduction to AI- AI Fundamentals
  • 1. AI Technologies
  • 2. AI-Based vs Conventional Systems
  • 3. AI Development Frameworks
  • 4. AI Definitions and Concepts
  • 5. AI as a Service
ML Neural Networks and Testing- Neural Networks
  • 1. Neural Network Basics
  • 2. Testing Neural Networks
Testing AI-Specific Quality Characteristics- Quality Validation
  • 1. Fairness Testing
  • 2. Robustness Testing
  • 3. Explainability Assessment
Testing AI-Based Systems Overview- AI Testing Fundamentals
  • 1. Test Strategy
  • 2. Risk-Based Testing
  • 3. AI Test Lifecycle
Using AI for Testing- AI-Assisted Testing
  • 1. Test Data Generation
  • 2. Test Automation Support
  • 3. Defect Prediction
Machine Learning- ML Fundamentals
  • 1. Training and Validation
  • 2. Machine Learning Overview
  • 3. Supervised and Unsupervised Learning
Test Environments for AI-Based Systems- AI Test Infrastructure
  • 1. Data Management
  • 2. Environment Configuration
  • 3. Monitoring and Maintenance
ML Data- Data Quality
  • 1. Data Collection
  • 2. Data Bias
  • 3. Data Preparation

ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:

Question #1

Which ONE of the following options does NOT describe an Al technology related characteristic which differentiates Al test environments from other test environments?
SELECT ONE OPTION

  • A. The challenge of mimicking undefined scenarios generated due to self-learning
  • B. Challenges in the creation of scenarios of human handover for autonomous systems.
  • C. Challenges resulting from low accuracy of the models.
  • D. The challenge of providing explainability to the decisions made by the system.
Answer: B

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Question #2

ln the near future, technology will have evolved, and Al will be able to learn multiple tasks by itself without needing to be retrained, allowing it to operate even in new environments. The cognitive abilities of Al are similar to a child of 1-2 years.' In the above quote, which ONE of the following options is the correct name of this type of Al?
SELECT ONE OPTION

  • A. Super Al
  • B. Technological singularity
  • C. General Al
  • D. Narrow Al
Answer: C

Explanation: Only visible for ExamCost members. You can sign-up / login (it's free).

Question #3

A software component uses machine learning to recognize the digits from a scan of handwritten numbers. In the scenario above, which type of Machine Learning (ML) is this an example of?
SELECT ONE OPTION

  • A. Clustering
  • B. Classification
  • C. Regression
  • D. Reinforcement learning
Answer: B

Explanation: Only visible for ExamCost members. You can sign-up / login (it's free).

Question #4

Which ONE of the following options describes a scenario of A/B testing the LEAST?
SELECT ONE OPTION

  • A. A comparison of the performance of two different ML implementations on the same input data.
  • B. A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
  • C. A comparison of the performance of an ML system on two different input datasets.
  • D. A comparison of two different websites for the same company to observe from a user acceptance perspective.
Answer: C

Explanation: Only visible for ExamCost members. You can sign-up / login (it's free).

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