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

CT-AI_v1.0_World Exam Questions
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Sep 13, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

Question #1

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 an ML system on two different input datasets.
  • B. A comparison of two different websites for the same company to observe from a user acceptance perspective.
  • C. A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
  • D. A comparison of the performance of two different ML implementations on the same input data.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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

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. Narrow Al
  • B. General Al
  • C. Technological singularity
  • D. Super Al
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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

Question #3

Arihant Meditation is a startup using Al to aid people in deeper and better meditation based on analysis of various factors such as time and duration of the meditation, pulse and blood pressure, EEG patters etc. among others. Their model accuracy and other functional performance parameters have not yet reached their desired level.
Which ONE of the following factors is NOT a factor affecting the ML functional performance?
SELECT ONE OPTION

  • A. The quality of the labeling
  • B. The data pipeline
  • C. Biased data
  • D. The number of classes
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #4

"AllerEgo" is a product that uses sell-learning to predict the behavior of a pilot under combat situation for a variety of terrains and enemy aircraft formations. Post training the model was exposed to the real- world data and the model was found to bebehaving poorly. A lot of data quality tests had been performed on the data to bring it into a shape fit for training and testing.
Which ONE of the following options is least likely to describes the possible reason for the fall in the performance, especially when considering the self-learning nature of the Al system?
SELECT ONE OPTION

  • A. The difficulty of defining criteria for improvement before the model can be accepted.
  • B. The fast pace of change did not allow sufficient time for testing.
  • C. There was an algorithmic bias in the Al system.
  • D. The unknown nature and insufficient specification of the operating environment might have caused the poor performance.
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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