ISQI : CT-AI_v1.0_World Questions & Answers

Updated: Sep 09, 2026

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CT-AI_v1.0_World Practice Q&A's

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionObjectives
Topic 1: ML Data- Data Quality
  • 1. Data Bias
  • 2. Data Collection
  • 3. Data Preparation
Topic 2: Introduction to AI- AI Fundamentals
  • 1. AI Development Frameworks
  • 2. AI-Based vs Conventional Systems
  • 3. AI as a Service
  • 4. AI Definitions and Concepts
  • 5. AI Technologies
Topic 3: Machine Learning- ML Fundamentals
  • 1. Machine Learning Overview
  • 2. Supervised and Unsupervised Learning
  • 3. Training and Validation
Topic 4: Using AI for Testing- AI-Assisted Testing
  • 1. Test Data Generation
  • 2. Defect Prediction
  • 3. Test Automation Support
Topic 5: Methods and Techniques for Testing AI-Based Systems- Test Design Techniques
  • 1. Scenario-Based Testing
  • 2. Model Testing
  • 3. Data-Oriented Testing
Topic 6: ML Neural Networks and Testing- Neural Networks
  • 1. Neural Network Basics
  • 2. Testing Neural Networks
Topic 7: Testing AI-Based Systems Overview- AI Testing Fundamentals
  • 1. AI Test Lifecycle
  • 2. Test Strategy
  • 3. Risk-Based Testing
Topic 8: Quality Characteristics for AI-Based Systems- AI-Specific Quality Attributes
  • 1. Flexibility and Adaptability
  • 2. Ethics
  • 3. Autonomy
  • 4. Bias
  • 5. Evolution
  • 6. Transparency and Explainability
Topic 9: Test Environments for AI-Based Systems- AI Test Infrastructure
  • 1. Environment Configuration
  • 2. Data Management
  • 3. Monitoring and Maintenance
Topic 10: ML Functional Performance Metrics- Performance Evaluation
  • 1. F1 Score
  • 2. Recall
  • 3. Precision
  • 4. Accuracy
Topic 11: Testing AI-Specific Quality Characteristics- Quality Validation
  • 1. Explainability Assessment
  • 2. Robustness Testing
  • 3. Fairness Testing

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

Question #1

Which ONE of the following statements correctly describes the importance of flexibility for Al systems?
SELECT ONE OPTION

  • A. Al systems are inherently flexible.
  • B. Al systems require changing of operational environments; therefore, flexibility is required.
  • C. Self-learning systems are expected to deal with new situations without explicitly having to program for it.
  • D. Flexible Al systems allow for easier modification of the system as a whole.
Answer: D

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Question #2

Upon testing a model used to detect rotten tomatoes, the following data was observed by the test engineer, based on certain number of tomato images.

For this confusion matrix which combinations of values of accuracy, recall, and specificity respectively is CORRECT?
SELECT ONE OPTION

  • A. 1,0.87,0.84
  • B. 0.87.0.9. 0.84
  • C. 0.84.1,0.9
  • D. 1,0.9, 0.8
Answer: B

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Question #3

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

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Question #4

Which ONE of the following combinations of Training, Validation, Testing data is used during the process of learning/creating the model?
SELECT ONE OPTION

  • A. Training data - validation data
  • B. Training data * test data
  • C. Training data - validation data - test data
  • D. Validation data - test data
Answer: C

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