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

CT-AI_v1.0_World real exams

Exam Code: CT-AI_v1.0_World

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

Updated: Jul 27, 2026

Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

1. Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
SELECT ONE OPTION

A) A system that utilizes human beings for all important decisions.
B) A system that is fully able to respond to its environment.
C) A fully automated manufacturing plant that uses no software.
D) A system that utilizes a tool like Selenium.


2. Which ONE of the following tests is LEAST likely to be performed during the ML model testing phase?
SELECT ONE OPTION

A) Testing the accuracy of the classification model.
B) Testing the API of the service powered by the ML model.
C) Testing the speed of the prediction by the model.
D) Testing the speed of the training of the model.


3. Which ONE of the following is the BEST option to optimize the regression test selection and prevent the regression suite from growing large?
SELECT ONE OPTION

A) Automating test scripts using Al-based test automation tools.
B) Using of a random subset of tests.
C) Using an Al-based tool to optimize the regression test suite by analyzing past test results
D) Identifying suitable tests by looking at the complexity of the test cases.


4. 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


Solutions:

Question # 1
Answer: B
Question # 2
Answer: D
Question # 3
Answer: C
Question # 4
Answer: B

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