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

CT-AI_v1.0_World real exams

Exam Code: CT-AI_v1.0_World

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

Updated: Aug 02, 2026

Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

1. Which ONE of the following tests is MOST likely to describe a useful test to help detect different kinds of biases in ML pipeline?
SELECT ONE OPTION

A) Testing the data pipeline for any sources for algorithmic bias.
B) Check the input test data for potential sample bias.
C) Test the model during model evaluation for data bias.
D) Testing the distribution shift in the training data for inappropriate bias.


2. 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.


3. Which ONE of the following options represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION

A) Procedural programming
B) Case control structures
C) Genetic algorithms
D) Search engines


4. Data used for an object detection ML system was found to have been labelled incorrectly in many cases.
Which ONE of the following options is most likely the reason for this problem?
SELECT ONE OPTION

A) Bias issues
B) Privacy issues
C) Accuracy issues
D) Security issues


Solutions:

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

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