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

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Jul 31, 2026
  • Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

1. Which ONE of the following options BEST DESCRIBES clustering?
SELECT ONE OPTION

A) Clustering is classification of a continuous quantity.
B) Clustering is done without prior knowledge of output classes.
C) Clustering is supervised learning.
D) Clustering requires you to know the classes.


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 utilizes a tool like Selenium.
C) A fully automated manufacturing plant that uses no software.
D) A system that is fully able to respond to its environment.


3. 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) Technological singularity
B) General Al
C) Narrow Al
D) Super Al


4. Pairwise testing can be used in the context of self-driving cars for controlling an explosion in the number of combinations of parameters.
Which ONE of the following options is LEAST likely to be a reason for this incredible growth of parameters?
SELECT ONE OPTION

A) Different weather conditions
B) ML model metrics to evaluate the functional performance
C) Different features like ADAS, Lane Change Assistance etc.
D) Different Road Types


Solutions:

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

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