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: Sep 16, 2026
  • Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

Question #1

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. Validation data - test data
  • B. Training data * test data
  • C. Training data - validation data
  • D. Training data - validation data - test data
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #2

In a certain coffee producing region of Colombia, there have been some severe weather storms, resulting in massive losses in production. This caused a massive drop in stock price of coffee.
Which ONE of the following types of testing SHOULD be performed for a machine learning model for stock-price prediction to detect influence of such phenomenon as above on price of coffee stock.
SELECT ONE OPTION

  • A. Testing for accuracy
  • B. Testing for bias
  • C. Testing for concept drift
  • D. Testing for security
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #3

"BioSearch" is creating an Al model used for predicting cancer occurrence via examining X-Ray images. The accuracy of the model in isolation has been found to be good. However, the users of the model started complaining of the poor quality of results, especially inability to detect real cancer cases, when put to practice in the diagnosis lab, leading to stopping of the usage of the model.
A testing expert was called in to find the deficiencies in the test planning which led to the above scenario.
Which ONE of the following options would you expect to MOST likely be the reason to be discovered by the test expert?
SELECT ONE OPTION

  • A. A lack of focus on choosing the right functional-performance metrics.
  • B. A lack of focus on non-functional requirements testing.
  • C. A lack of similarity between the training and testing data.
  • D. The input data has not been tested for quality prior to use for testing.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #4

Max. Score: 2
Al-enabled medical devices are used nowadays for automating certain parts of the medical diagnostic processes. Since these are life-critical process the relevant authorities are considenng bringing about suitable certifications for these Al enabled medical devices. This certification may involve several facets of Al testing (I - V).
I.Autonomy
II.Maintainability
III.Safety
IV.Transparency
V.Side Effects
Which ONE of the following options contains the three MOST required aspects to be satisfied for the above scenario of certification of Al enabled medical devices?
SELECT ONE OPTION

  • A. Aspects I, II, and III
  • B. Aspects I, IV, and V
  • C. Aspects III, IV, and V
  • D. Aspects II, III and IV
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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