- Exam Code: CT-AI_v1.0_World
- Exam Name: ISTQB Certified Tester AI Testing (v1.0)
- Updated: Sep 07, 2026
- Q & A: 40 Questions and Answers
ISQI CT-AI_v1.0_World Exam : ISTQB Certified Tester AI Testing (v1.0)
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| AI in Test Automation | - AI-based defect prediction and analytics - AI-supported test generation |
| Introduction to AI in Software Testing | - Role of AI in testing - AI systems overview |
| Testing AI-Based Systems | - Data quality and dataset validation - Testing ML models - Bias, fairness, and explainability testing |
| AI System Quality Risks | - Model drift and performance degradation - Ethical and legal considerations |
| Machine Learning Fundamentals for Testers | - Supervised and unsupervised learning concepts - Model training and evaluation basics |
ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:
Question #1
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 security
- B. Testing for concept drift
- C. Testing for bias
- D. Testing for accuracy
Answer: B
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Question #2
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. Testing the distribution shift in the training data for inappropriate bias.
- D. Test the model during model evaluation for data bias.
Answer: D
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Question #3
"AllerEgo" is a product that uses sell-learning to predict the behavior of a pilot under combat situation for a variety of terrains and enemy aircraft formations. Post training the model was exposed to the real- world data and the model was found to bebehaving poorly. A lot of data quality tests had been performed on the data to bring it into a shape fit for training and testing.
Which ONE of the following options is least likely to describes the possible reason for the fall in the performance, especially when considering the self-learning nature of the Al system?
SELECT ONE OPTION
- A. The difficulty of defining criteria for improvement before the model can be accepted.
- B. The fast pace of change did not allow sufficient time for testing.
- C. There was an algorithmic bias in the Al system.
- D. The unknown nature and insufficient specification of the operating environment might have caused the poor performance.
Answer: A
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Question #4
Written requirements are given in text documents, which ONE of the following options is the BEST way to generate test cases from these requirements?
SELECT ONE OPTION
- A. Machine learning on logs of execution
- B. GUI analysis by computer vision
- C. Natural language processing on textual requirements
- D. Analyzing source code for generating test cases
Answer: C
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