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Exam Code: CT-AI_v1.0_World
Exam Name: ISTQB Certified Tester AI Testing (v1.0)
Updated: Aug 01, 2026
Q & A: 40 Questions and Answers
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| Section | Weight | Objectives |
|---|---|---|
| Testing Quality Characteristics | 11% | - Testing transparency, fairness, robustness - Explainability and reliability testing |
| Test Environment for AI Systems | 2% | - Data and infrastructure requirements |
| AI-Based System Testing Methods | 17% | - Adversarial testing, bias testing - Model validation and verification |
| Testing AI-Based Systems | 11% | - Specific challenges and risks - Test strategy and approach |
| ML Functional Performance Metrics | 11% | - ROC, AUC, MSE, silhouette coefficient - Confusion matrix, accuracy, precision, recall |
| Introduction to AI | 10% | - AI technologies and frameworks
|
| Quality Characteristics for AI-Based Systems | 10% | - Ethics, bias, transparency and safety - Flexibility, adaptability, autonomy |
| Using AI for Testing Activities | 10% | - Regression optimization, test analysis - Test case generation, defect prediction |
| Machine Learning (ML) Overview | 11% | - Supervised, unsupervised, reinforcement learning - ML workflow, overfitting, underfitting |
| Neural Networks and Testing | 4% | - Coverage measures for deep learning - Structure of neural networks |
| ML Data | 10% | - Data acquisition, preprocessing, labeling - Data quality issues and impact |
1. 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 an Al-based tool to optimize the regression test suite by analyzing past test results
C) Identifying suitable tests by looking at the complexity of the test cases.
D) Using of a random subset of tests.
2. Which ONE of the following approaches to labelling requires the least time and effort?
SELECT ONE OPTION
A) Outsourced
B) Internal
C) Al-Assisted
D) Pre-labeled dataset
3. 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 Road Types
D) Different features like ADAS, Lane Change Assistance etc.
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) 0.84.1,0.9
B) 0.87.0.9. 0.84
C) 1,0.9, 0.8
D) 1,0.87,0.84
Solutions:
| Question # 1 Answer: B | Question # 2 Answer: D | Question # 3 Answer: B | Question # 4 Answer: B |
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