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 04, 2026

Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

SectionWeightObjectives
Topic 1: Test Environment for AI Systems2%- Data and infrastructure requirements
Topic 2: Neural Networks and Testing4%- Structure of neural networks
- Coverage measures for deep learning
Topic 3: ML Data10%- Data acquisition, preprocessing, labeling
- Data quality issues and impact
Topic 4: Testing Quality Characteristics11%- Explainability and reliability testing
- Testing transparency, fairness, robustness
Topic 5: Quality Characteristics for AI-Based Systems10%- Ethics, bias, transparency and safety
- Flexibility, adaptability, autonomy
Topic 6: ML Functional Performance Metrics11%- ROC, AUC, MSE, silhouette coefficient
- Confusion matrix, accuracy, precision, recall
Topic 7: AI-Based System Testing Methods17%- Model validation and verification
- Adversarial testing, bias testing
Topic 8: Using AI for Testing Activities10%- Regression optimization, test analysis
- Test case generation, defect prediction
Topic 9: Testing AI-Based Systems11%- Specific challenges and risks
- Test strategy and approach
Topic 10: Introduction to AI10%- AI definitions and types
  • 1. Narrow, General and Super AI
    • 2. AI vs conventional systems
      - AI technologies and frameworks
      • 1. AI hardware and AIaaS
        Topic 11: Machine Learning (ML) Overview11%- Supervised, unsupervised, reinforcement learning
        - ML workflow, overfitting, underfitting

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

        1. 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) Accuracy issues
        B) Bias issues
        C) Privacy issues
        D) Security issues


        2. Which ONE of the following hardware is MOST suitable for implementing Al when using ML?
        SELECT ONE OPTION

        A) Hardware supporting fast matrix multiplication.
        B) 64-bit CPUs.
        C) Hardware supporting high precision floating point operations.
        D) High powered CPUs.


        3. Which ONE of the following approaches to labelling requires the least time and effort?
        SELECT ONE OPTION

        A) Al-Assisted
        B) Pre-labeled dataset
        C) Internal
        D) Outsourced


        4. 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 accuracy
        C) Testing for concept drift
        D) Testing for bias


        Solutions:

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

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