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: Sep 27, 2026

Q & A: 40 Questions and Answers

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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

        Question #1

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

        • A. Outsourced
        • B. Al-Assisted
        • C. Pre-labeled dataset
        • D. Internal
        Reveal Solution  Discussion  0

        Correct Answer: C  🗳️

        Explanation: Only visible for FreePdfDump members. You can sign-up / login (it's free).

        Question #2

        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. Super Al
        • D. Narrow Al
        Reveal Solution  Discussion  0

        Correct Answer: B  🗳️

        Explanation: Only visible for FreePdfDump members. You can sign-up / login (it's free).

        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 unknown nature and insufficient specification of the operating environment might have caused the poor performance.
        • 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 difficulty of defining criteria for improvement before the model can be accepted.
        Reveal Solution  Discussion  0

        Correct Answer: D  🗳️

        Explanation: Only visible for FreePdfDump members. You can sign-up / login (it's free).

        Question #4

        Which ONE of the following options does NOT describe a challenge for acquiring test data in ML systems?
        SELECT ONE OPTION

        • A. Test data being sourced from public sources.
        • B. Compliance needs require proper care to be taken of input personal data.
        • C. Data for the use case is being generated at a fast pace.
        • D. Nature of data constantly changes with lime.
        Reveal Solution  Discussion  0

        Correct Answer: C  🗳️

        Explanation: Only visible for FreePdfDump members. You can sign-up / login (it's free).

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