ISQI CT-AI_v1.0_World Q&A - in .pdf

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Aug 13, 2026
  • Q & A: 40 Questions and Answers
  • Printable ISQI CT-AI_v1.0_World PDF Format. It is an electronic file format regardless of the operating system platform.
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ISQI CT-AI_v1.0_World Q&A - Testing Engine

  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Aug 13, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

        1. 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) 1,0.87,0.84
        B) 0.84.1,0.9
        C) 0.87.0.9. 0.84
        D) 1,0.9, 0.8


        2. A company producing consumable goods wants to identify groups of people with similar tastes for the purpose of targeting different products for each group. You have to choose and apply an appropriate ML type for this problem.
        Which ONE of the following options represents the BEST possible solution for this above-mentioned task?
        SELECT ONE OPTION

        A) Regression
        B) Association
        C) Classification
        D) Clustering


        3. Which ONE of the following models BEST describes a way to model defect prediction by looking at the history of bugs in modules by using code quality metrics of modules of historical versions as input?
        SELECT ONE OPTION

        A) Clustering of similar code modules to predict based on similarity.
        B) Identifying the relationship between developers and the modules developed by them.
        C) Using a classification model to predict the presence of a defect by using code quality metrics as the input data.
        D) Search of similar code based on natural language processing.


        4. Which of the following is THE LEAST appropriate tests to be performed for testing a feature related to autonomy?
        SELECT ONE OPTION

        A) Test for human handover after a given time interval.
        B) Test for human handover requiring mandatory relinquishing control.
        C) Test for human handover to give rest to the system.
        D) Test for human handover when it should actually not be relinquishing control.


        Solutions:

        Question # 1
        Answer: C
        Question # 2
        Answer: D
        Question # 3
        Answer: C
        Question # 4
        Answer: D

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