ISQI CT-AI_v1.0_World : ISTQB Certified Tester AI Testing (v1.0)

Pass CT-AI_v1.0_World Exam Cram

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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ISQI CT-AI_v1.0_World Exam Syllabus Topics:
SectionWeightObjectives
Testing Quality Characteristics11%- Testing transparency, fairness, robustness
- Explainability and reliability testing
Test Environment for AI Systems2%- Data and infrastructure requirements
AI-Based System Testing Methods17%- Adversarial testing, bias testing
- Model validation and verification
Testing AI-Based Systems11%- Specific challenges and risks
- Test strategy and approach
ML Functional Performance Metrics11%- ROC, AUC, MSE, silhouette coefficient
- Confusion matrix, accuracy, precision, recall
Introduction to AI10%- AI technologies and frameworks
  • 1. AI hardware and AIaaS
    - AI definitions and types
    • 1. AI vs conventional systems
      • 2. Narrow, General and Super AI
        Quality Characteristics for AI-Based Systems10%- Ethics, bias, transparency and safety
        - Flexibility, adaptability, autonomy
        Using AI for Testing Activities10%- Regression optimization, test analysis
        - Test case generation, defect prediction
        Machine Learning (ML) Overview11%- Supervised, unsupervised, reinforcement learning
        - ML workflow, overfitting, underfitting
        Neural Networks and Testing4%- Coverage measures for deep learning
        - Structure of neural networks
        ML Data10%- Data acquisition, preprocessing, labeling
        - Data quality issues and impact
        ISQI ISTQB Certified Tester AI Testing (v1.0) Sample Questions:

        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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