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

  • CT-AI_v1.0_World pdf
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Jul 21, 2026
  • Q & A: 40 Questions and Answers
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  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
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  • Updated: Jul 21, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Valid Q&A - Testing Engine

  • CT-AI_v1.0_World Testing Engine
  • Exam Code: CT-AI_v1.0_World
  • Exam Name: ISTQB Certified Tester AI Testing (v1.0)
  • Updated: Jul 21, 2026
  • Q & A: 40 Questions and Answers
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ISQI CT-AI_v1.0_World Exam Syllabus Topics:

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

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

        1. Which ONE of the following options is an example that BEST describes a system with Al-based autonomous functions?
        SELECT ONE OPTION

        A) A system that utilizes human beings for all important decisions.
        B) A system that utilizes a tool like Selenium.
        C) A fully automated manufacturing plant that uses no software.
        D) A system that is fully able to respond to its environment.


        2. "BioSearch" is creating an Al model used for predicting cancer occurrence via examining X-Ray images. The accuracy of the model in isolation has been found to be good. However, the users of the model started complaining of the poor quality of results, especially inability to detect real cancer cases, when put to practice in the diagnosis lab, leading to stopping of the usage of the model.
        A testing expert was called in to find the deficiencies in the test planning which led to the above scenario.
        Which ONE of the following options would you expect to MOST likely be the reason to be discovered by the test expert?
        SELECT ONE OPTION

        A) A lack of focus on choosing the right functional-performance metrics.
        B) The input data has not been tested for quality prior to use for testing.
        C) A lack of focus on non-functional requirements testing.
        D) A lack of similarity between the training and testing data.


        3. 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 accuracy
        B) Testing for security
        C) Testing for bias
        D) Testing for concept drift


        4. 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) Super Al
        C) Narrow Al
        D) General Al


        Solutions:

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

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