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ISTQB Certified Tester AI Testing : CT-AI

CT-AI
  • Exam Code: CT-AI
  • Exam Name: Certified Tester AI Testing Exam
  • Updated: Nov 05, 2026
  • Q & A: 162 Questions and Answers
  • PDF Version

    Free Demo
  • PDF Price: $59.99
  • ISTQB CT-AI Value Pack

    Online Testing Engine
  • PDF Version + PC Test Engine + Online Test Engine (free)
  • Value Pack Total: $79.99

About ISTQB CT-AI Exam

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ISTQB CT-AI Exam Syllabus Topics:

TopicDetails
Topic 1
  • ML: Data: This section of the exam covers explaining the activities and challenges related to data preparation. It also covers how to test datasets create an ML model and recognize how poor data quality can cause problems with the resultant ML model.
Topic 2
  • Machine Learning ML: This section includes the classification and regression as part of supervised learning, explaining the factors involved in the selection of ML algorithms, and demonstrating underfitting and overfitting.
Topic 3
  • Testing AI-Based Systems Overview: In this section, focus is given to how system specifications for AI-based systems can create challenges in testing and explain automation bias and how this affects testing.
Topic 4
  • Using AI for Testing: In this section, the exam topics cover categorizing the AI technologies used in software testing.
Topic 5
  • Neural Networks and Testing: This section of the exam covers defining the structure and function of a neural network including a DNN and the different coverage measures for neural networks.
Topic 6
  • Quality Characteristics for AI-Based Systems: This section covers topics covered how to explain the importance of flexibility and adaptability as characteristics of AI-based systems and describes the vitality of managing evolution for AI-based systems. It also covers how to recall the characteristics that make it difficult to use AI-based systems in safety-related applications.
Topic 7
  • Introduction to AI: This exam section covers topics such as the AI effect and how it influences the definition of AI. It covers how to distinguish between narrow AI, general AI, and super AI; moreover, the topics covered include describing how standards apply to AI-based systems.
Topic 8
  • Test Environments for AI-Based Systems: This section is about factors that differentiate the test environments for AI-based
Topic 9
  • Methods and Techniques for the Testing of AI-Based Systems: In this section, the focus is on explaining how the testing of ML systems can help prevent adversarial attacks and data poisoning.

Reference: https://www.istqb.org/certifications/artificial-inteligence-tester

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ISTQB Certified Tester AI Testing Sample Questions:

Question #1

A neural network has been designed and created to assist day-traders improve efficiency when buying and selling commodities in a rapidly changing market. Suppose the test team executes a test on the neural network where each neuron is examined. For this network, the shortest path indicates a "buy" and it will only occur when the one-day predicted value of the commodity is greater than the spot price by 0.75%. The neurons are stimulated by entering commodity prices and testers verify that they activate only when the future value exceeds the spot price by at least 0.75%.
Which of the following statements BEST explains the type of coverage being tested on the neural network?

  • A. Neuron coverage
  • B. Threshold coverage
  • C. Sign-change coverage
  • D. Value-change coverage
Reveal Solution  Discussion  0

Correct Answer: B  πŸ—³οΈ

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Question #2

Which statement about automation bias is correct?
Choose ONE option (1 out of 4)

  • A. Automation bias particularly affects testing of autonomous systems
  • B. Automation bias is tested with representative users, but human input quality is irrelevant
  • C. Automation bias affects the testing of AI-based systems that support users in their actions or decisions
  • D. When testing AI-based systems, automation bias does not play a role in supporting test activities such as boundary value analysis
Reveal Solution  Discussion  0

Correct Answer: C  πŸ—³οΈ

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Question #3

Which ONE of the following is a factor associated with the test data that can create challenges specific to testing AI based systems?

  • A. Obtaining appropriate data from users
  • B. Manual creation of test data
  • C. Obtaining data that has not been pre processed by the system under test
  • D. Obtaining data from public benchmark datasets
Reveal Solution  Discussion  0

Correct Answer: C  πŸ—³οΈ

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Question #4

"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 similarity between the training and testing data.
  • D. A lack of focus on non-functional requirements testing.
Reveal Solution  Discussion  0

Correct Answer: C  πŸ—³οΈ

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Question #5

Which statement regarding the use of training, validation, and test data sets is correct?
Choose ONE option (1 out of 4)

  • A. If only limited data is available, validation and test data sets can be combined in multiple ways during training.
  • B. Optimally, the data should be distributed equally between the training, validation, and test data sets.
  • C. The data in the test data set must be equivalent to the data in the training data sets and to the data in the validation data sets.
  • D. If limited data is available, it may be better to work without a separate test data set.
Reveal Solution  Discussion  0

Correct Answer: C  πŸ—³οΈ

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