ISTQB CT-AI : Certified Tester AI Testing Exam

  • Exam Code: CT-AI
  • Exam Name: Certified Tester AI Testing Exam
  • Updated: Nov 06, 2026     Q & A: 162 Questions and Answers

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ISTQB CT-AI Exam Syllabus Topics:

TopicDetails
Topic 1
  • Using AI for Testing: In this section, the exam topics cover categorizing the AI technologies used in software testing.
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
  • Test Environments for AI-Based Systems: This section is about factors that differentiate the test environments for AI-based
Topic 4
  • 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 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
  • 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 7
  • 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 8
  • ML Functional Performance Metrics: In this section, the topics covered include how to calculate the ML functional performance metrics from a given set of confusion matrices.
Topic 9
  • 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 10
  • 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

Which ONE of the following options is a technology used to implement AI?

  • A. Genetic algorithms
  • B. Reinforcement learning
  • C. Classification
  • D. Autonomy
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #2

Which ONE of the following statements BEST describes a testing challenge that specifically applied to a self- learning system?

  • A. External data sources might be required to ensure that the system is unbiased
  • B. When systems change themselves the results of previously passing tests may change
  • C. In can be difficult to explain the link between test inputs and outputs
  • D. It is necessary to test whether the system will relinquish control to a human at the right time
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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Question #3

"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  🗳️

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Question #4

A company is using a spam filter to attempt to identify which emails should be marked as spam. Detection rules are created by the filter that causes a message to be classified as spam. An attacker wishes to have all messages internal to the company be classified as spam. So, the attacker sends messages with obvious red flags in the body of the email and modifies the "from" portion of the email to make it appear that the emails have been sent by company members. The testers plan to use exploratory data analysis (EDA) to detect the attack and use this information to prevent future adversarial attacks.
How could EDA be used to detect this attack?

  • A. EDA can detect and remove the false emails
  • B. EDA cannot be used to detect the attack
  • C. EDA can help detect the outlier emails from the real emails
  • D. EDA can restrict how many inputs can be provided by unique users
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #5

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

Correct Answer: D  🗳️

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