] CT-AI Learning Materials: Certified Tester AI Testing Exam - CT-AI Actual Lab Questions

ISTQB Certified Tester AI Testing : CT-AI

  • Exam Code: CT-AI
  • Exam Name: Certified Tester AI Testing Exam
  • Updated: Oct 12, 2026
  • Q & A: 162 Questions and Answers

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ISTQB CT-AI Exam Syllabus Topics:

TopicDetails
Topic 1
  • Test Environments for AI-Based Systems: This section is about factors that differentiate the test environments for AI-based
Topic 2
  • 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 3
  • 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 4
  • Using AI for Testing: In this section, the exam topics cover categorizing the AI technologies used in software testing.
Topic 5
  • Testing AI-Specific Quality Characteristics: In this section, the topics covered are about the challenges in testing created by the self-learning of AI-based systems.
Topic 6
  • 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.

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 represents a technology MOST TYPICALLY used to implement Al?
SELECT ONE OPTION

  • A. Case control structures
  • B. Procedural programming
  • C. Genetic algorithms
  • D. Search engines
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

Which ONE of the below statements BEST describes how combinatorial testing can be applied to AI based systems?

  • A. Each neuron can be treated as a parameter for pairwise tests
  • B. Combinatorial testing cannot yet be applied to AI
  • C. Two variants of the system can be used and compared
  • D. Inputs to the system and environment factors can be considered parameters for pairwise tests
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #3

Which of the following options BEST describes an example of reinforcement learning?

  • A. A financial system that chooses which stocks to buy regularly optimizes based on new changes in stock price to improve its performance.
  • B. An image recognition system regularly searches the internet to find new examples to add to its training data.
  • C. A house cleaning robot adjusts the path it takes on a daily basis based on the most efficient route and the amount of dirt it is able to remove.
  • D. A health warning system uses data from thousands of people to predict who is most likely to suffer from a particular health condition based on their behaviour.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #4

Which of the following is an example of overfitting?

  • A. The model is not able to generalize to accommodate new types of data
  • B. The model is missing relationships between the inputs and outputs
  • C. The model is too simplistic for the data
  • D. The model discards data it considers to be noise or outliers
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

A car insurance company is using a new AI service to reward defensive driving behavior among its policyholders. The driving behavior is recorded in a rating number (score).
The AI service determines this score from the following input values:
Reference speed v_max in km/h
Average speed v_mean in km/h
Average acceleration a_pos in m/s²
Average braking deceleration a_neg in m/s²
The more defensive the driving behavior is (slow driving, low acceleration, low braking deceleration), the higher is the score.
Three initial test cases (Test 1 to Test 3) are used for testing the AI service. In addition, new test cases A-D are proposed.

Which of the new tests is NOT a follow-up test case for metamorphic testing?
Choose ONE option! (1 out of 4)

  • A. Test D is not a follow-up test case.
  • B. Test A is not a follow-up test case.
  • C. Test B is not a follow-up test case.
  • D. Test C is not a follow-up test case.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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