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ISTQB CT-AI Exam Overview:
| Certification Vendor: | ISTQB |
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| Exam Name: | ISTQB Certified Tester - AI Testing Exam |
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| Exam Number: | CT-AI |
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| Exam Price: | €180 - €250 (varies by region and provider) |
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| Certificate Validity Period: | Valid indefinitely (no expiration) |
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| Exam Format: | 1-2 points per question, Multiple-choice questions |
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| Exam Duration: | 60 (75 for non-native language) |
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| Available Languages: | Portuguese, Korean, French, Japanese, Chinese, Spanish, English, German |
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| Related Certifications: | ISTQB Certified Tester Testing with Generative AI (CT-GenAI) ISTQB Certified Tester Foundation Level (CTFL) |
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| Real Exam Qty: | 40 |
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| Passing Score: | 65% (29/44 points for v2.0; 31/47 points for v1.0) |
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| Recommended Training: | CT-AI Syllabus v2.0 ISTQB Accredited Training Providers |
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| Exam Registration: | iSQI Exam Registration Pearson VUE ISTQB Official Registration |
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| Sample Questions: | ISTQB CT-AI Sample Questions |
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| Exam Way: | Online remote proctored / Onsite test center |
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| Pre Condition: | Must hold ISTQB Certified Tester Foundation Level (CTFL) certification |
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| Official Syllabus URL: | https://istqb.org/certifications/certified-tester-ai-testing-ct-ai/ |
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| Topic | Details |
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| Topic 1 | - 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.
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| Topic 2 | - Using AI for Testing: In this section, the exam topics cover categorizing the AI technologies used in software testing.
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| 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.
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| Topic 4 | - 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.
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| Topic 5 | - 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.
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| 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.
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| Topic 7 | - 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.
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| Topic 8 | - 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.
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| Topic 9 | - Test Environments for AI-Based Systems: This section is about factors that differentiate the test environments for AI-based
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| Topic 10 | - systems from those required for conventional systems.
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ISTQB Certified Tester AI Testing Exam Sample Questions (Q60-Q65):
NEW QUESTION # 60
Which of the following is a dataset issue that can be resolved using pre-processing?
- A. Wanted outliers
- B. Numbers stored as strings
- C. Invalid data
- D. Insufficient data
Answer: B
Explanation:
The syllabus describes that data pre-processing includes cleaning (e.g., fixing or removing invalid data) and transforming data (e.g., changing data types such as numbers stored as strings).
"Transformation: The format of the given data is changed... converting categorical data into numerical data, changing image formats..." (Reference: ISTQB CT-AI Syllabus v1.0, Section 4.1.1, Page 34 of 99)
NEW QUESTION # 61
Which statement about the property of the test environment for an AI-based system is correct?
Choose ONE option (1 out of 4)
- A. The test environment for a self-learning AI system needs to adapt to and learn from the test object.
- B. The test environment for an AI-based multi-agent system needs to act deterministically.
- C. The test environment for an AI system may need to include tools that can explain the decisions of the test object.
- D. The test environment for an autonomous AI system needs to perform both test design and execution autonomously.
Answer: C
Explanation:
The ISTQB CT-AI syllabus (Section4.3 - Test Environments for AI Systems) describes that, unlike conventional software testing, testing AI systems may requirespecialized toolsfor analyzing and explaining the decisions of ML models. This includes visualization tools, explainability frameworks, and diagnostic utilities to understand why the AI made a certain prediction. Since AI decisions may be non-transparent, the test environment must supportexplainability, making OptionBcorrect.
Option A is incorrect: the syllabus does not state that an autonomous AI system requires an autonomous test environment. Option C is incorrect because test environments mustnot learn; they must remain stable to avoid unpredictable testing conditions. Option D is incorrect because multi-agent systems often involve stochastic interactions, and determinism is neither required nor realistic.
Thus,Option Bis the syllabus-accurate choice.
NEW QUESTION # 62
Which ONE of the following options describes a scenario of A/B testing the LEAST?
- A. A comparison of the performance of an ML system on two different input datasets.
- B. A comparison of two different offers in a recommendation system to decide on the more effective offer for same users.
- C. A comparison of two different websites for the same company to observe from a user acceptance perspective.
- D. A comparison of the performance of two different ML implementations on the same input data.
Answer: A
Explanation:
Option C describes comparing the performance of an ML system on two different input datasets.
This scenario focuses on the input data variation rather than the comparison of system versions or features, which is the essence of A/B testing. A/B testing typically involves a controlled experiment with two versions being tested under the same conditions, not different datasets.
NEW QUESTION # 63
Which of the following statements regarding experience-based testing for AI-based systems is correct?
- A. Tour refers to intuitive test case design for AI-based systems based on multiple, sequential test cases using systematically biased training data.
- B. Exploratory testing is often used for AI-based systems because there are often insufficient specifications or problems with the test oracle for AI-based systems.
- C. In checklist-based testing of AI-based systems, the existing test cases are dynamically adapted, for example based on metamorphic testing.
- D. Intuitive test case design for AI-based systems involves interactive, hypothesis-driven examination of data for correlations or developmental trends.
Answer: B
Explanation:
The ISTQB CT-AI syllabus explains inSection 4.4 - Experience-Based Testing for AI Systemsthat AI-based systems frequently suffer frominsufficient specifications, unpredictable model behavior, andtest oracle problems, especially when outputs depend on probabilistic or learned patterns.
The syllabus explicitly states thatexploratory testingis especially valuable in such contexts because it allows testers to investigate the system interactively, observe unexpected behavior, and evaluate system responses that cannot be fully predicted beforehand. Thus, Option C accurately reflects the role and justification of exploratory testing for AI systems.
NEW QUESTION # 64
You have been developing test automation for an e-commerce system. One of the problems you are seeing is that object recognition in the GUI is having frequent failures. You have determined this is because the developers are changing the identifiers when they make code updates. How could AI help make the automation more reliable?
- A. It could generate a model that will anticipate developer changes and pre-alter the test automation code accordingly.
- B. It could dynamically name the objects, altering the source code, so the object names will match the object names used in the automation.
- C. It could modify the automation code to ignore unrecognizable objects to avoid failures.
- D. It could identify the objects multiple ways and then determine the most commonly used and stable identification for each object.
Answer: D
Explanation:
The syllabus discusses using AI-based tools to reduce GUI test brittleness:
"AI can be used to reduce the brittleness of this approach, by employing AI-based tools to identify the correct objects using various criteria (e.g., XPath, label, id, class, X/Y coordinates), and to choose the historically most stable identification criteria."
NEW QUESTION # 65
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