Exam CT-AI Topic 7 Question 81 Discussion

Actual exam question for ISTQB's CT-AI exam
Question #: 81
Topic #: 7

Which statement about testing levels for AI-based systems is correct?
Choose ONE option (1 out of 4)

A. Input data testing checks whether the inputs from the data pipeline are received by the model correctly and exchanged with all system components B. Acceptance testing checks non-functional requirements such as explainability C. ML model testing ensures that the relevant ML functional performance criteria are met D. If AI is offered as a service, system testing includes API tests of the service

Suggested Answer: C Vote an answer

Section4.3 - Test Levels for AI Systemsclearly defines ML model testing as the level at which testers evaluate whether an ML model fulfills itsfunctional performance criteria, including accuracy, precision, recall, F1, robustness, stability, and fairness. Therefore, Option C is the correct and syllabus-aligned statement.
Option A is incorrect because input data testing focuses onvalidity and correctness of data entering the model, not interactions with all system components. Option B is incorrect: acceptance testing in the syllabus focuses primarily onbusiness and stakeholder requirements, not specifically explainability. Explainability testing may occur at multiple levels depending on context. Option D is also incorrect because API testing belongs tointegration testing, not system testing, even when AI is consumed as a service.
Thus,Option Cis the only statement that precisely matches syllabus definitions.

by Warner at Feb 04, 2026, 10:21 PM

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