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iSQI CT-AI Exam - Topic 2 Question 42 Discussion

Posted by Marva on Jul 21, 2026 at 03:24 AM

Which statement about testing levels for AI-based systems is correct?

Choose ONE option (1 out of 4)

Suggested Answer: C

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.


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12 comments · newest first
OL
Olene 1 month ago
I feel D is right. API tests are key for AI as a service.
GI
Gianna 1 month ago
I lean towards C. ML model testing is essential for performance.
VE
Verda 1 month ago
I think option A is correct. Input data testing is crucial.
ME
Melynda 2 months ago
I thought input data testing was more about data quality than just checking exchanges.
LO
Louisa 2 months ago
D) makes sense, API tests are a must for AI services!
TR
Tresa 2 months ago
Wait, isn't acceptance testing more about user needs than just explainability?
LO
Lorean 2 months ago
Totally agree, C) is crucial for ML performance!
TW
Twila 2 months ago
A) is all about data pipeline checks, right?
AS
Asha 2 months ago
I recall that system testing for AI services often includes API tests, so option D might be the right choice here.
DA
Daniela 3 months ago
I practiced a similar question about ML model testing, and I think it definitely focuses on performance criteria.
JO
Jolanda 3 months ago
I feel like acceptance testing is more about functional requirements rather than non-functional ones, but I could be wrong.
LE
Leila 3 months ago
I think I remember that input data testing is crucial, but I'm not entirely sure if it covers all system components.
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