CT-AI Question #154: Real Exam Question with Answer & Explanation

The correct answer is B. The test environment for an AI system may need to include tools that can explain the decisions of. The ISTQB CT-AI syllabus (Section4.3 - Test Environments for AI Systems) describes that, unlike conventional software testing, testing AI systems may require specialized toolsfor analyzing and explaining the decisions of ML models. This includes visualization tools, explainabilit

Question

Which statement about the property of the test environment for an AI-based system is correct?

Options

AThe test environment for an autonomous AI system needs to perform both test design and
BThe test environment for an AI system may need to include tools that can explain the decisions of
CThe test environment for a self-learning AI system needs to adapt to and learn from the test
DThe test environment for an AI-based multi-agent system needs to act deterministically.

Explanation

The ISTQB CT-AI syllabus (Section4.3 - Test Environments for AI Systems) describes that, unlike conventional software testing, testing AI systems may require specialized 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 Option B correct.

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