AIF-C01 Question 26
Single answerA company needs to create a system that automatically grants or denies access to a secure facility based on a badge swipe. The system must ensure 100% accuracy because granting unauthorized access could lead to severe security breaches. Why might an AI/ML solution not be appropriate in this scenario?
- A
AI/ML solutions are not suitable for real-time decision-making tasks.
- B
AI/ML solutions cannot guarantee 100% accuracy, and this scenario requires absolute certainty.
- C
The cost of developing and deploying an AI/ML model is always prohibitively high.
- D
AI/ML solutions cannot process badge swipe data efficiently.
Show answer and explanation
Correct answer: B
Explanation
AI/ML solutions are based on probabilistic models and therefore cannot guarantee 100% accuracy. For critical applications like secure facility access, where mistakes can have severe consequences, rule-based systems or other deterministic approaches are better suited. This makes AI/ML not appropriate in this specific scenario.
- A. Incorrect.
AI/ML can be used in real-time decision-making tasks, but that is not the issue in this scenario.
- B. Correct.
AI/ML solutions rely on probabilistic models, which inherently cannot guarantee 100% accuracy. In scenarios requiring absolute certainty, rule-based systems are more appropriate.
- C. Incorrect.
While AI/ML solutions can be costly, the cost is not the primary concern in this scenario. The main issue is the need for guaranteed accuracy.
- D. Incorrect.
AI/ML is capable of efficiently processing badge swipe data. This is not a limitation of AI/ML in this scenario.