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AAISM · Question #250

Which of the following is MOST important for an organization to consider when implementing a preventive security safeguard into a new AI product?

The correct answer is A. Input sanitization. AAISM materials emphasize that the most effective preventive safeguard is to ensure input sanitization. Preventive controls stop malicious or malformed inputs from reaching the model in the first place, thereby reducing the likelihood of prompt injection, evasion, or poisoning…

AI Security Design and Implementation

Question

Which of the following is MOST important for an organization to consider when implementing a preventive security safeguard into a new AI product?

Options

  • AInput sanitization
  • BModel output monitoring
  • CPenetration testing
  • DDifferential privacy

How the community answered

(20 responses)
  • A
    75% (15)
  • B
    5% (1)
  • C
    10% (2)
  • D
    10% (2)

Explanation

AAISM materials emphasize that the most effective preventive safeguard is to ensure input sanitization. Preventive controls stop malicious or malformed inputs from reaching the model in the first place, thereby reducing the likelihood of prompt injection, evasion, or poisoning at inference time. Model output monitoring is a detective control, not preventive. Penetration testing is an assessment technique rather than a safeguard. Differential privacy protects data privacy but does not prevent adversarial input manipulation. Therefore, the most important preventive safeguard in a new AI product is robust input sanitization.

Topics

#Input sanitization#Preventive controls#AI security implementation#Data validation

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