What is Model Evasion Attack in Applied AI?
An adversarial attack that crafts input designed to cause a deployed model to produce wrong output while appearing benign to a human reviewer. Includes adversarial examples for image classifiers, perturbed text for spam filters, and jailbreak prompts for LLM content filters. Named in the NIST AI 100-2 e2025 taxonomy.
Why Model Evasion Attack Matters for Your AI or Cybersecurity Career
Evasion is the most-studied adversarial-ML attack category. AI Security Engineers measure model robustness with adversarial test suites; AI Red Team Engineers design the attacks.
Related Applied AI Terms
An adversarial attack that crafts input designed to cause a deployed model to produce wrong output while appearing benign to a human reviewer. Includes adversarial examples for image classifiers, perturbed text for spam filters, and jailbreak prompts for LLM content filters. Named in the NIST AI 100-2 e2025 taxonomy.
Evasion is the most-studied adversarial-ML attack category. AI Security Engineers measure model robustness with adversarial test suites; AI Red Team Engineers design the attacks.
Sources
Definitions are original explanations written for career development purposes. For authoritative technical definitions, refer to NIST, ISO, or the relevant standards body.
Where to go next
Three next steps depending on where you are. The first two are free.
Free · 2 minutes
Start with the AI Risk Score
Two minutes. Tells you how exposed your current role is to AI automation and which defensive moves carry the best return.
Start the AI Risk Score →Paid program · $147-$597
Aligned course: Career Transition
Capstone reviewed by the founder, published rubric, Ed25519-signed verifiable credential on completion.
View the course →Free account
Save your results and track progress
A free account stores your assessments, recommendations, and an exportable copy of your Career DNA. No card needed.
Create your account →Get cybersecurity career insights delivered weekly
Join cybersecurity professionals receiving weekly intelligence on threats, job market trends, salary data, and career growth strategies.
By subscribing you agree to our privacy policy. Unsubscribe anytime.