COMPEL Glossary / ai-security-architecture
AI Security Architecture
AI Security Architecture is the comprehensive design of security controls and defense mechanisms specifically tailored to the unique threat landscape of AI systems, covering model protection against extraction and poisoning, training data security, adversarial input defense, prompt injection prevention, API access control, supply chain security for AI components, and audit trail integrity.
What this means in practice
Traditional IT security architectures are insufficient for AI because AI systems introduce novel attack surfaces including model weights, training pipelines, and inference endpoints. For organizations deploying AI in production, a dedicated security architecture prevents breaches that could compromise model integrity, leak sensitive training data, or allow adversaries to manipulate AI outputs. In COMPEL, AI Security Architecture is addressed in Module 3.3, Article 5, as a core domain within the Technology pillar at the AITGP level.
Why it matters
Traditional IT security architectures are insufficient for AI because AI systems introduce novel attack surfaces including model weights, training pipelines, inference endpoints, and prompt injection vulnerabilities. Organizations that apply only conventional security controls to AI systems leave critical gaps that adversaries can exploit. A dedicated AI security architecture prevents breaches that could compromise model integrity, leak sensitive training data, or allow adversaries to manipulate AI outputs.
How COMPEL uses it
AI Security Architecture is addressed within the Technology pillar during both Calibrate (assessing current security posture) and Model (designing comprehensive security controls). During Produce, security architecture is implemented covering model protection, data security, adversarial defense, and audit trail integrity. The Evaluate stage tests security controls through vulnerability assessment and penetration testing, feeding findings back into the Learn stage for continuous security improvement.
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Related Terms
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