Cyber Defense Advisors

AI Security Testing

AI Application Penetration Testing: Expanding Traditional Security Assessments

AI Application Penetration Testing: Expanding Traditional Security Assessments Traditional penetration testing remains an essential component of cybersecurity programs, but AI-powered applications introduce new risks that require specialized expertise. AI Penetration Testing combines traditional offensive security methodologies with AI-specific attack scenarios. How AI Applications Differ AI applications often include: LLM integrations External data sources Dynamic content […]

AI Security Testing

Model Extraction Attacks: Protecting Your AI Intellectual Property

Model Extraction Attacks: Protecting Your AI Intellectual Property AI models often represent significant investments in data, research, development, and business strategy. As AI becomes more valuable, attackers increasingly seek to steal or replicate proprietary models. Model Extraction Testing helps organizations evaluate the risk of unauthorized model replication. What Is Model Extraction? Model extraction occurs when […]

AI Security Testing

Securing AI APIs: The Overlooked Attack Surface

Securing AI APIs: The Overlooked Attack Surface Many AI applications rely on APIs to interact with models, databases, cloud services, and third-party platforms. Unfortunately, APIs remain one of the most frequently exploited components within modern architectures. AI API Security Testing helps organizations identify vulnerabilities before attackers can leverage them. Common AI API Risks Authentication Weaknesses […]

AI Security Testing

Understanding Adversarial Attacks Against AI Systems

Understanding Adversarial Attacks Against AI Systems Adversarial attacks are among the most concerning threats facing modern AI systems. These attacks intentionally manipulate model inputs to produce incorrect, unsafe, or unexpected outputs. As organizations increasingly depend on AI for business operations, understanding adversarial testing has become essential. What Is an Adversarial Attack? Adversarial attacks involve carefully […]

AI Security Testing

Why AI Security Testing Is Essential for Modern Organizations

Why AI Security Testing Is Essential for Modern Organizations Artificial Intelligence is transforming business operations, but it is also introducing new attack surfaces that traditional security programs were never designed to address. From large language models and AI-powered applications to machine learning pipelines and integrated data systems, organizations are deploying technologies that require specialized security […]

AI Security Testing