Analysis
AI-Powered Advertising Systems Security - OWASP Cheat Sheet Series
Publication date unknown · Discovered owasp.org
Page published
Publication date unknown · First observed: 11 Oct 2026
Coverage timeline
Single-source analysis — one report is available.
Why it matters
OWASP's cheat sheet gives defenders of AI-driven ad platforms a concrete controls checklist for consent gating, model supply-chain integrity, and inference-abuse risks where the AI itself is the attack surface.
The OWASP Cheat Sheet Series entry on AI-Powered Advertising Systems Security is a reference checklist of ad-tech-specific controls to keep AI models (classical ML, LLMs, and VLMs) on the live serving path from becoming an attack surface. It catalogs threats, verification evidence, and runtime signals across programmatic, search, retail media, CTV/OTT, and DOOH ad-serving modes, and references the OWASP LLM Top 10 and model-transparency tooling.