The introduction, adoption, and quick evolution of generative AI has raised multiple questions about implementing effective security architecture and the specific requirements for protecting all aspects of an AI environment as more and more organizations begin using this technology. Recent security reports on vulnerabilities that expose Large Language Model (LLM) components and jailbreaks for bypassing prompting restrictions have further shown the need for AI defenses. Luckily, while there are some unique challenges to protecting AI architectures, they still require the same security protections as any other enterprise application.