LLM Application Security

Harden chatbots, RAG pipelines, and AI features embedded in SaaS products against prompt injection, data leakage, abuse, and compliance violations.

When to Use

Apply this skill whenever you are building or operating:

• Customer-facing chatbots -- support bots, sales assistants, or any conversational UI backed by an LLM.
• RAG-augmented applications -- internal knowledge bases, document Q&A, or code assistants that retrieve context from a vector store before generating a response.
• AI features inside SaaS products -- summarization, auto-complete, content generation, or classification endpoints exposed to end users.
• Internal copilots -- developer tools, HR bots, or finance assistants that handle sensitive corporate data.
• Multi-tenant platforms -- any system where multiple customers share the same LLM infrastructure.

If your application sends user-controlled text to an LLM and returns the result, every section below applies.