Cross-Tenant Context Poisoning in Multi-Modal Enterprise RAG Pipelines
Adversaries exploiting multi-modal document parsers in shared retrieval pipelines can inject visually imperceptible prompt vectors that hijack responses rendered to other enterprise tenants.
Enterprise AI platforms indexing shared document repositories (contracts, Zendesk tickets, invoices) with multi-modal embeddings risk cross-tenant data leakage if vector similarity partitions lack cryptographic tenant filtering.