Building QA and Security Checks for AI Document Parsers

An engineer tasked with defining quality assurance for internal AI applications found that PDF-parsing tools are vulnerable to hidden-text prompt injection attacks. To defend against these vectors, the author developed a set of mechanical checks referred to as judges, which use a Swiss cheese defense model to inspect formatting, text layers, and accessibility trees for hidden payloads. Open article →