QSE Quantum Preparedness Assessment (QPA) is an interactive assessment tool that evaluates an organization's readiness against threats posed by quantum computing. The tool analyzes cryptography usage, data storage practices, and system architecture to identify vulnerabilities in digital infrastructure. The assessment uses an AI-powered system to scan technology stacks, including TLS certificates and data at rest, to detect classical cryptographic vulnerabilities such as RSA/ECC-based keys, unsalted entropy, static encryption mechanisms, and centralized infrastructure. Organizations complete a guided questionnaire that feeds into a quantum vulnerability model. Upon completion, the tool generates a Quantum Risk Score along with a detailed audit report. The report includes recommended migration paths to post-quantum cryptography (PQC), suggested libraries and frameworks, best practices, and strategic recommendations. Optional consultation with quantum security experts is available. The tool targets SaaS founders, chief governance officers, chief technology officers, enterprise security leaders, data compliance officers, DevSecOps engineers, and government and fintech IT leaders. A free assessment option is available to help organizations determine their current quantum readiness status and receive actionable guidance for securing their infrastructure against future quantum threats.