AI-Based Validation Results for the Automated Compliance Verification Framework with Prompt Engineering (Method 3)

These supplementary materials support a fully automated compliance verification framework leveraging prompt engineering and contextual reasoning to validate construction documents against regulatory requirements. This upload includes two parts: detailed AI-generated validation outputs for three representative samples of each construction quality document concrete mix design, concrete delivery docket, and concrete test reports and a summary of performance results based on requirement-level classification and confusion matrix analysis. These results correspond to the framework evaluated as Method 3 in the study.