The document presents a novel approach named CADS (Collaborative Adaptive Data Sharing) that enhances the annotation of unstructured documents by leveraging both document content and user query workloads. This system aims to facilitate structured metadata generation during document creation, improving the accuracy and efficiency of information retrieval compared to traditional methods. Experimental results indicate a significant increase in document visibility and query satisfaction, with up to a 50% improvement in annotation effectiveness.