The document presents a novel approach for generating structured metadata during document creation, aimed at improving document annotation and query efficiency. It introduces the Collaborative Adaptive Data Sharing (CADS) platform, which uses both document content and user query workloads to prioritize the annotation process. Experimental results indicate that this method can enhance document visibility significantly, suggesting that leveraging query data is crucial for effective data annotation.