Glasp is a social web highlighter and knowledge management platform that allows users to highlight and organize web content while connecting with others who have similar interests. By integrating AI-driven features, such as content summarization and personalized AI clones, Glasp aims to democratize access to knowledge and enhance user engagement. The platform utilizes advanced AI and ML techniques, including vector search with OpenAI embeddings and large language models, to manage and retrieve data efficiently. Pinecone, a key component in Glasp's infrastructure, provides fast and reliable data storage and retrieval, enabling personalized content recommendations and seamless user experiences. Pinecone's simplicity and performance have allowed Glasp to focus on innovation while reducing operational complexities. Looking forward, Glasp plans to expand its AI capabilities and integrate new features like voice cloning and blogging, with Pinecone continuing to support these developments by ensuring efficient data management.