General AI Applications

Multi-Document Research Assistant

Build a comprehensive research assistant that can process multiple document types (PDF, DOCX, TXT), create embeddings using UltraSafe, store them in Qdrant vector database, and perform intelligent cross-document analysis. Features include document upload, semantic search, source attribution, and synthesis of information across multiple documents.

API Endpoints Used:

/v1/embed/embeddings/v2/chat/completions