Enterprise Document Intelligence: RAG Question Parsing Strategy

The system dispatches question parsing using OpenAI gpt-4.1 family models, resolving keywords like name to person entities when documents are resumes, leveraging document profile data such as parsing_summary and semantic zones to improve retrieval accuracy by aligning user queries with document context. The audit meta block tracks activation decisions and broker-corpus interactions for transparency in parsing outcomes.