2025RAG Searchpublic

VexiaSearch

A RAG search system that turns PDFs into a cited conversational knowledge base with hybrid retrieval, reranking, and 100-page ingestion in under 30 seconds.

VexiaSearchrag search
hybrid retrievalrerankingpgvectorcited answers
owned

Ingestion pipeline, retrieval design, citation flow, vector storage, and conversational answer surface.

the hard part

Balancing ingestion speed, retrieval quality, citation accuracy, and conversational usefulness for long PDF sources.

the result

Ingests 100-page documents in under 30 seconds and answers with source-grounded citations.

stack

FastAPI, pgvector, OpenAI, Supabase, PyMuPDF