SpecVault

RAG-Powered Document Retrieval with Traceable Citations

RAGVector SearchpgvectorLLM

Tech Stack

Next.js 16 • React 19 • TypeScript • Supabase pgvector • Voyage AI • Groq • Vercel

<5sResponse Time
100%Cited Answers
$0Monthly Cost

Overview

RAG system with vector search and traceable citations from uploaded PDFs.

Problem

Domain experts spend hours searching through technical documents manually. Scattered documentation across systems leads to missed information and costly errors.

Solution

RAG-powered retrieval engine that ingests PDFs, generates embeddings, and returns precise answers with traceable [1] [2] citations pointing to exact documents and pages.

Architecture

PDF Upload → Text Extraction → Voyage AI Embeddings (1024d) → pgvector Search → Groq Llama 3.3 70B → Cited Answer

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