Docify – Research assistant that remembers and organizes all your reading

Summary: Docify is a research assistant that ingests diverse document formats, processes them through an 11-service retrieval-augmented generation (RAG) pipeline, and enables fast, accurate semantic and keyword search with citation verification. It balances local data privacy with AI capabilities by combining asynchronous embedding, hybrid search, multi-factor ranking, and context-aware prompt engineering.

What it does

Docify collects and deduplicates heterogeneous documents, converts them into vector embeddings asynchronously, and performs hybrid semantic and keyword search using reciprocal rank fusion. It ranks results with multiple factors, assembles context within token limits, and generates LLM responses with citation verification to reduce hallucinations.

Who it's for

It is designed for knowledge workers and researchers who manage large volumes of documents and need precise retrieval and synthesis without sacrificing data privacy.

Why it matters

Docify solves the challenge of efficiently retrieving and synthesizing large-scale research data while maintaining privacy and reducing AI hallucinations through citation grounding and multi-layered processing.