BetterBee
Production-ready Multimodal RAG & Knowledge Platform.
Overview
BetterBee is a production-ready Multimodal Retrieval-Augmented Generation (RAG) platform that ingests, parses, and indexes multimodal data including PDFs, high-res images, DOCX documents, and source code. It features semantic search over vector stores, conversational memory, and streaming responses with precise citations.
Key features
Multimodal Document Ingestion
Supports end-to-end extraction and parsing of PDFs, images, DOCX files, and code repositories.
Hybrid Retrieval & Reranking
Combines Ollama embeddings with pgvector dense search, keyword matching, and cross-encoder reranking.
Streaming APIs & Source Citations
FastAPI backend with streaming token responses, conversational memory buffers, and verified source citations.
Containerized Architecture
Fully Dockerized pipeline enabling reliable local and cloud microservice deployment.