Natural Language Query Refinement

via “query rewriting for improved retrieval”

Opiniated RAG for integrating GenAI in your apps 🧠 Focus on your product rather than the RAG. Easy integration in existing products with customisation! Any LLM: GPT4, Groq, Llama. Any Vectorstore: PGVector, Faiss. Any Files. Anyway you want.

Unique: Integrates query rewriting as a first-class pipeline step in the LangGraph workflow rather than an optional post-processing layer, ensuring all queries benefit from optimization before retrieval and enabling conditional routing based on rewrite confidence

vs others: More transparent than implicit query expansion in vector databases because the rewritten query is visible and debuggable, allowing developers to understand and tune retrieval behavior