Common mistakes

Common mistakes — RAG document search: why chunking and metadata matter before the model

Mistakes to avoid and how to fix them

Understand how document boundaries, useful metadata and retrieval checks shape an AI assistant’s ability to find trustworthy information.

Common pitfalls

  • RAG
  • Document search
  • Embeddings
  • GenAI

Key lesson : A relevant answer starts with retrieving the right authorized passage, not merely choosing a larger language model.

Why Tuplify Studio?

Tuplify Studio builds document-search assistants with permission-aware retrieval, source references and evaluation workflows connected to your business knowledge.

TUPLIFY STUDIO

Ready to build?

Tuplify Studio turns these concepts into working software.

Discuss your project