There’s a secret about production RAG systems that nobody talks about: the hardest part isn’t building them — it’s keeping them updated.
Companies spend weeks curating documents, tuning embeddings, and perfecting their retrieval pipelines. Everything works beautifully at launch. Then reality hits. Prices change. Policies update. Products get renamed. Within weeks, the knowledge base is serving confidently wrong answers based on outdated information.