Building production-ready retrieval-augmented generation (RAG) systems can be complex, time-consuming, and often requires months of engineering effort. Developers and enterprises struggle to ingest diverse data sources, structure content for semantic search, and maintain accurate, verifiable answers. Enhancements to DigitalOcean Gradient™ AI Knowledge Bases , now in public preview , are designed to solve this problem.