Donkit provides an automated context engineering platform that designs, experiments and deploys retrieval-augmented generation pipelines for enterprise AI teams. It targets heads of AI, principal AI engineers and developers who need reliable, production-grade RAG for internal assistants, agents and copilots. The Donkit RAG Ops agent runs hundreds of architecture experiments on an organization’s data, orchestrating document loading, chunking, embeddings, vector stores and evaluation, then recommends a tuned configuration that can be deployed to managed or self-hosted infrastructureץ