Lumitech
Product-Driven Custom Software Development for Growing Businesses and Enterprises.
How much does RAG development cost?
“The cost of developing a RAG depends on the amount of data, the complexity of integrations, and security requirements. A prototype can cost $10k-30k; an MVP – $30k-120k; and a full enterprise RAG implementation with audits and production infrastructure usually starts at $120k and up.”
在公司资料中查看How long does it take to build an enterprise RAG chatbot?
“A prototype can be implemented in 1-2 weeks, an MVP in 4-8 weeks. A full enterprise release, including security, integrations, and testing, usually takes 2-4 months.”
在公司资料中查看How do you implement retrieval-augmented generation (RAG)?
“RAG is implemented through data auditing, construction of ingestion pipelines, proper document segmentation, vector search implementation, and retrieval and generation setup with access control. The key is to ensure accuracy, source citations, and secure integration with the company's infrastructure.”
在公司资料中查看How to choose a vector database for RAG?
“The choice of vector database depends on data scale, performance requirements, role filtering, and deployment model (cloud or on-premises). For the enterprise, metadata filter support, stability, and scalability are important.”
在公司资料中查看What is the best RAG architecture for enterprise “chat over documents”?
“The optimal RAG architecture implementation services include hybrid search, retrieval-level access control, source citation, and full system observability. It is important that RAG development services & solutions are managed, auditable, and meets security requirements.”
在公司资料中查看