Tech Tag

RAG

Retrieval-augmented generation binding company data to LLM answers.

1Related services

1Related projects

About this tech

RAG retrieves your Knowledge Base content and feeds it to an LLM so Chatbot answers are sourced and accurate. We store embeddings in a Vector DB, layered with OpenAI API, Claude, Gemini, and API Integration to assemble production RAG flows.

Services

Services that apply this technology

LLM / RAG / API AI Workflow Integration & Automation Consulting

We help Hong Kong SMEs and enterprises evaluate, plan, and implement AI workflow integration across existing business systems. Scope includes use-case assessment, API integration, RAG knowledge bases, automation...

Projects

Projects that apply this technology

AI Integration / Web Application Development / Automation AI Customer Service Chatbot Integration for Hong Kong SMEs

Built an AI customer service chatbot platform for a Hong Kong insurance business, integrating OpenAI APIs and an internal knowledge base for bilingual support, human handoff, and conversation...

Hong Kong insurance brokerage

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