Next.js Stateless RAG (Retrieval-Augmented Generation)
A RAG implementation using Next.js App Router that combines AI conversation with knowledge retrieval from ChatBotKit datasets.
This example demonstrates Retrieval-Augmented Generation (RAG) with ChatBotKit datasets. RAG enhances AI responses by retrieving relevant information from a knowledge base before generating answers, improving accuracy and reducing hallucinations.
The architecture integrates ChatBotKit's dataset search capabilities with conversation completion. When a user asks a question, the system first searches the dataset for relevant information, then includes that context in the AI prompt to generate more informed responses.
This pattern is crucial for building AI applications that need to answer questions based on specific knowledge domains, documentation, or proprietary information.
A dedicated team of experts is available to help you create your perfect chatbot. Reach out via or chat for more information.