Table of Contents (2 sections)
Generic LLM chatbots frequently give inaccurate or outdated answers when asked about specific company prices, services, or internal workflows. Grounding solves this by confining answers strictly to authoritative business documents.
Our RAG Architecture Workflow
When a user sends a query to the chatbot on your site:
- The query is embedded into a high-dimensional vector representation.
- A vector database retrieves the top matching knowledge snippets from your CMS database.
- The system prompt instructs the model: "Answer strictly based on the following verified database context. If unknown, state that clearly."
Real-World Enterprise Applications
We deploy grounded AI chatbots for Automated Lead Qualification, Customer Support Assistants, Internal Knowledge Base Search, and Interactive ERP Helpdesks.