#Chatbots

Diagram of the RAG retrieval loop: six stages split into an offline indexing pipeline (crawl, chunk, embed, store) and an online query pipeline (retrieve, generate), with the loop closing back to re-crawl when content changes

AI & Automation

The Retrieval Loop

What RAG actually does, stage by stage, traced through ChatBotAi — a real Laravel chatbot that crawls a website, indexes it, and answers questions from the retrieved paragraphs alone.

Md Nasir WahidAug 19, 20266 min read

Diagram of a business chatbot architecture: chat widget, AI understanding engine, knowledge base, business system integrations, and human handoff

AI & Automation

How Chatbots Actually Work on a Business Website (and How to Implement One)

A practical look at how AI chatbots understand visitors, pull in real business data, and know when to hand off to a human — plus a concrete implementation path for adding one to your site.

Md Nasir WahidAug 19, 20264 min read