AI AGENT · RAG · PROJECT 04
Chat With Your Business
Any website becomes its own support agent in 60 seconds
The problem
Every small business answers the same twenty questions forever. The alternative — a chatbot — usually means either a rigid decision tree or a general AI that confidently invents opening hours.
What I built
Paste a website. The system reads the homepage and picks the most useful internal pages, turns them into grounded knowledge, and becomes that business's support agent in about a minute — answering only from their content, and saying so when it doesn't know.
How it works
- Crawls the homepage, ranks internal links by usefulness (about, services, pricing, FAQ, contact) and reads up to four pages within a strict character budget.
- Grounding is enforced in the system prompt: answer only from the supplied content, never invent prices or policies, and refer the visitor onward when the answer isn't there.
- Fully stateless — the knowledge travels with each request and nothing about the visited business is stored.
Stack
Cloudflare Pages FunctionsCustom crawler + extractionAnthropic / GeminiStateless RAG
What it proves
Retrieval-augmented generation with honesty designed in — the same engine powers the concierge on this portfolio.
Honest limitations
WHAT THIS DOESN'T DOReads up to four pages, so it knows what's public on the site and nothing more. A production install is trained on everything the business has.
Want something like this built?
Design, code, launch and growth — handled start to finish.
Book a free call