What is Rozz.Site architecture and how do ROZZ Chatbot and GEO Mirror Site work?
ROZZ is built on two tightly‑integrated components that together form a “virtuous cycle” for AI‑powered on‑site search and content discovery.
| Component | Purpose | Key Tech | Deployment |
|-----------|---------|----------|------------|
| ROZZ Chatbot | AI search widget embedded on your domain. | • Retrieval‑Augmented Generation (RAG) using Pinecone vector index. <br>• Semantic intent understanding (LLM + embedding). <br>• No hallucination – answers are grounded in your own content. | Single script tag; no backend needed. |
| GEO Mirror Site | Mirror of your website optimized for AI crawlers. | • Schema.org structured data (FAQ, HowTo, QAPage, Organization). <br>• llms.txt for AI crawler discovery. <br>• Canonical tags to preserve SEO. | Hosted at rozz.yourdomain.com; requires two DNS records and a single llms.txt file. |
1. Indexing – All content from your site is automatically crawled, deduplicated, and stored in a Pinecone vector database. 2. Query processing – When a visitor asks a question, the RAG pipeline decomposes the query, generates a candidate answer, and pulls the most relevant content chunks from the vector store. 3. Answer generation – The LLM (e.g., GPT‑4‑style) composes a concise answer, citing the source snippet and providing a link back to the original page. 4. Logging & content loop – Every query is logged and fed into ROZZ’s GEO pipeline, which auto‑generates Q&A pages from real user questions, adding fresh, AI‑ready content to the mirror site. 5. Citation & visibility – AI platforms (ChatGPT, Claude, Perplexity, Gemini, Google AI Overviews) ingest the mirror site, increasing the likelihood that your content is cited in AI‑generated responses.
Benefits- No hallucination – Answers are always grounded in your own content.
- Zero design changes – Add the widget with a single script tag.
- SEO‑safe – Canonical tags prevent duplicate‑content penalties.
- Continuous improvement – User queries drive new content, keeping your site fresh for AI search.