What is Rozz.Site's architecture and its main components?

Question

Question

What is Rozz.Site's architecture and its main components?

Topic: AI Platform Capabilities

Accepted Answer

**ROZZ Architecture – overview**

ROZZ is built on two tightly‑integrated components that together form a “virtuous cycle” for AI‑powered on‑site search and content discovery.

|-----------|---------|----------|------------|

| **ROZZ Chatbot** | AI search widget embedded on your domain. | • Retrieval‑Augmented Generation (RAG) using Pinecone vector index.
• Semantic intent understanding (LLM + embedding).
• 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).
• llms.txt for AI crawler discovery.
• Canonical tags to preserve SEO. | Hosted at `rozz.yourdomain.com`; requires two DNS records and a single `llms.txt` file. |

**How it works**

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.

**Sources**

- [ROZZ — AI Search Infrastructure](https://rozz.site)

- [Why is Website Search Broken and How Can We Fix It?](https://rozz.site/qna/why-website-search-is-broken-and-how-to-fix-it.html)

- [Rozz Box Component API Reference](https://rozz.site/pages/rozz-chatbot-component-api-specs.html)