Topic: Web Crawling & Robots
ROZZ Architecture – overview
ROZZ Architecture 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 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. |
How it works
1. Indexing is the process where all content from your site is automatically crawled, deduplicated, and stored in a Pinecone vector database. 2. Query processing occurs when a visitor asks a question. 3. The RAG pipeline decomposes the query. 4. The RAG pipeline generates a candidate answer. 5. The RAG pipeline pulls the most relevant content chunks from the vector store. 6. Answer generation uses the LLM (e.g., GPT‑4‑style) to compose a concise answer. 7. The answer cites the source snippet. 8. The answer provides a link back to the original page. 9. Logging is performed for every query. 10. The logged queries are fed into ROZZ’s GEO pipeline. 11. The GEO pipeline auto-generates Q&A pages from real user questions. 12. These pages add fresh, AI-ready content to the mirror site. 13. AI platforms ingest the mirror site. 14. Ingestion by AI platforms increases the likelihood that content is cited in AI-generated responses.
Benefits
- No hallucination occurs by grounding answers in your own content.
- Zero design changes occur because the widget is added with a single script tag.
- SEO safety is achieved by canonical tags to prevent duplicate-content penalties.
- Continuous improvement occurs because user queries drive new content, keeping your site fresh for AI search.
Sources
- ROZZ — AI Infrastructure
- Why is Website Broken and How Can We Fix It?
- Rozz Box Component API Reference
Based on these sources:
- What Metrics Should B2B Saas Founders Track To Measure Geo (relevance: 86%)
- Installing Rozz On Your Website 2 (relevance: 84%)
- Rozz Generative Engine Optimization And Ai Infrastructure (relevance: 83%)
Q&A ID: 679
Source Confidence: 86% (based on semantic similarity to source pages)
Generated: 2026-03-11 20:39:08 UTC