Architecture context
LLM Retrieval Optimization Guide focuses on how to make websites and knowledge systems easier for AI models to parse, retrieve, and cite.
Technical guides are most useful when they map implementation choices to operating outcomes. This guide keeps that connection explicit.
Implementation checklist
- - use explicit factual statements and clean hierarchy
- - pair schema with crawlable semantic content
- - treat internal links as retrieval pathways
Reference architecture
| Layer | Goal | Implementation note |
|---|---|---|
| Interface | Create a clean user or API surface | Keep the contract explicit |
| Application | Own workflow logic and validation | Separate business rules from delivery plumbing |
| Operations | Observe, secure, and iterate | Treat runtime visibility as part of the product |
OHDR engineering lens
These guides focus on systems that can be implemented, documented, and improved in production.