Open-source LLMs

Public-weight models (Llama, Mistral, Qwen, DeepSeek). They show up in company chat UIs you cannot see from the outside.

You cannot prompt-track every self-hosted model. You can still make the public web correct so RAG over the web isn’t garbage.

Crawler mix will differ.

Examples

An internal RAG bot over your docs plus the web. Your docs 404 for anonymous bots. The bot quotes a leaked PDF instead.

A Chinese lab known for strong open-ish models at lower cost. A real engine in some markets and in Reddex’s mix.

The big base models (GPT, Claude, Gemini, Llama, etc.) that products wrap.

Meta’s open-weight model family. It shows up inside company tools and Meta AI. You meet it as a wrapper, not a website.

Optimize for Llama? +

Optimize docs. Whoever hosts Llama will retrieve them.

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