# Gemini 3.1 Pro Preview vs Llama 3.1 405B Instruct

As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Llama 3.1 405B Instruct in 1 of 2 shared categories: Science.

Gemini 3.1 Pro Preview: $4.5 per 1M blended tokens.

Llama 3.1 405B Instruct: price per 1M tokens is unset in the catalog.

Gemini 3.1 Pro Preview: closed weights.

Llama 3.1 405B Instruct: open weights.

- Which to pick, General LLM: As of Oct 15, 2026, Llama 3.1 405B Instruct leads Gemini 3.1 Pro Preview in General LLM at #5 against #15.
- Which to pick, Science: As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Llama 3.1 405B Instruct in Science at #7 against #124.

As of Oct 15, 2026, Gemini 3.1 Pro Preview is state of the art on best per dollar in Math (since Oct 14, 2026; sources Humanity's Last Exam; methodology v1.0).

As of Oct 15, 2026, Llama 3.1 405B Instruct is a former state-of-the-art holder in General LLM (since Aug 28, 2024; sources LMArena Text (style-controlled, overall); methodology v1.0).