# Gemini 3.1 Pro Preview vs Muse Wonder

As of Oct 15, 2026, Gemini 3.1 Pro Preview leads Muse Wonder in 0 of 6 shared categories.

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

Muse Wonder: $8.000000000000002 per 1M blended tokens.

Gemini 3.1 Pro Preview: closed weights.

Muse Wonder: closed weights.

- Which to pick, General LLM: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in General LLM at #1 against #15.
- Which to pick, Reasoning: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Reasoning at #1 against #14.
- Which to pick, Coding › Web dev: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Coding › Web dev at #13 against #63.
- Which to pick, Long context: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Long context at #7 against #12.
- Which to pick, Vision: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Vision at #2 against #25.
- Which to pick, Factuality: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Factuality at #1 against #21.

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, Muse Wonder is leading, crown pending confirmation in General LLM (since Oct 15, 2026; sources LMArena Text (style-controlled, overall); methodology v1.0).