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
Yes. Yes on Math (best per dollar). Not the overall leader.
Muse Wonder
Too new. Too new to call. The crown still needs confirming evidence.
| Category | Gemini 3.1 Pro Preview | Muse Wonder |
|---|---|---|
| General LLM | #15 · Was SOTA · General LLM Margin 10.204081632653057 LMArena leaderboard dataset · Oct 13, 2026 | #1 · Pending · General LLM Margin 0.6802721088435391 LMArena leaderboard dataset · Oct 13, 2026 |
| Reasoning | #14 · Was SOTA · Reasoning Margin 10.273972602739732 LMArena leaderboard dataset · Oct 13, 2026 | #1 · Pending · Reasoning Margin 0.6849315068493098 LMArena leaderboard dataset · Oct 13, 2026 |
| Math | #3 · Near-SOTA · Math Margin 4.444444444444443 Epoch AI benchmarking hub · Feb 19, 2026 | — |
| Science | #7 · #7 in Science Margin — Epoch AI benchmarking hub · Feb 19, 2026 | — |
| Coding | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 | #— · Not enough data Margin — LMArena leaderboard dataset · Oct 13, 2026 |
| Coding › Web dev | #58 · #58 in Coding › Web dev Margin 53.271028037383175 LMArena leaderboard dataset · Oct 13, 2026 | #12 · #12 in Coding › Web dev Margin 10.280373831775705 LMArena leaderboard dataset · Oct 13, 2026 |
| Long context | #12 · Was SOTA · Long context Margin 8.163265306122454 LMArena leaderboard dataset · Oct 13, 2026 | #7 · #7 in Long context Margin 4.761904761904745 LMArena leaderboard dataset · Oct 13, 2026 |
| Vision | #25 · Was SOTA · Vision Margin 68.42105263157896 Epoch AI benchmarking hub · Feb 19, 2026 | #2 · Pending · Vision Margin 7.89473684210526 Epoch AI benchmarking hub · Oct 12, 2026 |
| Factuality | #18 · #18 in Factuality Margin 14.179104477611943 LMArena leaderboard dataset · Oct 13, 2026 | #1 · Pending · Factuality Margin 1.492537313432834 LMArena leaderboard dataset · Oct 13, 2026 |
| Abstraction (ARC) | #2 · #2 in Abstraction (ARC) Margin — Epoch AI benchmarking hub · Feb 19, 2026 | — |
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.
General LLM: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in General LLM at #1 against #15.
Reasoning: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Reasoning at #1 against #14.
Coding › Web dev: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Coding › Web dev at #12 against #58.
Long context: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Long context at #7 against #12.
Vision: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Vision at #2 against #25.
Factuality: As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Factuality at #1 against #18.
Gemini 3.1 Pro Preview · Muse Wonder
Gemini 3.1 Pro Preview or 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 or Muse Wonder for General LLM?
As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in General LLM at #1 against #15.
Gemini 3.1 Pro Preview or Muse Wonder for Reasoning?
As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Reasoning at #1 against #14.
Gemini 3.1 Pro Preview or Muse Wonder for Coding › Web dev?
As of Oct 15, 2026, Muse Wonder leads Gemini 3.1 Pro Preview in Coding › Web dev at #12 against #58.