Benchmark scores
Higher is better for all benchmark scores (SWE-bench, GPQA, HLE, Terminal-Bench, etc.). Green marks the model with the higher score.
LLM Comparison
Muse Wonder vs Gemini 3.1 Pro: benchmark scores, pricing & comparison.
Side-by-side Muse Wonder vs Gemini 3.1 Pro comparison across SWE-bench, GPQA, HLE, Terminal-Bench, coding agent scores, token pricing, context window, and AskClash RWT. Green marks the winner on each benchmark.
Verdict: Muse Wonder ranks higher (#11 vs #46) and wins 3 of 4 shared benchmarks; Gemini 3.1 Pro costs less ($2.00/$12.0 vs $4.00/$20.0 per 1M tokens).
Rank #11 vs #46AskClash overall scores 64.7 vs 40.6.
Pricing $4.00/$20.0 vs $2.00/$12.0Input and output token prices per 1M tokens when published.
Proprietary vs ProprietaryMeta vs Google.
Muse Wonder vs Gemini 3.1 Pro benchmark comparison
Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.
| Metric | Muse Wonder | Gemini 3.1 Pro |
|---|---|---|
| Overall Score | 64.7 | 40.6 |
| Leaderboard Rank | #11 | #46 |
| ACB | 62.3 | — |
| HLE | 50.1 | 51.4 |
| GPQA | — | 94.3 |
| SWE-bench | — | 80.6 |
| SWE-Pro | — | 54.2 |
| Terminal-Bench | 52.0 | — |
| DeepSWE | 78.8 | 11.7 |
| GDPval-AA | 1770.3 | 1317.0 |
| MCP Atlas | — | 69.2 |
| Finance Agent | 56.6 | 43.0 |
| CharXiv | — | 80.2 |
| MMMU-Pro | — | 83.9 |
| ARC-AGI 2 | — | 77.1 |
| Tau2 | — | 99.3 |
| MRCR | — | 84.9 |
| Input Price (per 1M tokens) | $4.00 | $2.00 |
| Output Price (per 1M tokens) | $20.0 | $12.0 |
| Context Window | 1M | 1M |
| Benchmarks Published | 9 | 10 |
Muse Wonder vs Gemini 3.1 Pro head-to-head charts
Muse Wonder leads 4 and Gemini 3.1 Pro leads 1 of 5 shared benchmarks. Gemini 3.1 Pro is cheaper on a defined 1M-input / 200K-output workload. Charts show only benchmarks both models publish.
Muse WonderGemini 3.1 Pro
Overall
HLE
DeepSWE
GDPval-AA
Finance Agent
Muse Wonder
Input$4.00
Output$20.0
Workload$8.00
Context1M
Gemini 3.1 Pro
Input$2.00
Output$12.0
Workload$4.40
Context1M
Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.
More Muse Wonder and Gemini 3.1 Pro comparisons
Explore how Muse Wonder and Gemini 3.1 Pro stack up against other top-ranked LLMs.
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How to read this comparison
Token pricing
Lower is better for input and output prices. Green marks the cheaper model per 1M tokens.
Coverage matters
Models with fewer disclosed benchmark cells may have inflated percentile scores. Check the benchmark cell count for context.
This comparison page is generated from the AskClash LLM leaderboard cache. Open the live leaderboard for real-time scores and interactive filtering.