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
Kimi K3.1 Pro vs Muse Wonder Full: benchmark scores, pricing & comparison.
Side-by-side Kimi K3.1 Pro vs Muse Wonder Full 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: Kimi K3.1 Pro ranks higher (#4 vs #8); Muse Wonder Full wins 3 of 5 shared benchmarks.
Rank #4 vs #8AskClash overall scores 75.5 vs 70.7.
Pricing $2.00/$10.0 vs —/—Input and output token prices per 1M tokens when published.
Open Weight vs ProprietaryMoonshot AI vs Meta.
Kimi K3.1 Pro vs Muse Wonder Full benchmark comparison
Green cells highlight the winning model for each metric. Scores are cached from the AskClash LLM leaderboard snapshot.
| Metric | Kimi K3.1 Pro | Muse Wonder Full |
|---|---|---|
| Overall Score | 75.5 | 70.7 |
| Leaderboard Rank | #4 | #8 |
| HLE | 70.0 | 53.6 |
| GPQA | 94.2 | — |
| Terminal-Bench | 65.7 | 57.1 |
| DeepSWE | 75.5 | 79.0 |
| GDPval-AA | 1846.0 | 1857.1 |
| Finance Agent | 58.6 | 59.1 |
| CharXiv | 89.0 | — |
| MMMU-Pro | 84.1 | — |
| Input Price (per 1M tokens) | $2.00 | — |
| Output Price (per 1M tokens) | $10.0 | — |
| Context Window | 1M | 1M |
| Benchmarks Published | 9 | 8 |
Kimi K3.1 Pro vs Muse Wonder Full head-to-head charts
Kimi K3.1 Pro leads 3 and Muse Wonder Full leads 3 of 6 shared benchmarks. Charts show only benchmarks both models publish.
Kimi K3.1 ProMuse Wonder Full
Overall
HLE
Terminal-Bench
DeepSWE
GDPval-AA
Finance Agent
Kimi K3.1 Pro
Input$2.00
Output$10.0
Workload$4.00
Context1M
Muse Wonder Full
Input—
Output—
Workload—
Context1M
Workload = published cost of 1M input + 200K output tokens. Open the live leaderboard for interactive compare charts.
More Kimi K3.1 Pro and Muse Wonder Full comparisons
Explore how Kimi K3.1 Pro and Muse Wonder Full stack up against other top-ranked LLMs.
Claude Opus 5.5 vs Kimi K3.1 ProClaude Opus 5.5 vs Muse Wonder FullClaude Fable 5.1 vs Kimi K3.1 ProClaude Fable 5.1 vs Muse Wonder FullClaude Sonnet 5.5 vs Kimi K3.1 ProClaude Sonnet 5.5 vs Muse Wonder FullKimi K3.1 Pro vs Claude Opus 5Claude Opus 5 vs Muse Wonder FullKimi K3.1 Pro vs Claude Fable 5Claude Fable 5 vs Muse Wonder Full
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.