Check out our newest benchmark: SWE-sweep (<10% solved!)

Hover for details · Click a model to open it · Drag to zoom the x-axis · Shift-drag to pan · The line marks the Pareto frontier (best score per cost)

30 runs
# Model Score Cost Calls
1 Claude Opus 5.5 (xhigh) 99.9% $61.85 450 trace →
2 Muse Wonder Full 99.3% TBA 384 trace →
3 GPT 6 Astra (max) 98.6% $9.66 50 trace →
4 Muse Wonder (xhigh) 98.5% $37.60 311 trace →
5 Claude Opus 5 (xhigh) 97.5% $24.08 175 trace →
6 GPT-5.6 Sol (xhigh) 96.2% $7.23 41 trace →
7 Muse Spark 1.3 (max) 95.6% $4.85 289 trace →
8 Muse Spark 1.3 (xhigh) 93.6% $2.32 314 trace →
9 GPT 5.5 (xhigh) 92.8% $7.12 72 trace →
10 Gemini 3.7 Flash 89.4% $1.40 114 trace →
11 Gemini 3.5 Flash 88.8% $4.75 262 trace →
12 GPT 5.5 (high) 88.2% $2.38 29 trace →
13 Gemini 3.6 Flash 86.2% $3.86 142 trace →
14 Claude Opus 4.7 85.5% $3.56 92 trace →
15 Claude Opus 4.8 (xhigh) 84.0% $13.28 140 trace →
16 GPT-5.6 Sol 83.7% $1.29 21 trace →
17 Claude Opus 4.6 83.7% $14.48 363 trace →
18 Claude Sonnet 4.6 81.9% $18.69 503 trace →
19 Claude Opus 4.7 (xhigh) 81.1% $10.37 209 trace →
20 GPT 5.5 77.7% $0.78 15 trace →
21 GPT 5.4 67.2% $0.23 7 trace →
22 Gemini 3 Flash 65.9% $0.39 105 trace →
23 GLM-5.2 59.5% $18.54 187 trace →
24 Claude Haiku 4.5 47.3% $0.72 111 trace →
25 GPT 5.4 mini 33.2% $0.05 11 trace →
26 Muse Spark 1.1 (xhigh) 1.5% $0.49 180 trace →
27 Gemini 3.1 Pro 1.5% $1.38 113 trace →
28 GPT 5 mini 1.5% $0.06 31 trace →
29 Claude Fable 5.1 (xhigh) 0.0% $0.05 5 trace →
30 Muse Spark 1.2 (xhigh) 0.0% $3.78 376 trace →

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