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 Fable 5.1 (xhigh) 99.8% $117.62 284 trace →
2 Muse Wonder (xhigh) 98.8% $115.92 861 trace →
3 Claude Opus 5.5 (xhigh) 98.6% $47.08 371 trace →
4 Muse Wonder Full 98.1% TBA 515 trace →
5 Claude Opus 5 (xhigh) 97.7% $126.57 413 trace →
6 GPT 6 Astra (max) 97.5% $11.83 56 trace →
7 Muse Spark 1.3 (max) 92.0% $3.42 266 trace →
8 GPT 5.5 (xhigh) 84.0% $17.56 121 trace →
9 Claude Sonnet 4.6 79.7% $19.39 508 trace →
10 Muse Spark 1.3 (xhigh) 78.5% $1.17 213 trace →
11 Claude Opus 4.8 (xhigh) 78.0% $23.89 158 trace →
12 Muse Spark 1.2 (xhigh) 76.2% $0.38 120 trace →
13 GPT-5.6 Sol (xhigh) 75.9% $7.13 42 trace →
14 GLM-5.2 70.7% $20.64 271 trace →
15 GPT 5.5 (high) 70.5% $3.00 28 trace →
16 GPT-5.6 Sol 67.4% $1.04 15 trace →
17 Gemini 3.6 Flash 67.0% $5.01 184 trace →
18 Gemini 3.7 Flash 67.0% $1.11 151 trace →
19 GPT 5.5 66.0% $1.27 18 trace →
20 Claude Opus 4.7 (xhigh) 62.4% $6.75 168 trace →
21 Gemini 3.5 Flash 50.0% $4.23 146 trace →
22 Claude Opus 4.7 40.7% $2.47 75 trace →
23 GPT 5.4 35.5% $0.26 7 trace →
24 Gemini 3 Flash 35.1% $0.25 77 trace →
25 Gemini 3.1 Pro 29.7% $1.35 103 trace →
26 GPT 5 mini 27.7% $0.03 18 trace →
27 Claude Haiku 4.5 23.7% $0.88 118 trace →
28 Muse Spark 1.1 (xhigh) 2.3% $0.20 138 trace →
29 GPT 5.4 mini 0.2% $0.01 11 trace →
30 Claude Opus 4.6 0.0% $2.74 261 trace →

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