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) 98.7% $63.77 385 trace →
2 Claude Fable 5.1 (xhigh) 98.1% $57.18 187 trace →
3 GPT 6 Astra (max) 97.7% $11.53 51 trace →
4 Muse Wonder (xhigh) 95.2% $32.01 270 trace →
5 Claude Opus 5 (xhigh) 94.7% $50.75 204 trace →
6 Muse Wonder Full 93.5% TBA 226 trace →
7 Muse Spark 1.3 (xhigh) 85.7% $1.47 192 trace →
8 GPT-5.6 Sol (xhigh) 85.1% $5.63 42 trace →
9 Muse Spark 1.3 (max) 81.8% $5.54 282 trace →
10 Claude Opus 4.8 (xhigh) 81.5% $23.23 148 trace →
11 Gemini 3.7 Flash 78.9% $1.18 89 trace →
12 GPT-5.6 Sol 76.5% $1.63 21 trace →
13 GPT 5.5 (xhigh) 76.2% $5.54 63 trace →
14 GPT 5.5 (high) 66.1% $4.34 50 trace →
15 Muse Spark 1.2 (xhigh) 44.8% $2.98 229 trace →
16 Claude Opus 4.7 43.1% $4.41 95 trace →
17 GPT 5.5 43.0% $1.02 14 trace →
18 GLM-5.2 41.6% $78.66 384 trace →
19 Claude Sonnet 4.6 34.2% $138.99 993 trace →
20 GPT 5.4 17.8% $0.20 13 trace →
21 Gemini 3.1 Pro 13.9% $0.80 64 trace →
22 GPT 5 mini 5.1% $0.02 16 trace →
23 GPT 5.4 mini 4.5% $0.20 265 trace →
24 Gemini 3 Flash 3.4% $0.17 112 trace →
25 Gemini 3.6 Flash 2.2% $2.84 147 trace →
26 Claude Opus 4.7 (xhigh) 2.2% $18.58 197 trace →
27 Muse Spark 1.1 (xhigh) 2.2% $0.95 200 trace →
28 Claude Haiku 4.5 2.2% $1.02 157 trace →
29 Gemini 3.5 Flash 1.6% $4.85 147 trace →
30 Claude Opus 4.6 0.0% $9.84 315 trace →

Click a row to replay how that model rebuilt this program, or the model name to open its full run