1 GPT-5.6 Sol 93% max $1.44 / task $5.00 $30.00 ▸ Variant Score Token budget Cost / task max 93% — $1.44 xhigh 90% — $1.04 high 85% — $0.740 medium 67% — $0.470 lowCheapest 43% — $0.320
2 GPT-5.5 85% xhigh $1.87 / task $5.00 $30.00 ▸ Variant Score Token budget Cost / task xhigh 85% — $1.87 high 83% — $1.45 medium 70% — $0.860 lowCheapest 33% — $0.350
3 GPT-5.5 Pro 85% high $10.51 / task n/a n/a ▸ Variant Score Token budget Cost / task highCheapest 85% — $10.51 xhigh 84% — $10.76
4 GPT-5.6 Terra 84% max $1.09 / task $2.50 $15.00 ▸ Variant Score Token budget Cost / task max 84% — $1.09 xhigh 74% — $0.690 high 67% — $0.550 medium 38% — $0.270 lowCheapest 19% — $0.170
5 GPT-5.4 Pro 83% xhigh $16.41 / task n/a n/a 6 Gemini 3.1 Pro Preview 77% $2.00 $12.00 7 Claude Opus 4.7 76% max $7.43 / task $5.00 $25.00 ▸ Variant Score Token budget Cost / task max 76% — $7.43 high 68% — $3.17 medium 68% — $2.96 lowCheapest 62% — $2.38
8 GPT-5.4 74% xhigh $1.52 / task $2.50 $15.00 ▸ Variant Score Token budget Cost / task xhigh 74% — $1.52 high 68% — $1.02 medium 55% — $0.680 lowCheapest 29% — $0.270
9 Claude Opus 4.8 72% high $2.74 / task $5.00 $25.00 ▸ Variant Score Token budget Cost / task high 72% — $2.74 medium 72% — $2.39 lowCheapest 62% — $1.68
10 Gemini 3.5 Flash 72% high $0.850 / task $1.50 $9.00 ▸ Variant Score Token budget Cost / task high 72% — $0.850 minimalCheapest 9% — $0.107
11 Claude Opus 4.6 69% high $3.47 / task $5.00 $25.00 ▸ Variant Score Token budget Cost / task high 69% 120K $3.47 max 69% 120K $3.64 medium 66% 120K $2.72 lowCheapest 65% 120K $2.25
12 Grok 4 20 Beta 0309 Reasoning 65% $2.00 $6.00 13 Claude Sonnet 4.6 60% high $2.70 / task $3.00 $15.00 ▸ Variant Score Token budget Cost / task highCheapest 60% — $2.70 max 58% — $2.72
14 GPT-5.6 Luna 60% max $0.670 / task $1.00 $6.00 ▸ Variant Score Token budget Cost / task max 60% — $0.670 xhigh 48% — $0.540 high 29% — $0.290 medium 7% — $0.110 lowCheapest 5% — $0.070
15 GPT-5.2 Pro 54% high $15.72 / task $21.00 $168.00 ▸ Variant Score Token budget Cost / task high 54% — $15.72 mediumCheapest 38% — $8.99
16 GPT 5.2 (2025-12-11) 53% xhigh $1.90 / task $1.75 $14.00 ▸ Variant Score Token budget Cost / task xhigh 53% — $1.90 high 43% — $1.39 medium 27% — $0.759 low 10% — $0.264 reasoning: falseCheapest 1% — $0.082
17 Gemini 3 Deep Think 45% n/a n/a 18 Claude Opus 4.5 (2025-11-01) 38% reasoning: true · thinking_budget: 64000 $2.40 / task $5.00 $25.00 ▸ Variant Score Token budget Cost / task reasoning: true · thinking_budget: 64000 38% 64K $2.40 reasoning: true · thinking_budget: 16000 23% 16K $0.790 reasoning: true · thinking_budget: 8000 14% 8K $0.480 reasoning: falseCheapest 8% — $0.220
19 Gemini 3 Flash Preview 34% high $0.231 / task $0.50 $3.00 ▸ Variant Score Token budget Cost / task high 34% — $0.231 medium 13% — $0.082 minimalCheapest 3% — $0.021 low 1% — $0.025
20 Gemini 3 Pro Preview 31% $2.00 $12.00 21 GLM 5.2 23% $1.40 $4.40 22 GPT-5.4 Mini 19% xhigh $0.750 / task $0.75 $4.50 ▸ Variant Score Token budget Cost / task xhigh 19% — $0.750 high 13% — $0.560 medium 4% — $0.330 lowCheapest 1% — $0.060
23 GPT 5.1 (2025-11-13) 18% high $1.17 / task $1.25 $10.00 ▸ Variant Score Token budget Cost / task high 18% — $1.17 medium 7% — $0.421 low 2% — $0.129 reasoning: falseCheapest 0% — $0.058
24 Grok 4 0709 16% $3.00 $15.00 25 Claude Sonnet 4.5 (2025-09-29) 14% reasoning: true · thinking_budget: 32000 $0.759 / task $3.00 $15.00 ▸ Variant Score Token budget Cost / task reasoning: true · thinking_budget: 32000 14% 32K $0.759 reasoning: true · thinking_budget: 8000 7% 8K $0.235 reasoning: true · thinking_budget: 16000 7% 16K $0.350 reasoning: true · thinking_budget: 1000 6% 1K $0.142 defaultCheapest 4% — $0.130
26 Kimi K2.5 12% $0.50 $2.80 27 GPT 5 (2025-08-07) 10% high $0.730 / task $1.25 $10.00 ▸ Variant Score Token budget Cost / task high 10% — $0.730 medium 7% — $0.449 low 2% — $0.190 minimalCheapest 0% — $0.056
28 Claude Opus 4 (2025-05-14) 9% reasoning: true · thinking_budget: 16000 $1.93 / task $15.00 $75.00 ▸ Variant Score Token budget Cost / task reasoning: true · thinking_budget: 16000 9% 16K $1.93 reasoning: true · thinking_budget: 8000 5% 8K $1.16 defaultCheapest 1% — $0.639 reasoning: true · thinking_budget: 1000 0% 1K $0.750
29 O3 (2025-04-16) 7% high $0.834 / task $2.00 $8.00 ▸ Variant Score Token budget Cost / task high 7% — $0.834 medium 3% — $0.479 lowCheapest 2% — $0.234
30 O4 Mini (2025-04-16) 6% high $0.856 / task $1.10 $4.40 ▸ Variant Score Token budget Cost / task high 6% — $0.856 medium 2% — $0.231 lowCheapest 2% — $0.050
31 Claude Sonnet 4 (2025-05-14) 6% reasoning: true · thinking_budget: 16000 $0.486 / task $3.00 $15.00 ▸ Variant Score Token budget Cost / task reasoning: true · thinking_budget: 16000 6% 16K $0.486 reasoning: true · thinking_budget: 8000 2% 8K $0.265 defaultCheapest 1% — $0.127 reasoning: true · thinking_budget: 1000 1% 1K $0.142
32 GPT-5.4 Nano 6% xhigh $0.160 / task $0.20 $1.25 ▸ Variant Score Token budget Cost / task xhigh 6% — $0.160 high 4% — $0.130 medium 2% — $0.060 lowCheapest 2% — $0.010
33 Grok 4 Fast Reasoning 5% $0.20 $0.50 34 Gemini 2.5 Pro 5% reasoning: true · thinking_budget: 32000 $0.757 / task $1.25 $10.00 ▸ Variant Score Token budget Cost / task reasoning: true · thinking_budget: 32000 5% 32K $0.757 reasoning: true · thinking_budget: 16000 4% 16K $0.715 reasoning: true · thinking_budget: 8000 3% 8K $0.444 reasoning: true · thinking_budget: 1000Cheapest 0% 1K $0.088
35 GLM 5 5% $0.80 $2.56 36 MiniMax M2.5 5% n/a n/a 37 O3 Pro 5% high $7.55 / task n/a n/a ▸ Variant Score Token budget Cost / task high 5% — $7.55 lowCheapest 2% — $2.23 medium 2% — $4.74
38 GPT 5 Mini (2025-08-07) 4% high $0.198 / task $0.25 $2.00 ▸ Variant Score Token budget Cost / task high 4% — $0.198 medium 4% — $0.063 minimalCheapest 2% — $0.009 low 1% — $0.019
39 DeepSeek V3.2 4% $0.27 $0.40 40 Claude Haiku 4.5 (2025-10-01) 4% reasoning: true · thinking_budget: 32000 $0.377 / task $1.00 $5.00 ▸ Variant Score Token budget Cost / task reasoning: true · thinking_budget: 32000 4% 32K $0.377 reasoning: true · thinking_budget: 16000 3% 16K $0.139 reasoning: true · thinking_budget: 8000 2% 8K $0.091 defaultCheapest 1% — $0.043 reasoning: true · thinking_budget: 1000 1% 1K $0.047
41 O3 Mini (2025-01-31) 3% high $0.547 / task $1.10 $4.40 ▸ Variant Score Token budget Cost / task high 3% — $0.547 medium 2% — $0.284 lowCheapest 0% — $0.062
42 GPT 5 Nano (2025-08-07) 3% high $0.029 / task $0.05 $0.40 ▸ Variant Score Token budget Cost / task high 3% — $0.029 medium 1% — $0.014 minimalCheapest 0% — $0.003 low 0% — $0.003
43 Gemini 2.0 Flash 1% $0.10 $0.40 44 R1 1% $1.35 $5.40 45 Qwen3 235B A22b Instruct 2507 1% $0.09 $0.58 46 R1 0528 1% $0.20 $0.25 47 Claude 3.7 Sonnet 1% reasoning: true · thinking_budget: 8000 $0.360 / task $3.00 $15.00 ▸ Variant Score Token budget Cost / task reasoning: true · thinking_budget: 8000 1% 8K $0.360 reasoning: true · thinking_budget: 16000 1% 16K $0.510 reasoning: true · thinking_budget: 1000 0% 1K $0.140 defaultCheapest 0% — $0.120
48 O1 Mini (2024-09-12) 1% $1.10 $4.40 49 GPT 4.5 Preview 1% $75.00 $150.00 50 Gemini 1.5 Pro (Sep) 1% n/a n/a 
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