Elo
850 900 950 1000 1050 1100 1150
850 900 950 1000 1050 1100 1150 Elo
Claude Opus 5.5 Claude Opus 5.5 Claude Opus 5.5 Claude Opus 5.5
Claude Opus 5.5
Elo 1078 +49/−52 · rank 1
Mean: $2.83 per task
Claude Fable 5.1 Claude Fable 5.1 Claude Fable 5.1 Claude Fable 5.1
Claude Fable 5.1
Elo 1044 +49/−54 · rank 2
Mean: $7.03 per task
GPT-6 Astra GPT-6 Astra GPT-6 Astra GPT-6 Astra
GPT-6 Astra
Elo 1015 +71/−72 · rank 3
Mean: $10.10 per task
Kimi K3.1 Pro Kimi K3.1 Pro Kimi K3.1 Pro Kimi K3.1 Pro
Kimi K3.1 Pro
Elo 1003 +59/−62 · rank 4
Mean: $1.00 per task
DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017
DeepSeek V4.1 Flash 1017
Elo 1001 +48/−52 · rank 5
Mean: $0.20 per task
MiMo-V2.6 Flash MiMo-V2.6 Flash MiMo-V2.6 Flash MiMo-V2.6 Flash
MiMo-V2.6 Flash
Elo 997 +52/−56 · rank 6
Mean: $0.06 per task
Muse Wonder Muse Wonder Muse Wonder Muse Wonder
Muse Wonder
Elo 981 +47/−51 · rank 7
Mean: $3.09 per task
GPT-6.1 Sol GPT-6.1 Sol GPT-6.1 Sol GPT-6.1 Sol
GPT-6.1 Sol
Elo 974 +56/−60 · rank 8
Mean: $3.06 per task
Qwen 3.8 Max Qwen 3.8 Max Qwen 3.8 Max Qwen 3.8 Max
Qwen 3.8 Max
Elo 972 +45/−50 · rank 9
Mean: $1.39 per task
Gemini 4 Argon Gemini 4 Argon Gemini 4 Argon Gemini 4 Argon
Gemini 4 Argon
Elo 953 +48/−52 · rank 10
Mean: $1.35 per task
Grok 4.7 Grok 4.7 Grok 4.7 Grok 4.7
Grok 4.7
Elo 940 +46/−51 · rank 11
Mean: $2.89 per task
$0.03 $0.10 $0.30 $1 $3 $10 $30 Mean cost per task, log scale · cheaper →
Pareto-optimal model Elo Mean cost
Elo
850 900 950 1000 1050 1100 1150
850 900 950 1000 1050 1100 1150 Elo
Claude Opus 5.5 Claude Opus 5.5 Claude Opus 5.5 Claude Opus 5.5
Claude Opus 5.5
Elo 1078 +49/−52 · rank 1
Mean: 10.8 min per task
Claude Fable 5.1 Claude Fable 5.1 Claude Fable 5.1 Claude Fable 5.1
Claude Fable 5.1
Elo 1044 +49/−54 · rank 2
Mean: 9.0 min per task
GPT-6 Astra GPT-6 Astra GPT-6 Astra GPT-6 Astra
GPT-6 Astra
Elo 1015 +71/−72 · rank 3
Mean: 12.4 min per task
Kimi K3.1 Pro Kimi K3.1 Pro Kimi K3.1 Pro Kimi K3.1 Pro
Kimi K3.1 Pro
Elo 1003 +59/−62 · rank 4
Mean: 16.1 min per task
DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017 DeepSeek V4.1 Flash 1017
DeepSeek V4.1 Flash 1017
Elo 1001 +48/−52 · rank 5
Mean: 13.9 min per task
MiMo-V2.6 Flash MiMo-V2.6 Flash MiMo-V2.6 Flash MiMo-V2.6 Flash
MiMo-V2.6 Flash
Elo 997 +52/−56 · rank 6
Mean: 16.2 min per task
Muse Wonder Muse Wonder Muse Wonder Muse Wonder
Muse Wonder
Elo 981 +47/−51 · rank 7
Mean: 9.4 min per task
GPT-6.1 Sol GPT-6.1 Sol GPT-6.1 Sol GPT-6.1 Sol
GPT-6.1 Sol
Elo 974 +56/−60 · rank 8
Mean: 23.2 min per task
Qwen 3.8 Max Qwen 3.8 Max Qwen 3.8 Max Qwen 3.8 Max
Qwen 3.8 Max
Elo 972 +45/−50 · rank 9
Mean: 22.5 min per task
Gemini 4 Argon Gemini 4 Argon Gemini 4 Argon Gemini 4 Argon
Gemini 4 Argon
Elo 953 +48/−52 · rank 10
Mean: 11.9 min per task
Grok 4.7 Grok 4.7 Grok 4.7 Grok 4.7
Grok 4.7
Elo 940 +46/−51 · rank 11
Mean: 12.8 min per task
20 min 15 min 10 min Mean time per task, minutes · log scale · faster →
Pareto-optimal model Elo Mean time