Model efficiency
Quality per dollar
Intelligence points per weighted inference dollar at public API prices.
Model economics
Quality per dollar
| # | Model | Points / $ | Input / 1M | Output / 1M | Context |
|---|---|---|---|---|---|
| 01 | InclusionaiLing 3.0 Flash | 382.86 | $0.02 | $0.06 | 262K |
| 02 | DeepseekDeepSeek V4 Flash 0731 | 308.73 | $0.04 | $0.13 | 1.0M |
| 03 | InclusionaiLing 3.1 Flash | 219.20 | $0.07 | $0.22 | 262K |
| 04 | InclusionaiLing 3.0 Flash VL | 164.00 | $0.06 | $0.18 | 131K |
| 05 | XiaomiMiMo-V2.6-Flash | 154.69 | $0.14 | $0.28 | 1.1M |
| 06 | DeepseekDeepSeek V4 Flash 0423 | 153.22 | $0.09 | $0.18 | 1.0M |
| 07 | UpstageSolar Mini 4 | 148.31 | $0.05 | $0.20 | 524K |
| 08 | OpenAIgpt-oss-20b | 138.89 | $0.02 | $0.09 | 131K |
| 09 | AnthropicClaude Haiku 5.5 | 108.50 | $0.10 | $0.50 | 1M |
| 10 | XiaomiMiMo-V2.5 | 104.68 | $0.12 | $0.24 | 1.1M |
| 11 | Z AiGLM 5.3 Flash | 101.33 | $0.15 | $0.50 | 1.0M |
| 12 | GoogleGemma 3 4B | 101.05 | $0.04 | $0.05 | 131K |
| 13 | InceptionMercury 2.5 | 100.41 | $0.04 | $0.15 | 260K |
| 14 | OpenAIGPT-6 Luna | 95.25 | $0.10 | $0.50 | 1.1M |
| 15 | MetaLlama 3.1 8B Instruct | 95.17 | $0.05 | $0.08 | 131K |
| 16 | MistralMistral Small 3 | 92.41 | $0.05 | $0.08 | 33K |
| 17 | GoogleGemma 4 26B A4B | 89.97 | $0.07 | $0.22 | 262K |
| 18 | MinimaxMiniMax M3.1 Flash | 87.59 | $0.15 | $0.60 | 1.0M |
| 19 | DeepseekDeepSeek V4 Pro 0423 | 83.20 | $0.21 | $0.42 | 1.0M |
| 20 | DeepseekDeepSeek V4.1 Flash 1017 | 81.03 | $0.15 | $0.60 | 1.0M |
| 21 | NvidiaNemotron 3.5 Lightning | 77.01 | $0.07 | $0.20 | 262K |
| 22 | StepfunStep 3.5 Flash | 68.00 | $0.10 | $0.30 | 262K |
| 23 | DeepseekDeepSeek V4 Flash Vision Exp | 64.56 | $0.22 | $0.65 | 1.0M |
| 24 | NvidiaNemotron 3.5 Super VL | 64.24 | $0.15 | $0.50 | 1.0M |
| 25 | XiaomiMiMo-V2.6-Pro | 60.82 | $0.43 | $0.87 | 1.1M |
| 26 | UpstageSolar Pro 4 | 57.85 | $0.15 | $0.60 | 524K |
| 27 | QwenQwen3.5-9B | 57.83 | $0.17 | $0.25 | 262K |
| 28 | Ibm GraniteGranite 4.0 Micro | 57.79 | $0.02 | $0.11 | 131K |
| 29 | DeepseekDeepSeek V3.2 | 55.84 | $0.28 | $0.42 | 164K |
| 30 | Ibm GraniteGranite 4.2 8B | 54.81 | $0.06 | $0.25 | 131K |
| 31 | AmazonNova Micro 1.0 | 51.87 | $0.04 | $0.14 | 128K |
| 32 | TencentHy3 preview | 51.11 | $0.18 | $0.60 | 262K |
| 33 | XiaomiMiMo-V2.5-Pro | 48.79 | $0.30 | $0.61 | 1.1M |
| 34 | MicrosoftPhi 4 | 48.16 | $0.07 | $0.14 | 16K |
| 35 | MistralMinistral 3 3B 2512 | 48.00 | $0.10 | $0.10 | 131K |
| 36 | Z AiGLM 4.7 Flash | 47.28 | $0.06 | $0.40 | 200K |
| 37 | NvidiaNemotron 3 Nano 30B A3B | 45.64 | $0.06 | $0.24 | 262K |
| 38 | DeepseekDeepSeek V3.2 Exp | 44.27 | $0.27 | $0.41 | 164K |
| 39 | QwenQwen3 Coder 30B A3B Instruct | 42.20 | $0.07 | $0.28 | 262K |
| 40 | GoogleGemma 4 31B | 42.00 | $0.20 | $0.40 | 262K |
| 41 | Z AiGLM 5.3 | 41.88 | $0.08 | $1.40 | 1.0M |
| 42 | OpenAIGPT-5 Nano | 41.60 | $0.05 | $0.40 | 400K |
| 43 | OpenAIGPT-5.6 Luna | 39.26 | $0.20 | $1.20 | 1.1M |
| 44 | MistralMinistral 3 8B 2512 | 36.67 | $0.15 | $0.15 | 262K |
| 45 | RekaaiReka Flash 3 | 36.57 | $0.10 | $0.20 | 66K |
| 46 | AmazonNova Lite 1.0 | 34.36 | $0.06 | $0.24 | 300K |
| 47 | DeepseekDeepSeek V4.1 Flash | 32.72 | $0.02 | $1.00 | 1.0M |
| 48 | GoogleGemini 2.5 Flash Lite | 32.00 | $0.10 | $0.40 | 1.0M |
| 49 | QwenQwen3 14B | 31.90 | $0.12 | $0.24 | 41K |
| 50 | QwenQwen3 32B | 31.74 | $0.08 | $0.28 | 131K |
| 51 | MetaLlama 3.2 1B Instruct | 30.48 | $0.03 | $0.20 | 60K |
| 52 | GoogleGemma 3 12B | 30.40 | $0.05 | $0.15 | 131K |
| 53 | QwenQwen3 30B A3B Instruct 2507 | 30.30 | $0.09 | $0.30 | 262K |
| 54 | MistralMinistral 3 14B 2512 | 30.00 | $0.20 | $0.20 | 262K |
| 55 | MinimaxMiniMax M3 | 29.95 | $0.30 | $1.20 | 1.0M |
| 56 | MetaLlama 3.3 70B Instruct | 29.06 | $0.10 | $0.32 | 131K |
| 57 | QwenQwen3 235B A22B Instruct 2507 | 27.59 | $0.09 | $0.55 | 262K |
| 58 | MetaLlama 4 Scout | 26.00 | $0.10 | $0.30 | 1.3M |
| 59 | ThinkingmachinesInkling Small | 25.38 | $0.45 | $1.20 | 524K |
| 60 | QwenQwen3.6 35B A3B | 24.68 | $0.10 | $0.95 | 262K |
| 61 | QwenQwen3.5-35B-A3B | 24.59 | $0.14 | $1.00 | 262K |
| 62 | QwenQwen3.7 Plus | 24.23 | $0.32 | $1.28 | 1M |
| 63 | OpenAIGPT-4.1 Nano | 24.00 | $0.10 | $0.40 | 1.0M |
| 64 | OpenAIgpt-oss-120b | 23.79 | $0.15 | $0.60 | 131K |
| 65 | MinimaxMiniMax M2.5 | 23.38 | $0.30 | $1.20 | 205K |
| 66 | MinimaxMiniMax M2.7 | 23.38 | $0.30 | $1.20 | 205K |
| 67 | MistralMistral Small 4 | 23.18 | $0.15 | $0.60 | 262K |
| 68 | MinimaxMiniMax M2 | 22.44 | $0.26 | $1.02 | 205K |
| 69 | MetaLlama 3.2 3B Instruct | 21.92 | $0.05 | $0.33 | 131K |
| 70 | DeepseekDeepSeek V4 Pro 0813 | 21.82 | $0.66 | $1.98 | 1.0M |
| 71 | MinimaxMiniMax M2.1 | 21.44 | $0.30 | $1.20 | 205K |
| 72 | StepfunStep 3.7 Flash | 21.37 | $0.20 | $1.15 | 262K |
| 73 | OpenAIGPT-5.4 Nano | 20.96 | $0.20 | $1.25 | 400K |
| 74 | QwenQwen2.5 72B Instruct | 19.74 | $0.36 | $0.40 | 33K |
| 75 | MeituanLongCat 2.0 | 19.59 | $0.30 | $1.20 | 1.0M |
| 76 | StepfunStep 5 Preview | 19.21 | $1.00 | $2.70 | 1.0M |
| 77 | QwenQwen3 30B A3B | 18.77 | $0.12 | $0.50 | 41K |
| 78 | LiquidLFM2.5-2.6B | 18.16 | $0.35 | $0.50 | 128K |
| 79 | DeepseekDeepSeek V3.1 Terminus | 18.10 | $0.27 | $1.00 | 164K |
| 80 | MetaMuse Glimmer 30B | 17.95 | $0.30 | $1.20 | 131K |
| 81 | DeepseekDeepSeek V3.1 | 17.68 | $0.25 | $0.95 | 164K |
| 82 | QwenQwen3.8 27B | 17.51 | $0.20 | $2.50 | 1M |
| 83 | QwenQwen3.6 Plus | 17.49 | $0.33 | $1.95 | 1M |
| 84 | GoogleGemma 3 27B | 17.35 | $0.08 | $0.35 | 131K |
| 85 | MetaLlama 4 Maverick | 17.34 | $0.19 | $0.65 | 524K |
| 86 | InceptionMercury 2 | 17.28 | $0.25 | $0.75 | 128K |
| 87 | Z AiGLM 4.5 Air | 16.57 | $0.13 | $0.85 | 131K |
| 88 | MetaLlama 3.1 70B Instruct | 16.50 | $0.40 | $0.40 | 131K |
| 89 | Arcee AiTrinity Large Thinking | 16.30 | $0.25 | $0.80 | 262K |
| 90 | QwenQwen3 VL 30B A3B Instruct | 16.21 | $0.15 | $0.60 | 262K |
| 91 | UpstageSolar Pro 3 | 16.00 | $0.15 | $0.60 | 131K |
| 92 | xAIGrok Build 0.1 | 15.54 | $1.00 | $2.00 | 256K |
| 93 | Z AiGLM 4.6V | 14.93 | $0.30 | $0.90 | 131K |
| 94 | QwenQwen3 Coder Next | 14.60 | $0.12 | $0.80 | 262K |
| 95 | QwenQwen3 Coder 480B A35B | 14.42 | $0.30 | $1.00 | 262K |
| 96 | OpenAIGPT-4o-mini | 13.74 | $0.15 | $0.60 | 128K |
| 97 | MetaMuse Spark 1.3 | 13.74 | $1.25 | $4.25 | 1.0M |
| 98 | Z AiGLM 4.7 | 13.70 | $0.54 | $1.98 | 205K |
| 99 | QwenQwen3.5-27B | 13.57 | $0.27 | $2.16 | 262K |
| 100 | GoogleGemini 3.7 Flash | 13.20 | $0.75 | $3.75 | 1.0M |