Model efficiency
Context per dollar
Usable context capacity relative to published input-token pricing.
Context economics
Context per dollar
| # | Model | M ctx / $ | Input / 1M | Output / 1M | Context |
|---|---|---|---|---|---|
| 01 | DeepseekDeepSeek V4.1 Flash | 52.43 | $0.02 | $1.00 | 1.0M |
| 02 | Z AiGLM 5.2 | 30.75 | $0.03 | $7.00 | 1.0M |
| 03 | DeepseekDeepSeek V4 Flash 0731 | 23.60 | $0.04 | $0.13 | 1.0M |
| 04 | Z AiGLM 5.3 | 13.27 | $0.08 | $1.40 | 1.0M |
| 05 | MetaLlama 4 Scout | 13.11 | $0.10 | $0.30 | 1.3M |
| 06 | InclusionaiLing 3.0 Flash | 12.48 | $0.02 | $0.06 | 262K |
| 07 | DeepseekDeepSeek V4 Flash 0423 | 11.52 | $0.09 | $0.18 | 1.0M |
| 08 | OpenAIGPT-6 Luna | 10.50 | $0.10 | $0.50 | 1.1M |
| 09 | UpstageSolar Mini 4 | 10.49 | $0.05 | $0.20 | 524K |
| 10 | GoogleGemini 2.5 Flash Lite | 10.49 | $0.10 | $0.40 | 1.0M |
| 11 | OpenAIGPT-4.1 Nano | 10.48 | $0.10 | $0.40 | 1.0M |
| 12 | AnthropicClaude Haiku 5.5 | 10.00 | $0.10 | $0.50 | 1M |
| 13 | XiaomiMiMo-V2.5 | 8.82 | $0.12 | $0.24 | 1.1M |
| 14 | OpenAIGPT-5 Nano | 8.00 | $0.05 | $0.40 | 400K |
| 15 | Ibm GraniteGranite 4.0 Micro | 7.71 | $0.02 | $0.11 | 131K |
| 16 | XiaomiMiMo-V2.6-Flash | 7.50 | $0.14 | $0.28 | 1.1M |
| 17 | OpenAIgpt-oss-20b | 7.28 | $0.02 | $0.09 | 131K |
| 18 | MinimaxMiniMax M3.1 Flash | 6.99 | $0.15 | $0.60 | 1.0M |
| 19 | Z AiGLM 5.3 Flash | 6.99 | $0.15 | $0.50 | 1.0M |
| 20 | DeepseekDeepSeek V4.1 Flash 1017 | 6.99 | $0.15 | $0.60 | 1.0M |
| 21 | NvidiaNemotron 3.5 Super VL | 6.99 | $0.15 | $0.50 | 1.0M |
| 22 | InceptionMercury 2.5 | 6.50 | $0.04 | $0.15 | 260K |
| 23 | OpenAIGPT-5.6 Luna | 5.25 | $0.20 | $1.20 | 1.1M |
| 24 | DeepseekDeepSeek V4 Pro 0423 | 5.02 | $0.21 | $0.42 | 1.0M |
| 25 | QwenQwen3.8 27B | 5.00 | $0.20 | $2.50 | 1M |
| 26 | AmazonNova Lite 1.0 | 5.00 | $0.06 | $0.24 | 300K |
| 27 | DeepseekDeepSeek V4 Flash Vision Exp | 4.86 | $0.22 | $0.65 | 1.0M |
| 28 | Moonshot AIKimi K3 | 4.39 | $0.24 | $11 | 1.0M |
| 29 | NvidiaNemotron 3 Nano 30B A3B | 4.37 | $0.06 | $0.24 | 262K |
| 30 | GoogleGemini 3.1 Flash Lite Preview | 4.19 | $0.25 | $1.50 | 1.0M |
| 31 | GoogleGemma 4 26B A4B | 3.88 | $0.07 | $0.22 | 262K |
| 32 | NvidiaNemotron 3.5 Lightning | 3.74 | $0.07 | $0.20 | 262K |
| 33 | QwenQwen3 Coder 30B A3B Instruct | 3.74 | $0.07 | $0.28 | 262K |
| 34 | AmazonNova Micro 1.0 | 3.66 | $0.04 | $0.14 | 128K |
| 35 | MeituanLongCat 2.0 | 3.50 | $0.30 | $1.20 | 1.0M |
| 36 | InclusionaiLing 3.1 Flash | 3.50 | $0.07 | $0.22 | 262K |
| 37 | MinimaxMiniMax M3 | 3.50 | $0.30 | $1.20 | 1.0M |
| 38 | UpstageSolar Pro 4 | 3.50 | $0.15 | $0.60 | 524K |
| 39 | GoogleGemini 3.5 Flash Lite | 3.50 | $0.30 | $2.50 | 1.0M |
| 40 | GoogleGemini 2.5 Flash | 3.50 | $0.30 | $2.50 | 1.0M |
| 41 | XiaomiMiMo-V2.5-Pro | 3.45 | $0.30 | $0.61 | 1.1M |
| 42 | AmazonNova 2 Lite | 3.33 | $0.30 | $2.50 | 1M |
| 43 | Z AiGLM 4.7 Flash | 3.31 | $0.06 | $0.40 | 200K |
| 44 | GoogleGemma 3 4B | 3.28 | $0.04 | $0.05 | 131K |
| 45 | QwenQwen3.7 Plus | 3.13 | $0.32 | $1.28 | 1M |
| 46 | QwenQwen3.6 Plus | 3.08 | $0.33 | $1.95 | 1M |
| 47 | QwenQwen3 235B A22B Instruct 2507 | 2.91 | $0.09 | $0.55 | 262K |
| 48 | QwenQwen3 Next 80B A3B Instruct | 2.91 | $0.09 | $1.10 | 262K |
| 49 | QwenQwen3 30B A3B Instruct 2507 | 2.91 | $0.09 | $0.30 | 262K |
| 50 | MetaLlama 4 Maverick | 2.80 | $0.19 | $0.65 | 524K |
| 51 | QwenQwen3.6 35B A3B | 2.62 | $0.10 | $0.95 | 262K |
| 52 | StepfunStep 3.5 Flash | 2.62 | $0.10 | $0.30 | 262K |
| 53 | MetaLlama 3.1 8B Instruct | 2.62 | $0.05 | $0.08 | 131K |
| 54 | MetaLlama 3.2 3B Instruct | 2.62 | $0.05 | $0.33 | 131K |
| 55 | GoogleGemma 3 12B | 2.62 | $0.05 | $0.15 | 131K |
| 56 | OpenAIGPT-4.1 Mini | 2.62 | $0.40 | $1.60 | 1.0M |
| 57 | XiaomiMiMo-V2.6-Pro | 2.41 | $0.43 | $0.87 | 1.1M |
| 58 | MetaLlama 3.2 1B Instruct | 2.22 | $0.03 | $0.20 | 60K |
| 59 | InclusionaiLing 3.0 Flash VL | 2.18 | $0.06 | $0.18 | 131K |
| 60 | Ibm GraniteGranite 4.2 8B | 2.18 | $0.06 | $0.25 | 131K |
| 61 | QwenQwen3 Coder Next | 2.18 | $0.12 | $0.80 | 262K |
| 62 | GoogleGemini 3 Flash Preview | 2.10 | $0.50 | $3.00 | 1.0M |
| 63 | OpenAIGPT-5.4 Nano | 2.00 | $0.20 | $1.25 | 400K |
| 64 | QwenQwen3.5-35B-A3B | 1.87 | $0.14 | $1.00 | 262K |
| 65 | MinimaxMiniMax M1 | 1.82 | $0.55 | $2.20 | 1M |
| 66 | MistralMistral Small 4 | 1.75 | $0.15 | $0.60 | 262K |
| 67 | QwenQwen3 Next 80B A3B Thinking | 1.75 | $0.15 | $1.20 | 262K |
| 68 | QwenQwen3 VL 30B A3B Instruct | 1.75 | $0.15 | $0.60 | 262K |
| 69 | MistralMinistral 3 8B 2512 | 1.75 | $0.15 | $0.15 | 262K |
| 70 | QwenQwen3 32B | 1.64 | $0.08 | $0.28 | 131K |
| 71 | GoogleGemma 3 27B | 1.64 | $0.08 | $0.35 | 131K |
| 72 | xAIGrok 4.20 | 1.60 | $1.25 | $2.50 | 2M |
| 73 | OpenAIGPT-5 Mini | 1.60 | $0.25 | $2.00 | 400K |
| 74 | OpenAIGPT-5.1-Codex-Mini | 1.60 | $0.25 | $2.00 | 400K |
| 75 | DeepseekDeepSeek V4 Pro 0813 | 1.59 | $0.66 | $1.98 | 1.0M |
| 76 | QwenQwen3.5-9B | 1.54 | $0.17 | $0.25 | 262K |
| 77 | TencentHy3 preview | 1.46 | $0.18 | $0.60 | 262K |
| 78 | GoogleGemini 3.7 Flash | 1.40 | $0.75 | $3.75 | 1.0M |
| 79 | GoogleGemini 3.6 Flash | 1.40 | $0.75 | $3.75 | 1.0M |
| 80 | StepfunStep 3.7 Flash | 1.31 | $0.20 | $1.15 | 262K |
| 81 | GoogleGemma 4 31B | 1.31 | $0.20 | $0.40 | 262K |
| 82 | MetaLlama 3.3 70B Instruct | 1.31 | $0.10 | $0.32 | 131K |
| 83 | MistralMinistral 3 14B 2512 | 1.31 | $0.20 | $0.20 | 262K |
| 84 | MistralMinistral 3 3B 2512 | 1.31 | $0.10 | $0.10 | 131K |
| 85 | GoogleGemini 3.8 Flash | 1.27 | $0.83 | $4.13 | 1.0M |
| 86 | QwenQwen3 VL 235B A22B Instruct | 1.25 | $0.21 | $1.90 | 262K |
| 87 | ThinkingmachinesInkling Small | 1.17 | $0.45 | $1.20 | 524K |
| 88 | StepfunStep 5 Preview | 1.05 | $1.00 | $2.70 | 1.0M |
| 89 | Arcee AiTrinity Large Thinking | 1.05 | $0.25 | $0.80 | 262K |
| 90 | QwenQwen3 VL 8B Instruct | 1.05 | $0.25 | $0.75 | 262K |
| 91 | Z AiGLM 4.5 Air | 1.01 | $0.13 | $0.85 | 131K |
| 92 | QwenQwen3.5-27B | 0.97 | $0.27 | $2.16 | 262K |
| 93 | QwenQwen3 VL 30B A3B Thinking | 0.90 | $0.29 | $1.00 | 262K |
| 94 | NvidiaNemotron 3 Super | 0.87 | $0.30 | $2.40 | 262K |
| 95 | QwenQwen3 Coder 480B A35B | 0.87 | $0.30 | $1.00 | 262K |
| 96 | OpenAIgpt-oss-120b | 0.87 | $0.15 | $0.60 | 131K |
| 97 | UpstageSolar Pro 3 | 0.87 | $0.15 | $0.60 | 131K |
| 98 | OpenAIGPT-4o-mini | 0.85 | $0.15 | $0.60 | 128K |
| 99 | MetaMuse Spark 1.3 | 0.84 | $1.25 | $4.25 | 1.0M |
| 100 | MetaMuse Spark 1.2 | 0.84 | $1.25 | $4.25 | 1.0M |