protok
Model capability per output dollar
Current Coding leaders over time
Historical linearized value ratio for the first 20 models in the current table order (filters and sort applied).
26 Aug26 Aug
openrouter / ~deepseek/deepseek-v4-flash-latest
openrouter / deepseek/deepseek-v4-flash-0731
openrouter / inclusionai/ling-3.0-flash
openrouter / deepseek/deepseek-v4-flash
openrouter / meta/muse-spark-1.2-contributor
openrouter / upstage/solar-pro4
openai / gpt-5.6-luna-pro:batch
openai / gpt-5.6-luna:batch
openrouter / openai/gpt-5.6-luna-pro:batch
openrouter / openai/gpt-5.6-luna:batch
openrouter / tencent/hy3
google / gemini-3.7-flash:batch
openrouter / google/gemini-3.7-flash:batch
openai / gpt-5.4-nano:batch
openrouter / openai/gpt-5.4-nano:batch
openai / gpt-5.6-luna
openai / gpt-5.6-luna-pro
openrouter / openai/gpt-5.6-luna
openrouter / openai/gpt-5.6-luna-pro
openrouter / xiaomi/mimo-v2.5-pro
No models match the current table filters.
Coding rankings
AA Coding Index, exponentially linearized, divided by output price per 1M tokens. How value is calculated.
| Provider | Model | ||||||
|---|---|---|---|---|---|---|---|
| 1 | openrouter | ~deepseek/deepseek-v4-flash-latest | 9639.7170 | $40.60038090 | $40.60473590 | — | 5251.04365767 |
| 2 | openrouter | deepseek/deepseek-v4-flash-0731 | 9639.7170 | $40.60368090 | $40.71928090 | — | 4173.04815723 |
| 3 | openrouter | inclusionai/ling-3.0-flash | 8540.2670 | $40.60929190 | $40.60361390 | — | 29.16935802 |
| 4 | openrouter | deepseek/deepseek-v4-flash | 9639.7170 | $40.60586856 | $40.71475712 | — | 29.50482546 |
| 5 | openrouter | meta/muse-spark-1.2-contributor | 0762.8270 | $40.71708090 | $40.82708090 | — | 18.27153646 |
| 6 | openrouter | upstage/solar-pro4 | 8562.3770 | $40.60038090 | $40.71928090 | — | 96.61157057 |
| 7 | openai | gpt-5.6-luna-pro:batch | 0751.0470 | $40.71708090 | $40.26708090 | — | 52.38156991 |
| 8 | openai | gpt-5.6-luna:batch | 0751.0470 | $40.71708090 | $40.26708090 | — | 52.38156991 |
| 9 | openrouter | openai/gpt-5.6-luna-pro:batch | 0751.0470 | $40.71708090 | $40.26708090 | — | 52.38156991 |
| 10 | openrouter | openai/gpt-5.6-luna:batch | 0751.0470 | $40.71708090 | $40.26708090 | — | 52.38156991 |
| 11 | openrouter | tencent/hy3 | 8528.4870 | $40.71030290 | $40.15926890 | — | 52.50262535 |
| 12 | gemini-3.7-flash:batch | 0706.7170 | $40.71585745 | $40.59035745 | — | 52.50045857 | |
| 13 | openrouter | google/gemini-3.7-flash:batch | 0706.7170 | $40.71585745 | $40.59035745 | — | 52.50045857 |
| 14 | openai | gpt-5.4-nano:batch | 8506.7170 | $40.71708090 | $40.26923590 | — | 41.05609279 |
| 15 | openrouter | openai/gpt-5.4-nano:batch | 8506.7170 | $40.71708090 | $40.26923590 | — | 41.05609279 |
| 16 | openai | gpt-5.6-luna | 0751.0470 | $40.82708090 | $51.82708090 | — | 41.94826935 |
| 17 | openai | gpt-5.6-luna-pro | 0751.0470 | $40.82708090 | $51.82708090 | — | 41.94826935 |
| 18 | openrouter | openai/gpt-5.6-luna | 0751.0470 | $40.82708090 | $51.82708090 | — | 41.94826935 |
| 19 | openrouter | openai/gpt-5.6-luna-pro | 0751.0470 | $40.82708090 | $51.82708090 | — | 41.94826935 |
| 20 | openrouter | xiaomi/mimo-v2.5-pro | 9640.8270 | $40.04033590 | $40.48478090 | — | 41.83047046 |
| 21 | openrouter | nex-agi/nex-n2-pro | 8539.7170 | $40.82258090 | $51.60708090 | — | 41.61604780 |
| 22 | openrouter | deepseek/deepseek-v4-flash-vision-exp | 9695.6070 | $40.04148090 | $51.93928090 | — | 41.50377046 |
| 23 | gemini-3.7-flash | 0706.7170 | $40.93473590 | $51.48473590 | — | 41.50821413 | |
| 24 | openrouter | google/gemini-3.7-flash | 0706.7170 | $40.93473590 | $51.48473590 | — | 41.50821413 |
| 25 | openrouter | kwaipilot/kat-coder-pro-v2 | 8539.1570 | $40.93708090 | $51.82708090 | — | 30.49047046 |
| 26 | openrouter | deepseek/deepseek-v4-pro | 9628.4870 | $40.48478090 | $51.37148090 | — | 30.49714713 |
| 27 | openrouter | minimax/minimax-m3 | 8528.2670 | $40.93708090 | $51.82708090 | — | 30.38596957 |
| 28 | openrouter | minimax/minimax-m3:batch | 8528.2670 | $40.93708090 | $51.82708090 | — | 30.38596957 |
| 29 | gemini-3.6-flash:batch | 9639.8270 | $40.93473590 | $51.48473590 | — | 30.38268102 | |
| 30 | openrouter | google/gemini-3.6-flash:batch | 9639.8270 | $40.93473590 | $51.48473590 | — | 30.38268102 |
| 31 | openai | gpt-5.4-nano | 8506.7170 | $40.82708090 | $51.82258090 | — | 30.27158124 |
| 32 | openrouter | openai/gpt-5.4-nano | 8506.7170 | $40.82708090 | $51.82258090 | — | 30.27158124 |
| 33 | openrouter | qwen/qwen3.7-plus | 8595.5970 | $40.93928090 | $51.82588090 | — | 30.27821468 |
| 34 | openrouter | thinkingmachines/inkling-small | 8562.5970 | $40.04258090 | $51.82708090 | — | 30.16822502 |
| 35 | openrouter | qwen/qwen3.8-27b | 9628.7170 | $40.04923590 | $62.15258090 | — | 30.16710380 |
| 36 | openrouter | minimax/minimax-m2.7 | 8562.2670 | $40.93708090 | $51.82708090 | — | 30.16717080 |
| 37 | openrouter | deepseek/deepseek-v4-pro-0813 | 9628.4870 | $51.71920290 | $73.93364690 | — | 30.94371402 |
| 38 | openrouter | qwen/qwen3.6-plus | 8584.1570 | $40.93923590 | $51.59258090 | — | 30.94930379 |
| 39 | gemini-3.6-flash | 9639.8270 | $40.37258090 | $73.37258090 | — | 30.94937046 | |
| 40 | openrouter | google/gemini-3.6-flash | 9639.8270 | $40.37258090 | $73.37258090 | — | 30.94937046 |
| 41 | openrouter | z-ai/glm-5.2 | 9628.4870 | $51.71698090 | $73.37148090 | — | 30.94823668 |
| 42 | openrouter | z-ai/glm-5.3 | 0784.4870 | $51.04708090 | $84.04708090 | — | 30.94820379 |
| 43 | gemini-3.5-flash-lite:batch | 7439.9370 | $40.71258090 | $51.82258090 | — | 30.94715868 | |
| 44 | openrouter | google/gemini-3.5-flash-lite:batch | 7439.9370 | $40.71258090 | $51.82258090 | — | 30.94715868 |
| 45 | openai | gpt-5.4-mini:batch | 8506.7170 | $40.93473590 | $62.82258090 | — | 30.94714735 |
| 46 | openrouter | openai/gpt-5.4-mini:batch | 8506.7170 | $40.93473590 | $62.82258090 | — | 30.94714735 |
| 47 | openrouter | meta/muse-spark-1.2 | 0762.8270 | $51.82258090 | $84.82258090 | — | 30.94719291 |
| 48 | openrouter | meta/muse-spark-1.1 | 0751.9370 | $51.82258090 | $84.82258090 | — | 30.94609246 |
| 49 | openai | gpt-5.6-sol-pro:batch | 0717.0470 | $51.60708090 | $95.60708090 | — | 30.83592580 |
| 50 | openai | gpt-5.6-sol:batch | 0717.0470 | $51.60708090 | $95.60708090 | — | 30.83592580 |
| 51 | openrouter | openai/gpt-5.6-sol-pro:batch | 0717.0470 | $51.60708090 | $95.60708090 | — | 30.83592580 |
| 52 | openrouter | openai/gpt-5.6-sol:batch | 0717.0470 | $51.60708090 | $95.60708090 | — | 30.83592580 |
| 53 | openrouter | kwaipilot/kat-coder-pro-v2.5 | 8539.1570 | $40.37148090 | $62.59368090 | — | 30.83488113 |
| 54 | gemini-3.5-flash:batch | 0740.7170 | $40.37258090 | $84.15708090 | — | 30.83265891 | |
| 55 | openrouter | google/gemini-3.5-flash:batch | 0740.7170 | $40.37258090 | $84.15708090 | — | 30.83265891 |
| 56 | openrouter | z-ai/glm-5.2:batch | 9628.4870 | $51.04708090 | $84.04708090 | — | 30.83269257 |
| 57 | openrouter | moonshotai/kimi-k2.7-code | 9640.4870 | $40.26478090 | $73.04708090 | — | 30.83159224 |
| 58 | openrouter | anthropic/claude-sonnet-5:batch | 0751.1570 | $51.60708090 | $95.60708090 | — | 30.83041480 |
| 59 | openrouter | meta/muse-glimmer-30b | 7439.6070 | $40.93258090 | $51.15708090 | — | 30.83932579 |
| 60 | gemma-4-31b-it | 7473.0470 | $40.60698090 | $40.93148090 | — | 30.83930380 | |
| 61 | openrouter | google/gemma-4-31b-it | 7473.0470 | $40.60698090 | $40.93148090 | — | 30.83930380 |
| 62 | openrouter | x-ai/grok-build-0.1 | 8551.1570 | $51.60708090 | $62.60708090 | — | 30.83939280 |
| 63 | openrouter | qwen/qwen3.7-max | 9606.6070 | $51.04473590 | $84.04923590 | — | 30.83937035 |
| 64 | openrouter | x-ai/grok-4.6 | 0706.4870 | $62.60708090 | $06.60708090 | — | 30.83822580 |
| 65 | openai | gpt-5.6-terra-pro:batch | 0706.3770 | $51.60708090 | $06.60708090 | — | 30.83821413 |
| 66 | openai | gpt-5.6-terra:batch | 0706.3770 | $51.60708090 | $06.60708090 | — | 30.83821413 |
| 67 | openrouter | openai/gpt-5.6-terra-pro:batch | 0706.3770 | $51.60708090 | $06.60708090 | — | 30.83821413 |
| 68 | openrouter | openai/gpt-5.6-terra:batch | 0706.3770 | $51.60708090 | $06.60708090 | — | 30.83821413 |
| 69 | openrouter | moonshotai/kimi-k2.6 | 9651.4870 | $40.59258090 | $84.60708090 | — | 30.83719257 |
| 70 | openrouter | moonshotai/kimi-k2.7-code:batch | 9640.4870 | $40.59258090 | $84.60708090 | — | 30.72596946 |
| 71 | openrouter | x-ai/grok-4.5 | 0762.0470 | $62.60708090 | $06.60708090 | — | 30.72590324 |
| 72 | openrouter | qwen/qwen3.8-2.4t-a95b | 0751.5970 | $62.60708090 | $06.60708090 | — | 30.72486957 |
| 73 | openrouter | qwen/qwen3.8-max | 0751.4870 | $62.60708090 | $06.60708090 | — | 30.72485879 |
| 74 | gemini-3.1-pro-preview:batch | 9628.4870 | $51.60708090 | $06.60708090 | — | 30.72263680 | |
| 75 | openrouter | google/gemini-3.1-pro-preview:batch | 9628.4870 | $51.60708090 | $06.60708090 | — | 30.72263680 |
| 76 | openrouter | z-ai/glm-5.1 | 8595.4870 | $51.82368090 | $73.59368090 | — | 30.72939268 |
| 77 | openai | gpt-5.4:batch | 0751.7170 | $51.82258090 | $17.15708090 | — | 30.72823679 |
| 78 | openrouter | openai/gpt-5.4:batch | 0751.7170 | $51.82258090 | $17.15708090 | — | 30.72823679 |
| 79 | openrouter | qwen/qwen3.6-27b | 8573.3770 | $40.26708090 | $73.26708090 | — | 30.72828168 |
| 80 | gemini-3.5-flash-lite | 7439.9370 | $40.93708090 | $62.15708090 | — | 30.72606924 | |
| 81 | openrouter | google/gemini-3.5-flash-lite | 7439.9370 | $40.93708090 | $62.15708090 | — | 30.72606924 |
| 82 | openrouter | meituan/longcat-2.0 | 7495.9370 | $40.93708090 | $51.82708090 | — | 30.72606913 |
| 83 | openai | gpt-5.4-mini | 8506.7170 | $40.37258090 | $84.15708090 | — | 30.72605857 |
| 84 | openrouter | openai/gpt-5.4-mini | 8506.7170 | $40.37258090 | $84.15708090 | — | 30.72605857 |
| 85 | openai | gpt-5.6-sol | 0717.0470 | $62.60708090 | $5150.70809000 | — | 30.61594735 |
| 86 | openai | gpt-5.6-sol-pro | 0717.0470 | $62.60708090 | $5150.70809000 | — | 30.61594735 |
| 87 | openrouter | openai/gpt-5.6-sol | 0717.0470 | $62.60708090 | $5150.70809000 | — | 30.61594735 |
| 88 | openrouter | openai/gpt-5.6-sol-pro | 0717.0470 | $62.60708090 | $5150.70809000 | — | 30.61594735 |
| 89 | openrouter | qwen/qwen3.5-397b-a17b | 7428.8270 | $40.93698090 | $62.93148090 | — | 30.61599257 |
| 90 | gemini-3.5-flash | 0740.7170 | $51.15708090 | $39.60708090 | — | 30.61481480 | |
| 91 | openrouter | google/gemini-3.5-flash | 0740.7170 | $51.15708090 | $39.60708090 | — | 30.61481480 |
| 92 | openrouter | thinkingmachines/inkling | 8562.7170 | $40.59258090 | $84.60258090 | — | 30.61370391 |
| 93 | openrouter | thinkingmachines/inkling:batch | 8562.7170 | $51.60708090 | $84.60258090 | — | 30.61370391 |
| 94 | openrouter | anthropic/claude-sonnet-5 | 0751.1570 | $62.60708090 | $5150.70809000 | — | 30.61379280 |
| 95 | openai | gpt-5.6-terra | 0706.3770 | $62.60708090 | $5172.70809000 | — | 30.61269202 |
| 96 | openai | gpt-5.6-terra-pro | 0706.3770 | $62.60708090 | $5172.70809000 | — | 30.61269202 |
| 97 | openrouter | openai/gpt-5.6-terra | 0706.3770 | $62.60708090 | $5172.70809000 | — | 30.61269202 |
| 98 | openrouter | openai/gpt-5.6-terra-pro | 0706.3770 | $62.60708090 | $5172.70809000 | — | 30.61269202 |
| 99 | openrouter | anthropic/claude-opus-5:batch | 0728.6070 | $62.15708090 | $5172.25809000 | — | 30.61267080 |
| 100 | openrouter | anthropic/claude-opus-4.8:batch | 0784.9370 | $62.15708090 | $5172.25809000 | — | 30.61044735 |
| 101 | openrouter | nvidia/nemotron-3-ultra-550b-a55b | 7439.9370 | $40.26708090 | $73.26708090 | — | 30.61042524 |
| 102 | openrouter | nvidia/nemotron-3-ultra-550b-a55b:batch | 7439.9370 | $40.26708090 | $73.26708090 | — | 30.61042524 |
| 103 | openrouter | anthropic/claude-opus-4.7:batch | 0773.2670 | $62.15708090 | $5172.25809000 | — | 30.61042591 |
| 104 | openrouter | z-ai/glm-4.7 | 7495.9370 | $40.04708090 | $51.37258090 | — | 30.61040335 |
| 105 | openrouter | qwen/qwen3.5-122b-a10b | 7495.3770 | $40.82368090 | $62.60588090 | — | 30.61931413 |
| 106 | gemini-3.1-pro-preview | 9628.4870 | $62.60708090 | $5172.70809000 | — | 30.61930380 | |
| 107 | gemini-3.1-pro-preview-customtools | 9628.4870 | $62.60708090 | $5172.70809000 | — | 30.61930380 | |
| 108 | openrouter | google/gemini-3.1-pro-preview | 9628.4870 | $62.60708090 | $5172.70809000 | — | 30.61930380 |
| 109 | openrouter | google/gemini-3.1-pro-preview-customtools | 9628.4870 | $62.60708090 | $5172.70809000 | — | 30.61930380 |
| 110 | openrouter | moonshotai/kimi-k3 | 0706.8270 | $73.60708090 | $5105.70809000 | — | 30.61825813 |
| 111 | openai | gpt-5.5:batch | 0784.5970 | $62.15708090 | $5105.70809000 | — | 30.61821446 |
| 112 | openrouter | openai/gpt-5.5:batch | 0784.5970 | $62.15708090 | $5105.70809000 | — | 30.61821446 |
| 113 | openrouter | moonshotai/kimi-k2.5 | 7406.4870 | $40.26708090 | $73.60708090 | — | 30.61715846 |
| 114 | openai | gpt-5.4 | 0751.7170 | $62.15708090 | $5105.70809000 | — | 30.61710335 |
| 115 | openai | gpt-5.4-image-2 | 0751.7170 | $28.60708090 | $5105.70809000 | — | 30.61710335 |
| 116 | openrouter | openai/gpt-5.4 | 0751.7170 | $62.15708090 | $5105.70809000 | — | 30.61710335 |
| 117 | openrouter | openai/gpt-5.4-image-2 | 0751.7170 | $28.60708090 | $5105.70809000 | — | 30.61710335 |
| 118 | openai | gpt-5.1:batch | 7439.0470 | $40.26923590 | $95.60708090 | — | 30.61603680 |
| 119 | openrouter | openai/gpt-5.1:batch | 7439.0470 | $40.26923590 | $95.60708090 | — | 30.61603680 |
| 120 | openrouter | anthropic/claude-opus-5 | 0728.6070 | $95.60708090 | $6205.70809000 | — | 30.50487080 |
| 121 | openrouter | anthropic/claude-fable-5:batch | 0706.1570 | $95.60708090 | $6205.70809000 | — | 30.50374735 |
| 122 | openrouter | anthropic/claude-opus-4.8 | 0784.9370 | $95.60708090 | $6205.70809000 | — | 30.50370357 |
| 123 | openrouter | anthropic/claude-opus-4.7 | 0773.2670 | $95.60708090 | $6205.70809000 | — | 30.50379235 |
| 124 | openai | gpt-5.5 | 0784.5970 | $95.60708090 | $7350.70809000 | — | 30.50269213 |
| 125 | openrouter | openai/gpt-5.5 | 0784.5970 | $95.60708090 | $7350.70809000 | — | 30.50269213 |
| 126 | openai | gpt-5.1 | 7439.0470 | $51.82258090 | $5150.70809000 | — | 30.50150380 |
| 127 | openrouter | openai/gpt-5.1 | 7439.0470 | $51.82258090 | $5150.70809000 | — | 30.50150380 |
| 128 | openrouter | mistralai/mistral-medium-3-5 | 7406.5970 | $51.15708090 | $17.15708090 | — | 30.50045824 |
| 129 | openrouter | anthropic/claude-opus-5-fast | 0728.6070 | $5150.70809000 | $9550.70809000 | — | 30.50047080 |
| 130 | openrouter | anthropic/claude-fable-5 | 0706.1570 | $5150.70809000 | $9550.70809000 | — | 30.50935868 |
| 131 | openrouter | anthropic/claude-opus-4.8-fast | 0784.9370 | $5150.70809000 | $9550.70809000 | — | 30.50933679 |
| 132 | openai | gpt-5.5-pro:batch | 0784.5970 | $5105.70809000 | $3950.70809000 | — | 30.50827068 |
| 133 | openrouter | openai/gpt-5.5-pro:batch | 0784.5970 | $5105.70809000 | $3950.70809000 | — | 30.50827068 |
| 134 | openai | gpt-5.4-pro:batch | 0751.7170 | $5105.70809000 | $3950.70809000 | — | 30.50715879 |
| 135 | openrouter | openai/gpt-5.4-pro:batch | 0751.7170 | $5105.70809000 | $3950.70809000 | — | 30.50715879 |
| 136 | openrouter | anthropic/claude-opus-4.7-fast | 0773.2670 | $7350.70809000 | $510560.80900010 | — | 30.50719291 |
| 137 | openai | gpt-5.5-pro | 0784.5970 | $7350.70809000 | $513860.80900010 | — | 30.50717024 |
| 138 | openrouter | openai/gpt-5.5-pro | 0784.5970 | $7350.70809000 | $513860.80900010 | — | 30.50717024 |
| 139 | openai | gpt-5.4-pro | 0751.7170 | $7350.70809000 | $513860.80900010 | — | 30.50606935 |
| 140 | openrouter | openai/gpt-5.4-pro | 0751.7170 | $7350.70809000 | $513860.80900010 | — | 30.50606935 |
| 141 | openrouter | x-ai/grok-4.3 | 7462.8270 | $51.82258090 | $62.15708090 | — | 30.50606902 |
| 142 | openrouter | qwen/qwen3.6-35b-a3b | 7451.5970 | $40.71148090 | $51.60708090 | — | 30.50607080 |