73.60Overall
Model benchmark rankings
Compare capability scores, evaluation time, and reference cost across models and reasoning efforts.
Evaluated on private datasetsWhy we test this way
Data snapshot · 10/20/2026
74.30Overall
79.35Overall
About the scores
Backend engineering 20% · Frontend interaction 20% · Reasoning 35% · Aesthetics 15% · Maintainability 10%. By default, each model shows its highest-scoring tested effort for the selected dimension.
Evaluation time and reference cost correspond to the selected dimension. They reflect benchmark runs, not everyday single-request latency or billing.
Explore evaluation tasksEvaluation methodScroll horizontally to view all scores and costs →
| Rank | Model | Eval. time | Speed tok/s | Actions | |||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 01 |  claude-opus-5-5 Backend engineering84Frontend interaction97Knowledge & Reasoning100Visual aesthetics73Maintainability70 | 89.15 | 84 | 97 | 100 | 73 | 70 | 66m 3s | $13.41 | … | |
| 02 |  gpt-6-astra Backend engineering95Frontend interaction96Knowledge & Reasoning95Visual aesthetics75Maintainability61 | 88.80 | 95 | 96 | 95 | 75 | 61 | 83m 56s | $7.01 | … | |
| 03 | claude-fable-5-1 Backend engineering85Frontend interaction91Knowledge & Reasoning95Visual aesthetics80Maintainability68 | 87.25 | 85 | 91 | 95 | 80 | 68 | 79m 7s | $26.15 | … | |
| 04 | gpt-6.1-sol Backend engineering95Frontend interaction96Knowledge & Reasoning90Visual aesthetics66Maintainability70 | 86.60 | 95 | 96 | 90 | 66 | 70 | 62m 9s | $1.69 | … | |
| 05 | claude-sonnet-5-5 Backend engineering86Frontend interaction89Knowledge & Reasoning85Visual aesthetics73Maintainability66 | 82.30 | 86 | 89 | 85 | 73 | 66 | 48m 32s | $2.80 | … | |
| 06 | claude-opus-5 Backend engineering70Frontend interaction87Knowledge & Reasoning95Visual aesthetics73Maintainability61 | 81.70 | 70 | 87 | 95 | 73 | 61 | 92m 12s | $7.99 | … | |
| 07 |  muse-wonder Backend engineering82Frontend interaction84Knowledge & Reasoning90Visual aesthetics73Maintainability59 | 81.55 | 82 | 84 | 90 | 73 | 59 | 40m 8s | $6.78 | … | |
| 08 |  Gemini 4 Argon Backend engineering82Frontend interaction84Knowledge & Reasoning85Visual aesthetics70Maintainability59 | 79.35 | 82 | 84 | 85 | 70 | 59 | 46m 48s | N/A | … | |
| 09 | gpt-6-sol Backend engineering80Frontend interaction94Knowledge & Reasoning75Visual aesthetics75Maintainability66 | 78.90 | 80 | 94 | 75 | 75 | 66 | 39m 22s | $1.10 | … | |
| 10 |  grok-4.7 Backend engineering87Frontend interaction80Knowledge & Reasoning85Visual aesthetics66Maintainability55 | 78.55 | 87 | 80 | 85 | 66 | 55 | 196m 18s | $5.25 | … | |
| 11 | grok-4.6 Backend engineering78Frontend interaction80Knowledge & Reasoning85Visual aesthetics64Maintainability59 | 76.85 | 78 | 80 | 85 | 64 | 59 | 144m 16s | $2.51 | … | |
| 12 | claude-opus-4-8 Backend engineering61Frontend interaction87Knowledge & Reasoning90Visual aesthetics68Maintainability55 | 76.80 | 61 | 87 | 90 | 68 | 55 | 102m 10s | $9.18 | … | |
| 13 |  deepseek-v4.1-flash-1017 Backend engineering72Frontend interaction96Knowledge & Reasoning75Visual aesthetics61Maintainability53 | 74.30 | 72 | 96 | 75 | 61 | 53 | 64m 50s | $0.45 | … | |
| 14 | gpt-5.6-sol Backend engineering85Frontend interaction73Knowledge & Reasoning75Visual aesthetics66Maintainability64 | 74.15 | 85 | 73 | 75 | 66 | 64 | 87m 21s | $3.25 | … | |
| 15 |  MiniMax-M3.1-Flash Backend engineering73Frontend interaction75Knowledge & Reasoning80Visual aesthetics66Maintainability61 | 73.60 | 73 | 75 | 80 | 66 | 61 | 87m 15s | $0.21 | … | |
| 16 | muse-spark-1.3 Backend engineering73Frontend interaction91Knowledge & Reasoning75Visual aesthetics59Maintainability47 | 72.60 | 73 | 91 | 75 | 59 | 47 | 29m 10s | $0.066 | … | |
| 17 |  k3 Backend engineering70Frontend interaction85Knowledge & Reasoning70Visual aesthetics68Maintainability59 | 71.60 | 70 | 85 | 70 | 68 | 59 | 158m 17s | $3.28 | … | |
| 18 |  glm-5.3 Backend engineering70Frontend interaction78Knowledge & Reasoning70Visual aesthetics66Maintainability64 | 70.40 | 70 | 78 | 70 | 66 | 64 | 153m 15s | $1.83 | … | |
| 19 |  mimo-v2.6-pro Backend engineering70Frontend interaction85Knowledge & Reasoning65Visual aesthetics64Maintainability59 | 69.25 | 70 | 85 | 65 | 64 | 59 | 336m 3s | $0.66 | … | |
| 20 |  space-bunny Backend engineering61Frontend interaction80Knowledge & Reasoning75Visual aesthetics59Maintainability55 | 68.80 | 61 | 80 | 75 | 59 | 55 | 62m 35s | $0.000 | … | |
| 21 | MiniMax-M3.1-Flash-Preview Backend engineering75Frontend interaction57Knowledge & Reasoning75Visual aesthetics70Maintainability53 | 68.45 | 75 | 57 | 75 | 70 | 53 | 54m 7s | N/A | … | |
| 22 | deepseek-v4.1-flash Backend engineering62Frontend interaction88Knowledge & Reasoning65Visual aesthetics64Maintainability55 | 67.85 | 62 | 88 | 65 | 64 | 55 | 35m 40s | $0.41 | … | |
| 23 |  hy4-preview Backend engineering74Frontend interaction73Knowledge & Reasoning65Visual aesthetics59Maintainability57 | 66.70 | 74 | 73 | 65 | 59 | 57 | 218m 41s | $1.63 | … | |
| 24 | gpt-5.6-terra Backend engineering81Frontend interaction76Knowledge & Reasoning55Visual aesthetics61Maintainability61 | 65.90 | 81 | 76 | 55 | 61 | 61 | 133m 2s | $1.94 | … | |
| 25 | claude-haiku-5-5 Backend engineering69Frontend interaction78Knowledge & Reasoning60Visual aesthetics59Maintainability64 | 65.65 | 69 | 78 | 60 | 59 | 64 | 27m 38s | $0.21 | … | |
| 26 |  step-5 Backend engineering61Frontend interaction71Knowledge & Reasoning75Visual aesthetics47Maintainability55 | 65.20 | 61 | 71 | 75 | 47 | 55 | 98m 22s | $1.24 | … | |
| 27 | deepseek-v4-pro Backend engineering67Frontend interaction63Knowledge & Reasoning65Visual aesthetics70Maintainability59 | 65.15 | 67 | 63 | 65 | 70 | 59 | 93m 15s | $1.15 | … | |
| 27 |  Qwen 3.8 Flash Backend engineering68Frontend interaction87Knowledge & Reasoning50Visual aesthetics73Maintainability57 | 65.15 | 68 | 87 | 50 | 73 | 57 | 134m 31s | $0.42 | … | |
| 29 | k2.8 Backend engineering54Frontend interaction72Knowledge & Reasoning70Visual aesthetics57Maintainability53 | 63.55 | 54 | 72 | 70 | 57 | 53 | 70m 58s | $0.66 | … | |
| 30 | gpt-6-luna Backend engineering62Frontend interaction80Knowledge & Reasoning50Visual aesthetics68Maintainability59 | 62.00 | 62 | 80 | 50 | 68 | 59 | 63m 52s | $0.061 | … | |
| 31 |  doubao-seed-2-1-pro Backend engineering68Frontend interaction68Knowledge & Reasoning55Visual aesthetics68Maintainability49 | 61.55 | 68 | 68 | 55 | 68 | 49 | 104m 54s | $1.38 | … | |
| 32 | deepseek-v4-flash Backend engineering58Frontend interaction76Knowledge & Reasoning55Visual aesthetics61Maintainability53 | 60.50 | 58 | 76 | 55 | 61 | 53 | 98m 25s | $0.42 | … | |
| 33 | deepseek-v4-flash-vision-exp Backend engineering61Frontend interaction43Knowledge & Reasoning70Visual aesthetics61Maintainability55 | 59.95 | 61 | 43 | 70 | 61 | 55 | 88m 43s | $0.32 | … | |
| 34 | Gemini 3.8 Flash High Backend engineering64Frontend interaction86Knowledge & Reasoning40Visual aesthetics66Maintainability59 | 59.80 | 64 | 86 | 40 | 66 | 59 | 25m 21s | $0.13 | … | |
| 35 | glm-5.3-flash Backend engineering54Frontend interaction75Knowledge & Reasoning40Visual aesthetics78Maintainability53 | 56.80 | 54 | 75 | 40 | 78 | 53 | 102m 55s | $0.081 | … | |
| 36 | mimo-v2.6-flash Backend engineering58Frontend interaction71Knowledge & Reasoning45Visual aesthetics59Maintainability57 | 56.10 | 58 | 71 | 45 | 59 | 57 | 386m 14s | $0.28 | … | |
| 37 | Qwen 3.8 Max Backend engineering64Frontend interaction69Knowledge & Reasoning40Visual aesthetics64Maintainability53 | 55.50 | 64 | 69 | 40 | 64 | 53 | 133m 3s | $3.41 | … | |
| 38 | Qwen 3.8 27b Backend engineering64Frontend interaction87Knowledge & Reasoning20Visual aesthetics66Maintainability59 | 53.00 | 64 | 87 | 20 | 66 | 59 | 104m 31s | $1.79 | … | |
| 39 | MiniMax-M3 Backend engineering46Frontend interaction65Knowledge & Reasoning50Visual aesthetics59Maintainability44 | 52.95 | 46 | 65 | 50 | 59 | 44 | 56m 33s | $0.62 | … | |
| 40 | gpt-5.6-luna Backend engineering56Frontend interaction83Knowledge & Reasoning25Visual aesthetics66Maintainability59 | 52.35 | 56 | 83 | 25 | 66 | 59 | 75m 23s | $0.16 | … | |
| 41 | Gemini 3.7 Flash High Backend engineering63Frontend interaction71Knowledge & Reasoning25Visual aesthetics70Maintainability59 | 51.95 | 63 | 71 | 25 | 70 | 59 | 24m 19s | $0.13 | … | |
| 42 |  Nemotron-3-Ultra Backend engineering46Frontend interaction40Knowledge & Reasoning40Visual aesthetics61Maintainability37 | 44.05 | 46 | 40 | 40 | 61 | 37 | 109m 30s | $0.000 | … |
Each model uses its highest-scoring effort here. Tied scores share a rank.
Backend engineering 20% · Frontend interaction 20% · Reasoning 35% · Aesthetics 15% · Maintainability 10%. Evaluation scope and sources