93.00Overall
Coding Rankings
Text Capability RankingsNEWCompare capability scores, evaluation time, and reference cost across models and reasoning efforts.
Evaluated on private datasetsMethodology
Data snapshot · 11/12/2026
78.80Overall
94.00Overall
About the scores
Backend engineering 20% · Frontend interaction 25% · Knowledge & reasoning 35% · Visual aesthetics 10% · 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 Fable 5.2 Backend engineering97Frontend interaction96Knowledge & reasoning100Visual aesthetics83Maintainability73 | 94.00 | 97 | 96 | 100 | 83 | 73 | 351m 33s | $81.98 | … | |
| 02 |  gpt-6.2-astra Backend engineering97Frontend interaction97Knowledge & reasoning95Visual aesthetics83Maintainability78 | 93.00 | 97 | 97 | 95 | 83 | 78 | 94m 34s | $16.64Cost calculation basisEstimated from this evaluation’s token usage at GPT-6 Astra Standard rates: $10 input, $50 output and $1 cached input per million tokens. This is a reference cost for GPT-6.2 Astra, not its quoted price or your actual bill.View reference rates ↗ | 45 | |
| 03 | claude-opus-5-5 Backend engineering81Frontend interaction97Knowledge & reasoning100Visual aesthetics73Maintainability70 | 89.75 | 81 | 97 | 100 | 73 | 70 | 66m 3s | $13.41 | … | |
| 04 |  Gemini 4 Carbon Backend engineering90Frontend interaction95Knowledge & reasoning95Visual aesthetics78Maintainability68 | 89.60 | 90 | 95 | 95 | 78 | 68 | 71m 3s | N/A | … | |
| 05 | gpt-6-astra Backend engineering95Frontend interaction94Knowledge & reasoning95Visual aesthetics75Maintainability61 | 89.35 | 95 | 94 | 95 | 75 | 61 | 83m 56s | $7.01 | … | |
| 06 | gpt-6.2-sol Backend engineering96Frontend interaction91Knowledge & reasoning95Visual aesthetics73Maintainability64 | 88.90 | 96 | 91 | 95 | 73 | 64 | 47m 41s | N/A | … | |
| 07 | gpt-6.1-sol Backend engineering95Frontend interaction96Knowledge & reasoning90Visual aesthetics66Maintainability70 | 88.10 | 95 | 96 | 90 | 66 | 70 | 62m 9s | $1.69 | … | |
| 08 | claude-fable-5-1 Backend engineering83Frontend interaction91Knowledge & reasoning95Visual aesthetics80Maintainability68 | 87.40 | 83 | 91 | 95 | 80 | 68 | 79m 7s | $26.15 | … | |
| 09 | claude-sonnet-5-5 Backend engineering84Frontend interaction86Knowledge & reasoning85Visual aesthetics73Maintainability66 | 81.95 | 84 | 86 | 85 | 73 | 66 | 48m 32s | $2.80 | … | |
| 10 | gpt-6.1-terra Backend engineering89Frontend interaction84Knowledge & reasoning85Visual aesthetics64Maintainability61 | 81.05 | 89 | 84 | 85 | 64 | 61 | 21m 30s | $0.85 | … | |
| 11 | claude-opus-5 Backend engineering66Frontend interaction82Knowledge & reasoning95Visual aesthetics73Maintainability61 | 80.35 | 66 | 82 | 95 | 73 | 61 | 92m 12s | $7.99 | … | |
| 12 |  muse-wonder Backend engineering78Frontend interaction80Knowledge & reasoning90Visual aesthetics73Maintainability59 | 80.30 | 78 | 80 | 90 | 73 | 59 | 40m 8s | $6.78 | … | |
| 13 |  k3.1-pro Backend engineering81Frontend interaction91Knowledge & reasoning80Visual aesthetics68Maintainability64 | 80.15 | 81 | 91 | 80 | 68 | 64 | 109m 33s | $5.00 | 84 | |
| 14 | Gemini 4 Argon Backend engineering79Frontend interaction82Knowledge & reasoning85Visual aesthetics70Maintainability59 | 78.95 | 79 | 82 | 85 | 70 | 59 | 46m 48s | N/A | … | |
| 15 |  Qwen 4 Max Preview Backend engineering80Frontend interaction78Knowledge & reasoning90Visual aesthetics59Maintainability59 | 78.80 | 80 | 78 | 90 | 59 | 59 | 45m 38s | N/A | 84 | |
| 16 | gpt-6-sol Backend engineering77Frontend interaction92Knowledge & reasoning75Visual aesthetics75Maintainability66 | 78.75 | 77 | 92 | 75 | 75 | 66 | 39m 22s | $1.10 | … | |
| 17 |  grok-4.7 Backend engineering87Frontend interaction74Knowledge & reasoning85Visual aesthetics66Maintainability55 | 77.75 | 87 | 74 | 85 | 66 | 55 | 196m 18s | $5.25 | … | |
| 18 | claude-opus-4-8 Backend engineering56Frontend interaction85Knowledge & reasoning90Visual aesthetics68Maintainability55 | 76.25 | 56 | 85 | 90 | 68 | 55 | 102m 10s | $9.18 | … | |
| 19 | grok-4.6 Backend engineering75Frontend interaction76Knowledge & reasoning85Visual aesthetics64Maintainability59 | 76.05 | 75 | 76 | 85 | 64 | 59 | 144m 16s | $2.51 | … | |
| 20 |  hy4 Backend engineering90Frontend interaction77Knowledge & reasoning75Visual aesthetics59Maintainability64 | 75.80 | 90 | 77 | 75 | 59 | 64 | 215m 2s | N/A | … | |
| 21 | QoDuck Backend engineering70Frontend interaction80Knowledge & reasoning85Visual aesthetics64Maintainability55 | 75.65 | 70 | 80 | 85 | 64 | 55 | 44m 58s | N/A | 95 | |
| 22 |  deepseek-v4.1-flash-1017 Backend engineering69Frontend interaction91Knowledge & reasoning75Visual aesthetics61Maintainability53 | 74.20 | 69 | 91 | 75 | 61 | 53 | 64m 50s | $0.45 | … | |
| 23 | gpt-5.6-sol Backend engineering83Frontend interaction73Knowledge & reasoning75Visual aesthetics66Maintainability64 | 74.10 | 83 | 73 | 75 | 66 | 64 | 87m 21s | $3.25 | … | |
| 24 |  Egg Alpha Backend engineering65Frontend interaction78Knowledge & reasoning85Visual aesthetics61Maintainability51 | 73.45 | 65 | 78 | 85 | 61 | 51 | 32m 52s | N/A | 95 | |
| 24 |  MiniMax-M3.1-Flash Backend engineering70Frontend interaction75Knowledge & reasoning80Visual aesthetics66Maintainability61 | 73.45 | 70 | 75 | 80 | 66 | 61 | 87m 15s | $0.21 | … | |
| 26 | muse-spark-1.3 Backend engineering68Frontend interaction85Knowledge & reasoning75Visual aesthetics59Maintainability47 | 71.70 | 68 | 85 | 75 | 59 | 47 | 29m 10s | $0.066 | … | |
| 27 | k3 Backend engineering65Frontend interaction82Knowledge & reasoning70Visual aesthetics68Maintainability59 | 70.70 | 65 | 82 | 70 | 68 | 59 | 158m 17s | $3.28 | … | |
| 28 |  glm-5.3 Backend engineering67Frontend interaction72Knowledge & reasoning70Visual aesthetics66Maintainability64 | 68.90 | 67 | 72 | 70 | 66 | 64 | 153m 15s | $1.83 | … | |
| 29 |  mimo-v2.6-pro Backend engineering66Frontend interaction81Knowledge & reasoning65Visual aesthetics64Maintainability59 | 68.50 | 66 | 81 | 65 | 64 | 59 | 336m 3s | $0.66 | … | |
| 30 | space-bunny Backend engineering57Frontend interaction74Knowledge & reasoning75Visual aesthetics59Maintainability55 | 67.55 | 57 | 74 | 75 | 59 | 55 | 62m 35s | $0.000 | … | |
| 31 | gpt-5.6-terra Backend engineering78Frontend interaction76Knowledge & reasoning55Visual aesthetics61Maintainability61 | 66.05 | 78 | 76 | 55 | 61 | 61 | 133m 2s | $1.94 | … | |
| 32 | MiniMax-M3.1-Flash-Preview Backend engineering71Frontend interaction53Knowledge & reasoning75Visual aesthetics70Maintainability53 | 66.00 | 71 | 53 | 75 | 70 | 53 | 54m 7s | N/A | … | |
| 33 | deepseek-v4.1-flash Backend engineering57Frontend interaction78Knowledge & reasoning65Visual aesthetics64Maintainability55 | 65.55 | 57 | 78 | 65 | 64 | 55 | 35m 40s | $0.41 | … | |
| 34 | claude-haiku-5-5 Backend engineering65Frontend interaction76Knowledge & reasoning60Visual aesthetics59Maintainability64 | 65.30 | 65 | 76 | 60 | 59 | 64 | 27m 38s | $0.21 | … | |
| 35 | hy4-preview Backend engineering69Frontend interaction67Knowledge & reasoning65Visual aesthetics59Maintainability57 | 64.90 | 69 | 67 | 65 | 59 | 57 | 218m 41s | $1.63 | … | |
| 36 | Qwen 3.8 Max Backend engineering65Frontend interaction67Knowledge & reasoning65Visual aesthetics61Maintainability57 | 64.30 | 65 | 67 | 65 | 61 | 57 | 254m 50s | $4.98 | 59 | |
| 37 | deepseek-v4-pro Backend engineering64Frontend interaction60Knowledge & reasoning65Visual aesthetics70Maintainability59 | 63.45 | 64 | 60 | 65 | 70 | 59 | 93m 15s | $1.15 | … | |
| 38 |  step-5 Backend engineering56Frontend interaction61Knowledge & reasoning75Visual aesthetics47Maintainability55 | 62.90 | 56 | 61 | 75 | 47 | 55 | 98m 22s | $1.24 | … | |
| 39 | k2.8 Backend engineering55Frontend interaction65Knowledge & reasoning70Visual aesthetics57Maintainability53 | 62.75 | 55 | 65 | 70 | 57 | 53 | 70m 58s | $0.66 | … | |
| 40 |  LongCat-2.5 Backend engineering44Frontend interaction62Knowledge & reasoning75Visual aesthetics55Maintainability53 | 61.35 | 44 | 62 | 75 | 55 | 53 | 94m 48s | $0.68 | … | |
| 41 | gpt-6-luna Backend engineering57Frontend interaction78Knowledge & reasoning50Visual aesthetics68Maintainability59 | 61.10 | 57 | 78 | 50 | 68 | 59 | 63m 52s | $0.061 | … | |
| 42 | gemini-3.8-flash Backend engineering60Frontend interaction84Knowledge & reasoning40Visual aesthetics66Maintainability59 | 59.50 | 60 | 84 | 40 | 66 | 59 | 25m 21s | $0.13 | … | |
| 43 |  doubao-seed-2-1-pro Backend engineering64Frontend interaction61Knowledge & reasoning55Visual aesthetics68Maintainability49 | 59.00 | 64 | 61 | 55 | 68 | 49 | 104m 54s | $1.38 | … | |
| 44 | Qwen 3.8 Flash Backend engineering59Frontend interaction70Knowledge & reasoning50Visual aesthetics55Maintainability66 | 58.90 | 59 | 70 | 50 | 55 | 66 | 221m 2s | $0.43 | 115 | |
| 45 |  Ling-3.2-flash Backend engineering59Frontend interaction54Knowledge & reasoning60Visual aesthetics61Maintainability57 | 58.10 | 59 | 54 | 60 | 61 | 57 | — | N/A | … | |
| 46 | deepseek-v4-flash Backend engineering53Frontend interaction67Knowledge & reasoning55Visual aesthetics61Maintainability53 | 58.00 | 53 | 67 | 55 | 61 | 53 | 98m 25s | $0.42 | … | |
| 47 | deepseek-v4-flash-vision-exp Backend engineering57Frontend interaction39Knowledge & reasoning70Visual aesthetics61Maintainability55 | 57.25 | 57 | 39 | 70 | 61 | 55 | 88m 43s | $0.32 | … | |
| 48 | mimo-v2.6-flash Backend engineering54Frontend interaction67Knowledge & reasoning45Visual aesthetics59Maintainability57 | 54.90 | 54 | 67 | 45 | 59 | 57 | 386m 14s | $0.28 | … | |
| 49 | glm-5.3-flash Backend engineering52Frontend interaction71Knowledge & reasoning40Visual aesthetics70Maintainability53 | 54.45 | 52 | 71 | 40 | 70 | 53 | 102m 55s | $0.081 | … | |
| 50 | Qwen 3.8 27b Backend engineering59Frontend interaction85Knowledge & reasoning20Visual aesthetics66Maintainability59 | 52.55 | 59 | 85 | 20 | 66 | 59 | 104m 31s | $1.79 | … | |
| 51 | crouton-alpha Backend engineering45Frontend interaction64Knowledge & reasoning45Visual aesthetics59Maintainability53 | 51.95 | 45 | 64 | 45 | 59 | 53 | 8m 1s | N/A | 553 | |
| 52 | gpt-5.6-luna Backend engineering54Frontend interaction78Knowledge & reasoning25Visual aesthetics66Maintainability59 | 51.55 | 54 | 78 | 25 | 66 | 59 | 75m 23s | $0.16 | … | |
| 53 | MiniMax-M3 Backend engineering43Frontend interaction59Knowledge & reasoning50Visual aesthetics59Maintainability44 | 51.15 | 43 | 59 | 50 | 59 | 44 | 56m 33s | $0.62 | … | |
| 54 | gemini-3.7-flash Backend engineering59Frontend interaction67Knowledge & reasoning25Visual aesthetics70Maintainability59 | 50.20 | 59 | 67 | 25 | 70 | 59 | 24m 19s | $0.13 | … | |
| 55 |  Nemotron-3-Ultra Backend engineering42Frontend interaction34Knowledge & reasoning40Visual aesthetics61Maintainability37 | 40.70 | 42 | 34 | 40 | 61 | 37 | 109m 30s | $0.000 | … |
Each model uses its highest-scoring effort here. Tied scores share a rank.
Evaluation methodology
Backend engineering 20% · Frontend interaction 25% · Knowledge & reasoning 35% · Visual aesthetics 10% · Maintainability 10%.