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Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3 3B | 72% | $0.0002 | 1.2s | |
| Gemini 2.5 Flash Lite | 77% | $0.0003 | 1.3s | |
| Inception Mercury 2 | 99% | $0.0008 | 1.2s | |
| Gemini 3.1 Flash Lite (Preview) | 96% | $0.0007 | 1.6s | |
| Gemini 3.1 Flash Lite | 95% | $0.0007 | 1.8s | |
| Gemini 3.1 Flash Lite (Reasoning) | 93% | $0.0007 | 2.2s | |
| GPT-5.4 Nano | 86% | $0.0006 | 2.3s | |
| GPT-4.1 Nano | 82% | $0.0002 | 4.4s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0003 | 6.8s | |
| GPT-5.4 Nano (Reasoning) | 98% | $0.0009 | 3.7s | |
| GPT-5.4 Nano (Reasoning, Low) | 92% | $0.0007 | 2.6s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 85% | $0.0010 | 1.6s | |
| Laguna XS 2.1 | 76% | $0.0001 | 5.2s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0003 | 7.0s | |
| Mistral Small 3.2 24B | 81% | $0.0002 | 5.2s | |
| Gemini 3.5 Flash Lite (Reasoning) | 86% | $0.0010 | 1.3s | |
| Ministral 3 14B | 83% | $0.0004 | 2.7s | |
| DeepSeek V4 Flash | 87% | $0.0001 | 7.8s | |
| GPT-4.1 Mini | 84% | $0.0006 | 3.8s | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0009 | 11.8s | |
Cost vs Performance
Compares total cost for this test against the test score. Quadrant lines are drawn at the median values. Only models with available cost data are shown.
9 low-scoring outliers hidden: WizardLM 2 8x22b (55.4%), Mistral Large 2 (54.7%), Thinking Machines Inkling (51.8%), Gemma 3 4B (50.3%), Arcee AI: Trinity Mini (47.4%), Hermes 3 70B (44.4%), Ministral 8B (38.1%), Ministral 3B (37.0%), Mistral NeMO (36.0%).
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.8 27B (Reasoning, XHigh) | 100% | 100% | 100% | |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | |
| Grok 4.3 (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5 | 100% | 100% | 100% | |
| Gemma 4 26B (Reasoning) | 100% | 100% | 100% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.5 35B | 100% | 100% | 100% | |
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.5 Flash | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0003 | 6.8s | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0003 | 7.0s | 100% | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0028 | 3.9s | 100% | |
| GPT-5.6 Luna (Reasoning, Medium) | 100% | $0.0030 | 3.3s | 99% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0012 | 9.9s | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0009 | 11.8s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0051 | 4.8s | 98% | |
| Qwen 3.7 Flash (Reasoning) | 100% | $0.0005 | 20.8s | 100% | |
| GPT-5 Mini | 100% | $0.0022 | 10.4s | 96% | |
| Inception Mercury 2 | 99% | $0.0008 | 1.2s | 88% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.0059 | 6.0s | 99% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | $0.0071 | 7.8s | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | $0.0004 | 30.2s | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | $0.0084 | 7.6s | 100% | |
| GPT-5.2 | 100% | $0.0076 | 8.5s | 98% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | $0.0065 | 15.1s | 100% | |
| GPT-5.1 | 100% | $0.0075 | 10.8s | 98% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | $0.0095 | 7.6s | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | $0.0008 | 35.7s | 100% | |
| Nemotron 3 Super | 99% | $0.0000 | 12.8s | 83% | |
| words | sentences | paragraphs | ||||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Model | Total â–¼ | 10 word summary | 20 word summary | 50 word summary | 100 word summary | 200 word summary | 1 sentence summary | 3 sentence summary | 10 sentence summary | 20 sentence summary | 50 sentence summary | 1 paragraph summary | 3 paragraph summary | 5 paragraph summary |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen 3.7 Max | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen 3.8 27B (Reasoning, XHigh) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Grok 4.3 (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Z.AI GLM 5 | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemma 4 26B (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen 3.5 35B | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
1–15 of 190
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paragraphs
1 paragraph summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Arcee AI: Trinity Mini | 100% | $0.0001 | 880ms | |
| Ministral 3B | 100% | $0.0001 | 2.1s | |
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 688ms | |
| Ministral 8B | 100% | $0.0002 | 988ms | |
| Ministral 3 3B | 100% | $0.0002 | 1.0s | |
| Inception Mercury 2 | 100% | $0.0004 | 820ms | |
| Ministral 3 8B | 100% | $0.0003 | 1.3s | |
| Nemotron 3 Super | 100% | $0.0000 | 3.6s | |
| Gemma 3 4B | 100% | $0.0001 | 2.2s | |
| GPT-4.1 Nano | 100% | $0.0001 | 2.3s | |
| Mistral NeMO | 100% | $0.0003 | 1.8s | |
| GPT-6 Luna | 100% | $0.0001 | 2.6s | |
| Laguna XS 2.1 | 100% | $0.0001 | 2.7s | |
| Ministral 3 14B | 100% | $0.0004 | 1.9s | |
| DeepSeek V4 Flash | 100% | $0.0001 | 3.7s | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0003 | 2.4s | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 2.5s | |
| Mistral Small 4 | 100% | $0.0003 | 2.0s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0001 | 2.9s | |
| GPT-5.4 Nano | 100% | $0.0005 | 1.5s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 688ms | 100% | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 880ms | 100% | |
| Ministral 8B | 100% | $0.0002 | 988ms | 100% | |
| Ministral 3 3B | 100% | $0.0002 | 1.0s | 100% | |
| Inception Mercury 2 | 100% | $0.0004 | 820ms | 100% | |
| Ministral 3 8B | 100% | $0.0003 | 1.3s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0006 | 1.3s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0008 | 963ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0007 | 1.1s | 100% | |
| Ministral 3B | 100% | $0.0001 | 2.1s | 100% | |
| Mistral NeMO | 100% | $0.0003 | 1.8s | 100% | |
| GPT-5.4 Nano | 100% | $0.0005 | 1.5s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0006 | 1.3s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0005 | 1.5s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0006 | 1.4s | 100% | |
| Gemma 3 4B | 100% | $0.0001 | 2.2s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0006 | 1.4s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0005 | 1.6s | 100% | |
| Mistral Small 4 | 100% | $0.0003 | 2.0s | 100% | |
| GPT-4.1 Nano | 100% | $0.0001 | 2.3s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches paragraph count |
3 paragraph summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3 3B | 100% | $0.0002 | 1.3s | |
| Gemini 2.5 Flash Lite | 100% | $0.0003 | 1.4s | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 2.8s | |
| GPT-6 Luna | 100% | $0.0001 | 4.4s | |
| Ministral 3 8B | 100% | $0.0003 | 2.7s | |
| Laguna XS 2.1 | 100% | $0.0001 | 3.8s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0001 | 4.0s | |
| Gemma 3 4B | 60% | $0.0001 | 3.7s | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 4.4s | |
| Inception Mercury 2 | 100% | $0.0007 | 1.1s | |
| Ministral 3 14B | 100% | $0.0004 | 4.1s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0001 | 4.1s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0006 | 2.1s | |
| Mistral Small 4 | 100% | $0.0004 | 3.4s | |
| Nemotron 3 Super | 100% | $0.0000 | 8.4s | |
| DeepSeek V4 Flash | 100% | $0.0002 | 14.4s | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0007 | 2.0s | |
| GPT-5.4 Nano | 100% | $0.0007 | 1.9s | |
| Laguna S 2.1 | 100% | $0.0001 | 14.9s | |
| GPT-4.1 Nano | 100% | $0.0002 | 4.8s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Ministral 3 3B | 100% | $0.0002 | 1.3s | 100% | |
| Gemini 2.5 Flash Lite | 100% | $0.0003 | 1.4s | 100% | |
| Inception Mercury 2 | 100% | $0.0007 | 1.1s | 100% | |
| GPT-5.4 Nano | 100% | $0.0007 | 1.9s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0010 | 1.5s | 100% | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 2.8s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0007 | 2.0s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0006 | 2.1s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0008 | 1.8s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0008 | 1.8s | 100% | |
| Ministral 3 8B | 100% | $0.0003 | 2.7s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0011 | 1.5s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0010 | 2.0s | 100% | |
| Laguna XS 2.1 | 100% | $0.0001 | 3.8s | 100% | |
| GPT-5.4 Mini | 100% | $0.0014 | 1.8s | 100% | |
| Mistral Small 4 | 100% | $0.0004 | 3.4s | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0001 | 4.0s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0001 | 4.1s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0008 | 3.1s | 100% | |
| GPT-4.1 Mini | 100% | $0.0007 | 3.4s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches paragraph count |
5 paragraph summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3 3B | 100% | $0.0002 | 1.8s | |
| Gemini 2.5 Flash Lite | 100% | $0.0003 | 2.0s | |
| Ministral 3 8B | 100% | $0.0003 | 2.9s | |
| Inception Mercury 2 | 100% | $0.0006 | 1.2s | |
| GPT-6 Luna | 100% | $0.0001 | 4.0s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0002 | 4.9s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0002 | 4.9s | |
| Laguna XS 2.1 | 100% | $0.0002 | 6.3s | |
| Nemotron 3 Super | 100% | $0.0000 | 7.6s | |
| GPT-4.1 Nano | 100% | $0.0002 | 5.6s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0008 | 2.5s | |
| GPT-5.4 Nano | 100% | $0.0008 | 2.4s | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0008 | 2.5s | |
| Ministral 3 14B | 100% | $0.0004 | 4.7s | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 5.8s | |
| Laguna S 2.1 | 100% | $0.0002 | 11.6s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 6.7s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0010 | 2.3s | |
| DeepSeek V4 Flash | 100% | $0.0002 | 30.5s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0010 | 2.8s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Ministral 3 3B | 100% | $0.0002 | 1.8s | 100% | |
| Inception Mercury 2 | 100% | $0.0006 | 1.2s | 100% | |
| Gemini 2.5 Flash Lite | 100% | $0.0003 | 2.0s | 100% | |
| Ministral 3 8B | 100% | $0.0003 | 2.9s | 100% | |
| GPT-5.4 Nano | 100% | $0.0008 | 2.4s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0008 | 2.5s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0008 | 2.5s | 100% | |
| GPT-6 Luna | 100% | $0.0001 | 4.0s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0012 | 1.7s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0010 | 2.3s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0012 | 1.7s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0010 | 2.5s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0010 | 2.8s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0002 | 4.9s | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0002 | 4.9s | 100% | |
| Ministral 3 14B | 100% | $0.0004 | 4.7s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0013 | 2.9s | 100% | |
| GPT-4.1 Nano | 100% | $0.0002 | 5.6s | 100% | |
| GPT-5.4 Mini | 100% | $0.0019 | 2.2s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 5.8s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches paragraph count |
sentences
1 sentence summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3B | 100% | $0.0001 | 474ms | |
| Gemma 3 4B | 100% | $0.0001 | 756ms | |
| Ministral 3 3B | 100% | $0.0002 | 530ms | |
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 536ms | |
| DeepSeek V4 Flash | 100% | $0.0001 | 3.7s | |
| Ministral 8B | 90% | $0.0002 | 800ms | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 1.5s | |
| GPT-6 Luna | 100% | $0.0001 | 1.8s | |
| Gemma 3 12B | 100% | $0.0001 | 1.6s | |
| GPT-4.1 Nano | 100% | $0.0001 | 1.6s | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 1.2s | |
| Ministral 3 8B | 100% | $0.0003 | 648ms | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0001 | 2.5s | |
| Nemotron 3 Super | 100% | $0.0000 | 4.7s | |
| Mistral Small 4 | 100% | $0.0003 | 872ms | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0001 | 2.7s | |
| Z.AI GLM 5.3 Flash (Reasoning, Low) | 100% | $0.0001 | 3.1s | |
| Gemma 3 27B | 100% | $0.0002 | 2.5s | |
| Gemma 4 26B | 100% | $0.0002 | 5.0s | |
| Qwen 3 235B A22B Instruct 2507 | 100% | $0.0002 | 2.0s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Ministral 3B | 100% | $0.0001 | 474ms | 100% | |
| Gemma 3 4B | 100% | $0.0001 | 756ms | 100% | |
| Ministral 3 3B | 100% | $0.0002 | 530ms | 100% | |
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 536ms | 100% | |
| Ministral 3 8B | 100% | $0.0003 | 648ms | 100% | |
| Mistral Small 4 | 100% | $0.0003 | 872ms | 100% | |
| Inception Mercury 2 | 100% | $0.0004 | 561ms | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 1.2s | 100% | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 1.5s | 100% | |
| GPT-4.1 Nano | 100% | $0.0001 | 1.6s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0004 | 796ms | 100% | |
| Gemma 3 12B | 100% | $0.0001 | 1.6s | 100% | |
| GPT-6 Luna | 100% | $0.0001 | 1.8s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0005 | 826ms | 100% | |
| Ministral 3 14B | 100% | $0.0003 | 1.2s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0005 | 848ms | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0004 | 1.1s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0004 | 1.1s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0006 | 542ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0006 | 652ms | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches sentence count |
3 sentence summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3B | 100% | $0.0001 | 741ms | |
| Ministral 3 3B | 100% | $0.0002 | 737ms | |
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 658ms | |
| Gemma 3 4B | 100% | $0.0001 | 1.5s | |
| Ministral 8B | 100% | $0.0002 | 792ms | |
| GPT-6 Luna | 100% | $0.0001 | 2.1s | |
| GPT-4.1 Nano | 100% | $0.0001 | 2.2s | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 2.2s | |
| DeepSeek V4 Flash | 100% | $0.0001 | 3.1s | |
| Ministral 3 8B | 100% | $0.0003 | 932ms | |
| Laguna XS 2.1 | 100% | $0.0001 | 18.4s | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 2.7s | |
| Gemma 3 12B | 100% | $0.0001 | 2.8s | |
| Qwen 3 235B A22B Instruct 2507 | 100% | $0.0002 | 3.0s | |
| Ministral 3 14B | 100% | $0.0003 | 1.2s | |
| Gemma 4 26B | 100% | $0.0002 | 2.6s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0001 | 3.0s | |
| Mistral Small 4 | 100% | $0.0003 | 1.3s | |
| Nemotron 3 Super | 100% | $0.0000 | 5.0s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0001 | 3.6s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 658ms | 100% | |
| Ministral 3 3B | 100% | $0.0002 | 737ms | 100% | |
| Ministral 3 8B | 100% | $0.0003 | 932ms | 100% | |
| Ministral 3 14B | 100% | $0.0003 | 1.2s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0007 | 778ms | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0005 | 1.1s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0005 | 1.1s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0007 | 820ms | 100% | |
| GPT-6 Luna | 100% | $0.0001 | 2.1s | 100% | |
| GPT-4.1 Nano | 100% | $0.0001 | 2.2s | 100% | |
| Gemma 3 12B | 100% | $0.0001 | 2.8s | 100% | |
| GPT-5.4 Mini | 100% | $0.0010 | 1.0s | 100% | |
| Gemma 4 26B | 100% | $0.0002 | 2.6s | 100% | |
| GPT-5.6 Luna | 100% | $0.0008 | 1.5s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0010 | 1.1s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 2.7s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0001 | 3.0s | 100% | |
| Gemma 3 27B | 100% | $0.0002 | 2.9s | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0003 | 2.8s | 100% | |
| DeepSeek V4 Flash | 100% | $0.0001 | 3.1s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches sentence count |
10 sentence summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3 3B | 100% | $0.0002 | 1.4s | |
| GPT-4.1 Nano | 100% | $0.0002 | 3.0s | |
| Gemma 3 4B | 100% | $0.0001 | 3.2s | |
| Laguna S 2.1 | 100% | $0.0002 | 9.9s | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 3.4s | |
| DeepSeek V4 Flash | 100% | $0.0001 | 5.8s | |
| GPT-6 Luna | 100% | $0.0001 | 3.8s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0002 | 4.6s | |
| Laguna XS 2.1 | 100% | $0.0001 | 4.0s | |
| Ministral 3 14B | 100% | $0.0004 | 2.6s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0001 | 4.7s | |
| Gemini 2.5 Flash Lite | 84% | $0.0003 | 1.5s | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0006 | 1.8s | |
| Nemotron 3 Super | 100% | $0.0000 | 9.1s | |
| Gemma 4 26B | 100% | $0.0003 | 6.5s | |
| GPT-5.4 Nano | 100% | $0.0006 | 1.9s | |
| Gemini 3.1 Flash Lite | 100% | $0.0007 | 1.6s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0007 | 1.8s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0007 | 1.6s | |
| GPT-4.1 Mini | 100% | $0.0006 | 3.8s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Ministral 3 3B | 100% | $0.0002 | 1.4s | 99% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0007 | 1.6s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0007 | 1.6s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0007 | 1.8s | 100% | |
| GPT-4.1 Nano | 100% | $0.0002 | 3.0s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0010 | 1.4s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 3.4s | 100% | |
| GPT-6 Luna | 100% | $0.0001 | 3.8s | 100% | |
| Gemma 3 4B | 100% | $0.0001 | 3.2s | 99% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0002 | 4.6s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0006 | 1.8s | 99% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0011 | 1.4s | 99% | |
| GPT-4.1 Mini | 100% | $0.0006 | 3.8s | 100% | |
| Ministral 3 14B | 100% | $0.0004 | 2.6s | 99% | |
| GPT-5.4 Nano | 100% | $0.0006 | 1.9s | 99% | |
| GPT-5.6 Luna (Reasoning, Medium) | 100% | $0.0017 | 2.2s | 100% | |
| GPT-5.4 Mini | 100% | $0.0017 | 2.2s | 100% | |
| Laguna XS 2.1 | 100% | $0.0001 | 4.0s | 99% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0007 | 2.8s | 99% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0002 | 5.7s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches sentence count |
20 sentence summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Mistral Small 3.2 24B | 100% | $0.0003 | 5.5s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0010 | 2.3s | |
| DeepSeek V4 Flash | 100% | $0.0002 | 5.3s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0010 | 3.3s | |
| GPT-6 Luna | 90% | $0.0002 | 4.8s | |
| GPT-5.4 Nano | 99% | $0.0009 | 2.8s | |
| Gemini 3.1 Flash Lite | 99% | $0.0010 | 3.4s | |
| Gemini 3.5 Flash Lite (Reasoning) | 97% | $0.0014 | 2.0s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 6.2s | |
| Gemma 3 4B | 100% | $0.0001 | 6.6s | |
| Gemma 4 26B | 99% | $0.0003 | 8.1s | |
| GPT-5.4 Nano (Reasoning) | 99% | $0.0013 | 6.1s | |
| GPT-5.6 Luna | 100% | $0.0025 | 3.2s | |
| GPT-5.4 Mini | 100% | $0.0027 | 2.8s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0029 | 3.0s | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 3.9s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0004 | 8.3s | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0013 | 9.3s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0005 | 9.3s | |
| GPT-5.6 Luna (Reasoning, Medium) | 100% | $0.0032 | 4.5s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
| Z.AI GLM 5.2 (Reasoning, High) | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| DeepSeek V4 Flash | 100% | $0.0002 | 5.3s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 5.5s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0010 | 2.3s | 99% | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 6.2s | 100% | |
| Gemma 3 4B | 100% | $0.0001 | 6.6s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0010 | 3.3s | 99% | |
| Gemini 3.1 Flash Lite | 99% | $0.0010 | 3.4s | 99% | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 3.9s | 100% | |
| GPT-5.4 Mini | 100% | $0.0027 | 2.8s | 100% | |
| GPT-5.6 Luna | 100% | $0.0025 | 3.2s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0004 | 8.3s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0029 | 3.0s | 100% | |
| Mistral Large 3 | 100% | $0.0014 | 7.7s | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0005 | 9.3s | 99% | |
| GPT-5.6 Luna (Reasoning, Medium) | 100% | $0.0032 | 4.5s | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0013 | 9.3s | 100% | |
| Grok 4.3 | 100% | $0.0027 | 4.7s | 99% | |
| GPT-5.4 Nano | 99% | $0.0009 | 2.8s | 95% | |
| Grok 4.20 | 100% | $0.0027 | 5.4s | 99% | |
| GPT-6 Sol | 100% | $0.0039 | 6.4s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches sentence count |
50 sentence summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3 14B | 100% | $0.0005 | 9.4s | |
| DeepSeek V4 Flash | 97% | $0.0002 | 11.3s | |
| Gemini 3.1 Flash Lite | 74% | $0.0015 | 3.9s | |
| Mistral Small 4 | 80% | $0.0009 | 10.1s | |
| Gemini 3.1 Flash Lite (Preview) | 93% | $0.0015 | 3.9s | |
| Gemma 3 4B | 75% | $0.0002 | 13.1s | |
| Inception Mercury 2 | 90% | $0.0018 | 2.6s | |
| Mistral Small 3.2 24B | 100% | $0.0004 | 30.4s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0009 | 16.1s | |
| GPT-5.4 Nano (Reasoning) | 80% | $0.0022 | 7.8s | |
| DeepSeek V3.2 | 73% | $0.0006 | 39.6s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0011 | 20.6s | |
| Mistral Large 3 | 100% | $0.0020 | 13.8s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0038 | 4.0s | |
| Gemma 4 31B | 100% | $0.0005 | 30.6s | |
| Gemini 3 Flash (Preview) | 100% | $0.0036 | 7.1s | |
| DeepSeek V4 Flash (Reasoning) | 66% | $0.0004 | 17.8s | |
| Nemotron 3 Super | 90% | $0.0000 | 33.7s | |
| DeepSeek V3 (2025-03-24) | 90% | $0.0010 | 35.3s | |
| GPT-5.6 Luna | 100% | $0.0046 | 4.2s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
| GPT-5.5 (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
| Kimi K3 (Reasoning, High) | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Ministral 3 14B | 100% | $0.0005 | 9.4s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0036 | 7.1s | 100% | |
| GPT-5.6 Luna | 100% | $0.0046 | 4.2s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0009 | 16.1s | 100% | |
| Mistral Large 3 | 100% | $0.0020 | 13.8s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0038 | 4.0s | 99% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0011 | 20.6s | 100% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0031 | 19.0s | 100% | |
| Mistral Medium 3.1 | 100% | $0.0027 | 20.2s | 100% | |
| GPT-5 Mini | 100% | $0.0039 | 17.2s | 100% | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0074 | 8.8s | 100% | |
| Gemma 4 31B | 100% | $0.0005 | 30.6s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0004 | 30.4s | 99% | |
| GPT-6 Sol | 100% | $0.0072 | 10.8s | 99% | |
| GPT-5.6 Luna (Reasoning, Medium) | 100% | $0.0095 | 8.4s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0096 | 10.0s | 100% | |
| Qwen 3.5 Plus (2026-02-15) | 100% | $0.0026 | 34.3s | 100% | |
| GPT-5.6 Terra | 100% | $0.012 | 7.1s | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.011 | 12.2s | 100% | |
| DeepSeek V4 Flash 0731 (Reasoning, High) | 100% | $0.0011 | 41.9s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 95.7% | Matches sentence count |
words
10 word summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 432ms | |
| Gemma 3 12B | 100% | $0.0001 | 766ms | |
| GPT-4.1 Nano | 100% | $0.0001 | 1.5s | |
| DeepSeek V4 Flash | 99% | $0.0001 | 955ms | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 759ms | |
| Gemma 4 26B | 100% | $0.0002 | 3.2s | |
| Gemma 3 27B | 100% | $0.0002 | 1.0s | |
| Gemma 4 31B | 100% | $0.0003 | 16.5s | |
| Mistral Small 4 | 100% | $0.0002 | 638ms | |
| Z.AI GLM 5.3 Flash (Reasoning, Low) | 100% | $0.0001 | 2.3s | |
| GPT-5.4 Nano | 100% | $0.0003 | 1.0s | |
| GPT-4.1 Mini | 100% | $0.0002 | 1.7s | |
| Ministral 3 14B | 100% | $0.0003 | 523ms | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0004 | 1.4s | |
| Gemini 3.1 Flash Lite | 100% | $0.0004 | 777ms | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0004 | 731ms | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0004 | 815ms | |
| Qwen 3 235B A22B Instruct 2507 | 95% | $0.0002 | 2.2s | |
| Inception Mercury 2 | 100% | $0.0004 | 560ms | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0005 | 510ms | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 2.5 Flash Lite | 100% | $0.0002 | 432ms | 100% | |
| Inception Mercury 2 | 100% | $0.0004 | 560ms | 100% | |
| Gemma 3 12B | 100% | $0.0001 | 766ms | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0004 | 731ms | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0004 | 777ms | 100% | |
| Ministral 3 14B | 100% | $0.0003 | 523ms | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0004 | 815ms | 100% | |
| Gemma 3 27B | 100% | $0.0002 | 1.0s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0005 | 479ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0005 | 510ms | 100% | |
| GPT-5.4 Nano | 100% | $0.0003 | 1.0s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0004 | 1.4s | 100% | |
| GPT-5.4 Mini | 100% | $0.0007 | 741ms | 100% | |
| GPT-4.1 Mini | 100% | $0.0002 | 1.7s | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0003 | 2.2s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0005 | 1.8s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0008 | 881ms | 100% | |
| Mistral Small 4 | 100% | $0.0002 | 638ms | 99% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 3.0s | 100% | |
| Gemma 4 26B | 100% | $0.0002 | 3.2s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches word count |
20 word summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Ministral 3 3B | 100% | $0.0002 | 393ms | |
| Inception Mercury 2 | 100% | $0.0004 | 637ms | |
| Gemma 4 26B | 100% | $0.0002 | 3.8s | |
| Gemini 3.1 Flash Lite | 100% | $0.0004 | 896ms | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0004 | 779ms | |
| GPT-4.1 Nano | 100% | $0.0001 | 2.3s | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0005 | 523ms | |
| GPT-5.4 Nano | 99% | $0.0003 | 1.1s | |
| GPT-5.6 Luna | 100% | $0.0005 | 1.1s | |
| GPT-4.1 Mini | 99% | $0.0002 | 1.7s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0004 | 866ms | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0003 | 2.4s | |
| GPT-5.4 Mini | 99% | $0.0005 | 685ms | |
| Z.AI GLM 5.3 Flash (Reasoning, Low) | 99% | $0.0001 | 2.4s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0005 | 928ms | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 3.0s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0005 | 2.0s | |
| Z.AI GLM 4.5 | 99% | $0.0004 | 2.1s | |
| DeepSeek V3 (2025-03-24) | 100% | $0.0004 | 2.4s | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0005 | 1.9s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Inception Mercury 2 | 100% | $0.0004 | 637ms | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0004 | 779ms | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0004 | 896ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0005 | 523ms | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0004 | 866ms | 100% | |
| Ministral 3 3B | 100% | $0.0002 | 393ms | 99% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0003 | 2.4s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0005 | 928ms | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 3.0s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0005 | 1.9s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0005 | 2.0s | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0001 | 3.7s | 100% | |
| Mistral Large 3 | 100% | $0.0008 | 998ms | 100% | |
| Gemma 4 26B | 100% | $0.0002 | 3.8s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0002 | 4.2s | 100% | |
| GPT-4.1 Nano | 100% | $0.0001 | 2.3s | 99% | |
| Nemotron 3 Super | 100% | $0.0000 | 5.2s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0009 | 1.1s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0011 | 1.7s | 100% | |
| GPT-6 Sol | 100% | $0.0010 | 2.0s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Matches word count |
50 word summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Gemma 4 26B | 99% | $0.0002 | 2.1s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0005 | 927ms | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0005 | 1.3s | |
| Gemini 3.1 Flash Lite | 100% | $0.0005 | 932ms | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0006 | 603ms | |
| GPT-4o Mini (temp=0) | 100% | $0.0003 | 3.4s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 99% | $0.0006 | 936ms | |
| Inception Mercury 2 | 100% | $0.0008 | 1.0s | |
| GPT-4.1 Mini | 98% | $0.0003 | 2.1s | |
| DeepSeek V4 Flash | 84% | $0.0001 | 1.6s | |
| Gemini 3 Flash (Preview) | 100% | $0.0010 | 1.2s | |
| Gemma 4 31B | 100% | $0.0003 | 8.9s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0003 | 6.7s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0008 | 3.4s | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0006 | 4.6s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0004 | 7.6s | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0008 | 3.9s | |
| GPT-6 Sol | 98% | $0.0013 | 3.0s | |
| GPT-4.1 Nano | 93% | $0.0001 | 1.9s | |
| GPT-4.1 | 97% | $0.0018 | 2.3s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0005 | 927ms | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0005 | 932ms | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0005 | 1.3s | 100% | |
| Inception Mercury 2 | 100% | $0.0008 | 1.0s | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0003 | 3.4s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0010 | 1.2s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0006 | 603ms | 99% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0006 | 4.6s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 99% | $0.0006 | 936ms | 99% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0008 | 3.9s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0003 | 6.7s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0008 | 3.4s | 99% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0004 | 7.6s | 100% | |
| Gemma 4 31B | 100% | $0.0003 | 8.9s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0019 | 2.7s | 100% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0007 | 8.4s | 100% | |
| GPT-5.6 Terra | 99% | $0.0018 | 1.7s | 98% | |
| Gemma 4 26B | 99% | $0.0002 | 2.1s | 95% | |
| Nemotron 3 Super | 100% | $0.0000 | 13.8s | 100% | |
| Gemini 3.5 Flash (Reasoning, Minimal) | 100% | $0.0030 | 1.2s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 99.1% | Matches word count |
100 word summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0006 | 1.2s | |
| GPT-4o Mini (temp=0) | 100% | $0.0003 | 15.2s | |
| Inception Mercury 2 | 99% | $0.0013 | 1.6s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0011 | 5.1s | |
| Gemini 3 Flash (Preview) | 99% | $0.0012 | 1.8s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0005 | 7.7s | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0011 | 7.1s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0005 | 11.0s | |
| GPT-5.4 Nano (Reasoning, Low) | 90% | $0.0009 | 4.3s | |
| Nemotron 3 Super | 100% | $0.0000 | 19.9s | |
| GPT-4.1 | 99% | $0.0023 | 3.1s | |
| Gemini 3.1 Flash Lite | 98% | $0.0006 | 1.2s | |
| Gemini 3.1 Flash Lite (Reasoning) | 98% | $0.0006 | 1.2s | |
| GPT-5.4 Mini | 82% | $0.0011 | 1.2s | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0016 | 15.9s | |
| Gemma 4 31B | 96% | $0.0003 | 6.4s | |
| GPT-5.4 Mini (Reasoning, Low) | 95% | $0.0026 | 2.6s | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0040 | 4.9s | |
| Nemotron 3 Nano | 90% | $0.0003 | 20.6s | |
| Gemini 3.5 Flash (Reasoning, Minimal) | 97% | $0.0036 | 1.5s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5 Turbo | 100% | 100% | 100% | |
| Qwen 3.8 27B (Reasoning, XHigh) | 100% | 100% | 100% | |
| Grok 4.6 (Reasoning, High) | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0006 | 1.2s | 99% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0011 | 5.1s | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0005 | 7.7s | 99% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0005 | 11.0s | 100% | |
| Gemini 3 Flash (Preview) | 99% | $0.0012 | 1.8s | 98% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0011 | 7.1s | 99% | |
| GPT-4o Mini (temp=0) | 100% | $0.0003 | 15.2s | 99% | |
| GPT-5.6 Luna (Reasoning, Medium) | 100% | $0.0037 | 3.7s | 100% | |
| Nemotron 3 Super | 100% | $0.0000 | 19.9s | 99% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0016 | 15.9s | 100% | |
| Inception Mercury 2 | 99% | $0.0013 | 1.6s | 95% | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0040 | 4.9s | 99% | |
| Gemini 3.1 Flash Lite (Reasoning) | 98% | $0.0006 | 1.2s | 94% | |
| GPT-4.1 | 99% | $0.0023 | 3.1s | 95% | |
| GPT-6 Sol (Reasoning, Medium) | 100% | $0.0052 | 7.3s | 100% | |
| GPT-4o, Aug. 6th (temp=1) | 100% | $0.0051 | 2.2s | 99% | |
| Gemini 3.1 Flash Lite | 98% | $0.0006 | 1.2s | 93% | |
| Qwen 3.7 Flash (Reasoning) | 100% | $0.0008 | 29.8s | 100% | |
| GPT-5 Mini | 100% | $0.0033 | 15.8s | 99% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.0063 | 6.0s | 99% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 95.4% | Matches word count |
200 word summary
Performance Score Distribution (Top 20)
Click a model name to view its detail page.
Price-Performance Score Distribution (Top 20)
Click a model name to view its detail page.
| Score | Cost | Time | ||
|---|---|---|---|---|
| Inception Mercury 2 | 100% | $0.0017 | 2.3s | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0017 | 10.5s | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0007 | 14.5s | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0009 | 16.5s | |
| GPT-5.4 Nano (Reasoning) | 99% | $0.0019 | 9.8s | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0025 | 15.7s | |
| Nemotron 3 Super | 100% | $0.0000 | 31.8s | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0063 | 7.4s | |
| Nemotron 3 Nano | 100% | $0.0008 | 51.1s | |
| GPT-5 Nano | 100% | $0.0015 | 35.2s | |
| Muse Spark 1.1 (Reasoning, Minimal) | 99% | $0.0078 | 8.0s | |
| GPT-OSS 120B | 99% | $0.0009 | 57.4s | |
| GPT-4o, Aug. 6th (temp=0) | 78% | $0.0062 | 3.8s | |
| GPT-5 Mini | 96% | $0.0038 | 20.4s | |
| GPT-5.6 Luna (Reasoning, Medium) | 99% | $0.0083 | 7.6s | |
| Muse Spark 1.1 (Reasoning, Medium) | 99% | $0.0091 | 9.7s | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | $0.011 | 9.1s | |
| Qwen 3.7 Flash (Reasoning) | 99% | $0.0014 | 57.7s | |
| GPT-4.1 | 78% | $0.0035 | 3.5s | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | $0.011 | 20.7s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 5.5 (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Hy4 Preview (Reasoning, High) | 100% | 100% | 100% | |
| Qwen 3.7 Max | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Flash (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
| Qwen 3.8 27B (Reasoning, XHigh) | 100% | 100% | 100% | |
| Grok 4.6 (Reasoning, High) | 100% | 100% | 100% | |
| Xiaomi MIMO v2.6 Pro | 100% | 100% | 100% | |
Top Overall Models (Top 20)
Ranked by composite score (performance, cost, speed & stability). Click a model name to view its detail page.
| Score | Cost | Speed | Stability | ||
|---|---|---|---|---|---|
| Inception Mercury 2 | 100% | $0.0017 | 2.3s | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | $0.0017 | 10.5s | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | $0.0007 | 14.5s | 99% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0025 | 15.7s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0009 | 16.5s | 99% | |
| GPT-5.4 Nano (Reasoning) | 99% | $0.0019 | 9.8s | 98% | |
| Nemotron 3 Super | 100% | $0.0000 | 31.8s | 100% | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0063 | 7.4s | 99% | |
| GPT-5 Nano | 100% | $0.0015 | 35.2s | 100% | |
| GPT-5.6 Luna (Reasoning, Medium) | 99% | $0.0083 | 7.6s | 98% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | $0.011 | 9.1s | 99% | |
| Nemotron 3 Nano | 100% | $0.0008 | 51.1s | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | $0.011 | 20.7s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 99% | $0.0078 | 8.0s | 95% | |
| Muse Spark 1.1 (Reasoning, Medium) | 99% | $0.0091 | 9.7s | 95% | |
| Qwen 3.7 Flash (Reasoning) | 99% | $0.0014 | 57.7s | 98% | |
| GPT-5.1 | 99% | $0.014 | 16.6s | 98% | |
| GPT-OSS 120B | 99% | $0.0009 | 57.4s | 95% | |
| Z.AI GLM 5.3 Flash (Reasoning, Max) | 100% | $0.0012 | 1.4m | 100% | |
| Qwen 3.5 Flash | 100% | $0.0049 | 1.2m | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 64.9% | Matches word count |