Language Writing
Can the model generate text in different languages?
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 | ||
|---|---|---|---|---|
| GPT-4.1 Nano | 93% | $0.0001 | 4.0s | |
| Inception Mercury 2 | 100% | $0.0006 | 1.4s | |
| GPT-4.1 Mini | 99% | $0.0004 | 3.4s | |
| GPT-4o Mini (temp=0) | 100% | $0.0003 | 4.8s | |
| Mistral NeMO | 67% | $0.0001 | 4.3s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 5.6s | |
| Laguna S 2.1 | 96% | $0.0001 | 13.7s | |
| Grok 4.3 | 94% | $0.0009 | 3.8s | |
| Arcee AI: Trinity Mini | 81% | $0.0002 | 15.9s | |
| Gemini 3.1 Flash Lite (Preview) | 95% | $0.0011 | 3.7s | |
| GPT-6 Luna | 95% | $0.0003 | 7.4s | |
| Gemini 3.1 Flash Lite (Reasoning) | 98% | $0.0011 | 5.3s | |
| Gemini 3.1 Flash Lite | 97% | $0.0011 | 6.2s | |
| Laguna XS 2.1 | 94% | $0.0002 | 13.4s | |
| Nemotron 3 Nano | 95% | $0.0002 | 10.8s | |
| GPT-5.4 Mini | 97% | $0.0020 | 2.5s | |
| DeepSeek V4 Flash (Reasoning) | 90% | $0.0002 | 20.8s | |
| DeepSeek V4 Flash | 87% | $0.0002 | 12.4s | |
| Nemotron 3 Super | 98% | $0.0000 | 21.7s | |
| Mistral Small 3.2 24B | 71% | $0.0003 | 11.0s | |
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.
22 low-scoring outliers hidden: DeepSeek V3 (2024-12-26) (75.8%), DeepSeek V4 Pro (75.6%), Gemma 3 4B (74.6%), Cohere Command R+ (Aug. 2024) (73.2%), DeepSeek V3 (2025-03-24) (72.8%), Mistral Small 4 (Reasoning) (71.1%), Mistral Small 3.2 24B (70.5%), Mistral Large 2 (70.4%), MiniMax M2.7 (69.6%), Qwen 2.5 72B (67.9%), Mistral NeMO (66.6%), WizardLM 2 8x22b (61.1%), Ministral 3B (59.5%), Ministral 8B (52.8%), Cydonia 24B V4.1 (50.0%), Mistral Medium 3.1 (49.0%), Mistral Small 4 (48.9%), Ministral 3 8B (47.9%), Qwen 3 235B A22B Instruct 2507 (46.7%), Writer: Palmyra X5 (43.2%), Ministral 3 3B (36.2%), Ministral 3 14B (10.0%).
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Kimi K3.1 Pro (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-6.1 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6.1 Terra (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash 1017 (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 4 Argon (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
| Kimi K3 (Reasoning, High) | 100% | 100% | 100% | |
| GPT-6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Grok 4.7 (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | |
| Grok 4.3 (Reasoning) | 100% | 100% | 100% | |
| Claude Sonnet 4.6 | 100% | 100% | 100% | |
| GPT-6 Sol | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning, Minimal) | 100% | 100% | 100% | |
| o4 Mini | 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-4o Mini (temp=0) | 100% | $0.0003 | 4.8s | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 5.6s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0020 | 5.6s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 16.1s | 100% | |
| Claude Haiku 5.5 (Reasoning, Medium) | 100% | $0.0011 | 11.8s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0022 | 3.5s | 99% | |
| Inception Mercury 2 | 100% | $0.0006 | 1.4s | 96% | |
| GPT-6.1 Terra (Reasoning, Medium) | 100% | $0.0034 | 8.4s | 100% | |
| Claude Haiku 5.5 (Reasoning, Low) | 100% | $0.0011 | 12.4s | 98% | |
| Gemini 3.6 Flash (Reasoning, Minimal) | 100% | $0.0050 | 5.1s | 100% | |
| GPT-6 Sol | 100% | $0.0043 | 9.4s | 100% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0015 | 15.7s | 98% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0047 | 8.0s | 100% | |
| GPT-4o, Aug. 6th (temp=0) | 100% | $0.0052 | 6.1s | 100% | |
| DeepSeek V4.1 Flash 1017 (Reasoning, High) | 100% | $0.0022 | 21.5s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0007 | 17.3s | 98% | |
| Claude Haiku 5.5 (Adaptive) | 100% | $0.0013 | 14.1s | 97% | |
| Gemma 4 31B | 100% | $0.0003 | 32.1s | 100% | |
| Z.AI GLM 4.5 | 100% | $0.0013 | 14.5s | 97% | |
| GPT-4.1 Mini | 99% | $0.0004 | 3.4s | 93% | |
| Model | Total â–¼ | Character dialogue (Spanish) in a story | Character dialogue (French) in a story | Character dialogue (German) in a story | Character dialogue (Italian) in a story | Character dialogue (Hindi) in a story |
|---|---|---|---|---|---|---|
| Kimi K3.1 Pro (Reasoning, Max) | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-6.1 Sol (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-6.1 Terra (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | 100% | 100% | 100% |
| DeepSeek V4.1 Flash 1017 (Reasoning, High) | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 4 Argon (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | 100% | 100% | 100% |
| Kimi K3 (Reasoning, High) | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-6 Sol (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| Grok 4.7 (Reasoning, High) | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | 100% | 100% | 100% |
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Character dialogue (Spanish) in a story
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 | 60% | $0.0001 | 2.3s | |
| GPT-4.1 Nano | 100% | $0.0001 | 3.7s | |
| Inception Mercury 2 | 100% | $0.0005 | 1.4s | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 3.6s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 4.5s | |
| GPT-4.1 Mini | 100% | $0.0004 | 3.4s | |
| Arcee AI: Trinity Mini | 85% | $0.0002 | 5.0s | |
| Grok 4.3 | 100% | $0.0008 | 2.8s | |
| GPT-6 Luna | 97% | $0.0003 | 6.3s | |
| Nemotron 3 Super | 100% | $0.0000 | 12.5s | |
| Laguna XS 2.1 | 100% | $0.0002 | 11.3s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.5s | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 15.1s | |
| Gemini 3.1 Flash Lite | 100% | $0.0010 | 3.6s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 13.1s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 3.6s | |
| Gemma 4 26B | 100% | $0.0003 | 28.0s | |
| DeepSeek V4 Flash | 80% | $0.0002 | 11.0s | |
| Z.AI GLM 5 Turbo | 100% | $0.0027 | 10.2s | |
| WizardLM 2 8x22b | 73% | $0.0006 | 10.7s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Kimi K3.1 Pro (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-6.1 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Ember-1 (Reasoning, Max) | 100% | 100% | 100% | |
| Muse Wonder (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6.1 Terra (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% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash 1017 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.3 (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 | ||
|---|---|---|---|---|---|
| Inception Mercury 2 | 100% | $0.0005 | 1.4s | 100% | |
| GPT-4.1 Nano | 100% | $0.0001 | 3.7s | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 3.6s | 100% | |
| GPT-4.1 Mini | 100% | $0.0004 | 3.4s | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 4.5s | 100% | |
| Grok 4.3 | 100% | $0.0008 | 2.8s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.5s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0010 | 3.6s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 3.6s | 100% | |
| Laguna XS 2.1 | 100% | $0.0002 | 11.3s | 100% | |
| Nemotron 3 Super | 100% | $0.0000 | 12.5s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0020 | 3.5s | 100% | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 13.1s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.9s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0023 | 4.1s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0019 | 5.9s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 15.1s | 100% | |
| Claude Haiku 5.5 (Reasoning, Medium) | 100% | $0.0010 | 11.3s | 100% | |
| GPT-OSS 120B | 100% | $0.0002 | 17.8s | 100% | |
| Grok 4.20 | 100% | $0.0019 | 9.8s | 100% | |
Character dialogue (French) in a story
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% | $0.0006 | 1.4s | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 4.3s | |
| Mistral NeMO | 60% | $0.0001 | 4.9s | |
| GPT-4.1 Nano | 93% | $0.0001 | 4.9s | |
| Arcee AI: Trinity Mini | 100% | $0.0002 | 6.1s | |
| GPT-4.1 Mini | 96% | $0.0005 | 3.4s | |
| Laguna S 2.1 | 100% | $0.0001 | 5.9s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 8.0s | |
| Grok 4.3 | 100% | $0.0008 | 3.5s | |
| GPT-6 Luna | 100% | $0.0003 | 7.9s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 3.5s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.7s | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 5.2s | |
| Laguna XS 2.1 | 99% | $0.0002 | 11.0s | |
| DeepSeek V4 Flash | 100% | $0.0002 | 13.2s | |
| DeepSeek V4 Flash (Reasoning) | 80% | $0.0002 | 10.6s | |
| DeepSeek V3 (2025-03-24) | 100% | $0.0005 | 13.9s | |
| GPT-5.4 Mini | 96% | $0.0018 | 2.3s | |
| Nemotron 3 Nano | 97% | $0.0002 | 9.9s | |
| Z.AI GLM 4.5 Air | 100% | $0.0007 | 13.6s | |
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% | |
| Kimi K3.1 Pro (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-6.1 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Ember-1 (Reasoning, Max) | 100% | 100% | 100% | |
| Muse Wonder (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| GPT-6.1 Terra (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% | |
| DeepSeek V4.1 Flash 1017 (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% | |
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% | $0.0006 | 1.4s | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 4.3s | 100% | |
| Laguna S 2.1 | 100% | $0.0001 | 5.9s | 100% | |
| Arcee AI: Trinity Mini | 100% | $0.0002 | 6.1s | 100% | |
| Grok 4.3 | 100% | $0.0008 | 3.5s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 3.5s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.7s | 100% | |
| GPT-6 Luna | 100% | $0.0003 | 7.9s | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 8.0s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 5.2s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0019 | 3.9s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0015 | 6.1s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0023 | 3.4s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0020 | 5.5s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.4s | 100% | |
| DeepSeek V4 Flash | 100% | $0.0002 | 13.2s | 100% | |
| GPT-5.4 Nano | 100% | $0.0018 | 6.8s | 100% | |
| Claude Haiku 5.5 (Reasoning, Medium) | 100% | $0.0010 | 10.8s | 100% | |
| Claude Haiku 5.5 (Reasoning, Low) | 100% | $0.0010 | 11.7s | 100% | |
| DeepSeek V3 (2025-03-24) | 100% | $0.0005 | 13.9s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Parse dialogue |
Character dialogue (German) in a story
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 | ||
|---|---|---|---|---|
| GPT-4.1 Nano | 92% | $0.0001 | 2.8s | |
| Laguna S 2.1 | 100% | $0.0001 | 5.7s | |
| GPT-4.1 Mini | 100% | $0.0004 | 2.6s | |
| Inception Mercury 2 | 100% | $0.0006 | 1.5s | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 4.3s | |
| Nemotron 3 Super | 98% | $0.0000 | 9.2s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 5.4s | |
| Gemini 2.5 Flash Lite | 98% | $0.0005 | 4.6s | |
| Arcee AI: Trinity Mini | 100% | $0.0004 | 15.0s | |
| GPT-6 Luna | 97% | $0.0003 | 7.8s | |
| Laguna XS 2.1 | 80% | $0.0002 | 8.1s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.7s | |
| Grok 4.3 | 98% | $0.0010 | 4.3s | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 3.7s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.3s | |
| Mistral Small 3.2 24B | 80% | $0.0003 | 9.3s | |
| Nemotron 3 Nano | 100% | $0.0002 | 10.5s | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.8s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 54.4s | |
| Gemma 3 4B | 96% | $0.0001 | 12.8s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Kimi K3.1 Pro (Reasoning, Max) | 100% | 100% | 100% | |
| Qwen 3.8 Max (Reasoning, XHigh) | 100% | 100% | 100% | |
| GPT-6.1 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Ember-1 (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| GPT-6.1 Terra (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% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash 1017 (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% | |
| 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 | ||
|---|---|---|---|---|---|
| Inception Mercury 2 | 100% | $0.0006 | 1.5s | 100% | |
| GPT-4.1 Mini | 100% | $0.0004 | 2.6s | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 4.3s | 100% | |
| Laguna S 2.1 | 100% | $0.0001 | 5.7s | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 5.4s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 3.7s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.7s | 100% | |
| Nemotron 3 Nano | 100% | $0.0002 | 10.5s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.3s | 100% | |
| GPT-5.4 Mini | 100% | $0.0020 | 2.4s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0016 | 4.6s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0019 | 3.8s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.8s | 100% | |
| Claude Haiku 5.5 (Reasoning, Low) | 100% | $0.0010 | 11.2s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0023 | 5.4s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0019 | 7.5s | 100% | |
| Arcee AI: Trinity Mini | 100% | $0.0004 | 15.0s | 100% | |
| Z.AI GLM 4.5 | 100% | $0.0012 | 12.7s | 100% | |
| Claude Haiku 5.5 (Reasoning, Medium) | 100% | $0.0012 | 12.7s | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Low) | 100% | $0.0002 | 19.4s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Parse dialogue |
Character dialogue (Italian) in a story
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 | 98% | $0.0006 | 1.4s | |
| GPT-4.1 Mini | 100% | $0.0004 | 2.6s | |
| Mistral NeMO | 80% | $0.0001 | 4.5s | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 4.6s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 4.4s | |
| GPT-4.1 Nano | 90% | $0.0001 | 4.6s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.0s | |
| Grok 4.3 | 100% | $0.0010 | 4.5s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0012 | 4.0s | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 15.1s | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 9.5s | |
| Ministral 3 8B | 77% | $0.0002 | 6.8s | |
| Arcee AI: Trinity Mini | 60% | $0.0002 | 7.8s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0022 | 3.2s | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 12.7s | |
| GPT-5.4 Mini | 100% | $0.0022 | 2.5s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0015 | 5.8s | |
| DeepSeek V4 Flash | 98% | $0.0002 | 11.0s | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0017 | 6.7s | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0025 | 4.8s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Kimi K3.1 Pro (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-6.1 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.8 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Ember-1 (Reasoning, Max) | 100% | 100% | 100% | |
| Muse Wonder (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.3 (Reasoning, Max) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| GPT-6.1 Terra (Reasoning, Medium) | 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% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash 1017 (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% | |
| Gemini 4 Argon (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 | ||
|---|---|---|---|---|---|
| GPT-4.1 Mini | 100% | $0.0004 | 2.6s | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 4.4s | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 4.6s | 100% | |
| Grok 4.3 | 100% | $0.0010 | 4.5s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0012 | 4.0s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 9.5s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.0s | 100% | |
| GPT-5.4 Mini | 100% | $0.0022 | 2.5s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 12.7s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0022 | 3.2s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0017 | 6.7s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 6.1s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0025 | 4.8s | 100% | |
| Claude Haiku 5.5 (Reasoning, Medium) | 100% | $0.0011 | 11.9s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0026 | 6.1s | 100% | |
| Claude Haiku 5.5 (Reasoning, Low) | 100% | $0.0012 | 13.0s | 100% | |
| Claude Haiku 5.5 (Adaptive) | 100% | $0.0012 | 13.1s | 100% | |
| Hermes 3 405B | 100% | $0.0000 | 18.6s | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 15.1s | 100% | |
| Z.AI GLM 5.3 Flash (Reasoning, Low) | 100% | $0.0001 | 19.8s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Parse dialogue |
Character dialogue (Hindi) in a story
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 | ||
|---|---|---|---|---|
| GPT-4.1 Nano | 90% | $0.0001 | 4.0s | |
| Inception Mercury 2 | 100% | $0.0006 | 1.3s | |
| Mistral NeMO | 80% | $0.0001 | 3.7s | |
| GPT-4.1 Mini | 100% | $0.0005 | 5.0s | |
| GPT-4o Mini (temp=0) | 100% | $0.0003 | 7.3s | |
| Laguna XS 2.1 | 91% | $0.0003 | 12.5s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 5.9s | |
| GPT-6 Luna | 100% | $0.0003 | 6.9s | |
| Gemini 3.1 Flash Lite | 84% | $0.0010 | 3.7s | |
| Gemini 3.1 Flash Lite (Reasoning) | 92% | $0.0010 | 6.9s | |
| Nemotron 3 Nano | 100% | $0.0002 | 8.8s | |
| GPT-5.4 Mini | 100% | $0.0024 | 2.8s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0021 | 3.2s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 93% | $0.0018 | 3.9s | |
| GPT-5.4 Nano (Reasoning) | 91% | $0.0015 | 5.7s | |
| Nemotron 3 Super | 96% | $0.0000 | 31.4s | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 5.8s | |
| Gemma 4 31B | 100% | $0.0002 | 15.8s | |
| Claude Haiku 5.5 (Reasoning, Medium) | 100% | $0.0011 | 12.2s | |
| Laguna S 2.1 | 100% | $0.0002 | 19.5s | |
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% | |
| Kimi K3.1 Pro (Reasoning, Max) | 100% | 100% | 100% | |
| GPT-6.1 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| Muse Wonder (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6.1 Terra (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 3.7 Flash (Reasoning, Medium) | 100% | 100% | 100% | |
| Muse Spark 1.2 (Reasoning, Medium) | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash (Reasoning, High) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| DeepSeek V4.1 Flash 1017 (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.3 (Reasoning, Medium) | 100% | 100% | 100% | |
| GPT-6 Luna (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Gemini 4 Argon (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen 3.6 Max Preview | 100% | 100% | 100% | |
| GPT-5.5 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.2 (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5 Turbo | 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 | ||
|---|---|---|---|---|---|
| Inception Mercury 2 | 100% | $0.0006 | 1.3s | 100% | |
| GPT-4.1 Mini | 100% | $0.0005 | 5.0s | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 5.9s | 100% | |
| GPT-6 Luna | 100% | $0.0003 | 6.9s | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0003 | 7.3s | 100% | |
| Nemotron 3 Nano | 100% | $0.0002 | 8.8s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0021 | 3.2s | 100% | |
| GPT-5.4 Mini | 100% | $0.0024 | 2.8s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 5.8s | 100% | |
| Gemma 4 31B | 100% | $0.0002 | 15.8s | 100% | |
| Claude Haiku 5.5 (Reasoning, Medium) | 100% | $0.0011 | 12.2s | 100% | |
| Laguna S 2.1 | 100% | $0.0002 | 19.5s | 100% | |
| Claude Haiku 5.5 (Reasoning, Low) | 100% | $0.0012 | 14.1s | 100% | |
| Muse Glimmer 30B (Reasoning, Medium) | 100% | $0.0018 | 11.8s | 100% | |
| DeepSeek V3.1 | 100% | $0.0011 | 16.3s | 100% | |
| GPT-6 Luna (Reasoning, Medium) | 100% | $0.0008 | 18.4s | 100% | |
| GPT-OSS 120B | 100% | $0.0003 | 21.3s | 100% | |
| Z.AI GLM 4.5 | 100% | $0.0018 | 16.6s | 100% | |
| GPT-6.1 Terra (Reasoning, Medium) | 100% | $0.0036 | 9.0s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0002 | 26.9s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 89.1% | Parse dialogue |