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 | |
| Arcee AI: Trinity Mini | 81% | $0.0002 | 15.9s | |
| Grok 4.3 | 94% | $0.0009 | 3.8s | |
| Gemini 3.1 Flash Lite (Preview) | 95% | $0.0011 | 3.7s | |
| Gemini 3.1 Flash Lite | 97% | $0.0011 | 6.2s | |
| Gemini 3.1 Flash Lite (Reasoning) | 98% | $0.0011 | 5.3s | |
| Laguna XS 2.1 | 94% | $0.0002 | 13.4s | |
| Nemotron 3 Nano | 95% | $0.0002 | 10.8s | |
| 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 | |
| GPT-5.4 Mini | 97% | $0.0020 | 2.5s | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 16.1s | |
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%), Qwen3 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 | ||
|---|---|---|---|---|
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen3.6 Max Preview | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (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% | |
| Gemini 3.6 Flash (Reasoning, Minimal) | 100% | 100% | 100% | |
| o4 Mini | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning, Minimal) | 100% | 100% | 100% | |
| Gemini 3 Flash (Preview) | 100% | 100% | 100% | |
| Gemma 4 31B | 100% | 100% | 100% | |
| DeepSeek-V2 Chat | 100% | 100% | 100% | |
| GPT-4o, Aug. 6th (temp=0) | 100% | 100% | 100% | |
| GPT-4o Mini (temp=1) | 100% | 100% | 100% | |
| GPT-4o Mini (temp=0) | 100% | 100% | 100% | |
| GPT-5.6 Sol (Reasoning) | 100% | 99% | 99% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | 99% | 99% | |
| Z.AI GLM 5 Turbo | 100% | 98% | 98% | |
| MoonshotAI: Kimi K3 (Reasoning, Low) | 100% | 98% | 98% | |
| GPT-5.5 (Reasoning) | 99% | 98% | 98% | |
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% | |
| Inception Mercury 2 | 100% | $0.0006 | 1.4s | 96% | |
| Gemini 3 Flash (Preview) | 100% | $0.0020 | 5.6s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0022 | 3.5s | 99% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 16.1s | 100% | |
| GPT-4.1 Mini | 99% | $0.0004 | 3.4s | 93% | |
| Gemini 3.6 Flash (Reasoning, Minimal) | 100% | $0.0050 | 5.1s | 100% | |
| GPT-4o, Aug. 6th (temp=0) | 100% | $0.0052 | 6.1s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0047 | 8.0s | 100% | |
| Z.AI GLM 4.5 | 100% | $0.0013 | 14.5s | 97% | |
| Gemini 3.5 Flash (Reasoning, Minimal) | 100% | $0.0073 | 5.3s | 100% | |
| Z.AI GLM 5 Turbo | 100% | $0.0037 | 14.7s | 98% | |
| GPT-5.6 Luna | 99% | $0.0052 | 5.1s | 95% | |
| Hermes 3 405B | 99% | $0.0000 | 21.0s | 94% | |
| Gemma 4 31B | 100% | $0.0003 | 32.1s | 100% | |
| GPT-4o, Aug. 6th (temp=1) | 99% | $0.0056 | 6.5s | 94% | |
| GPT-5.4 Mini | 97% | $0.0020 | 2.5s | 87% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.0073 | 12.8s | 100% | |
| GPT-OSS 120B | 99% | $0.0003 | 28.0s | 96% | |
| 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 |
|---|---|---|---|---|---|---|
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen3.6 Max Preview | 100% | 100% | 100% | 100% | 100% | 100% |
| MoonshotAI: Kimi K3 (Reasoning, High) | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | 100% | 100% | 100% |
| Grok 4.3 (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% |
| Claude Sonnet 4.6 | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.6 Flash (Reasoning, Minimal) | 100% | 100% | 100% | 100% | 100% | 100% |
| o4 Mini | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.5 Flash (Reasoning, Minimal) | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3 Flash (Preview) | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemma 4 31B | 100% | 100% | 100% | 100% | 100% | 100% |
| DeepSeek-V2 Chat | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-4o, Aug. 6th (temp=0) | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-4o Mini (temp=1) | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-4o Mini (temp=0) | 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-4.1 Mini | 100% | $0.0004 | 3.4s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 4.5s | |
| Grok 4.3 | 100% | $0.0008 | 2.8s | |
| Arcee AI: Trinity Mini | 85% | $0.0002 | 5.0s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.5s | |
| Gemini 3.1 Flash Lite | 100% | $0.0010 | 3.6s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 3.6s | |
| Laguna XS 2.1 | 100% | $0.0002 | 11.3s | |
| Nemotron 3 Super | 100% | $0.0000 | 12.5s | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 15.1s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 13.1s | |
| Gemma 4 26B | 100% | $0.0003 | 28.0s | |
| Z.AI GLM 5 Turbo | 100% | $0.0027 | 10.2s | |
| DeepSeek V4 Flash | 80% | $0.0002 | 11.0s | |
| WizardLM 2 8x22b | 73% | $0.0006 | 10.7s | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.9s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| GPT-5.6 Sol (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Qwen3.7 Max | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen3.6 Max Preview | 100% | 100% | 100% | |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5 Turbo | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, High) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K2.6 | 100% | 100% | 100% | |
| GPT-5.6 Terra (Reasoning) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, Low) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5 | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | |
| GPT-5 Mini | 100% | 100% | 100% | |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | |
| Grok 4.3 (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 | ||
|---|---|---|---|---|---|
| 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% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0020 | 3.5s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0023 | 4.1s | 100% | |
| Laguna XS 2.1 | 100% | $0.0002 | 11.3s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0019 | 5.9s | 100% | |
| Nemotron 3 Super | 100% | $0.0000 | 12.5s | 100% | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 13.1s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.9s | 100% | |
| GPT-5.4 Nano (Reasoning) | 99% | $0.0014 | 5.3s | 98% | |
| GPT-5.4 Nano (Reasoning, Low) | 99% | $0.0017 | 6.4s | 98% | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 15.1s | 100% | |
| Grok 4.20 | 100% | $0.0019 | 9.8s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 99.2% | Parse dialogue |
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 | ||
|---|---|---|---|---|
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 4.3s | |
| Mistral NeMO | 60% | $0.0001 | 4.9s | |
| Inception Mercury 2 | 100% | $0.0006 | 1.4s | |
| GPT-4.1 Nano | 93% | $0.0001 | 4.9s | |
| Arcee AI: Trinity Mini | 100% | $0.0002 | 6.1s | |
| Laguna S 2.1 | 100% | $0.0001 | 5.9s | |
| GPT-4.1 Mini | 96% | $0.0005 | 3.4s | |
| GPT-4o Mini (temp=1) | 100% | $0.0003 | 8.0s | |
| Grok 4.3 | 100% | $0.0008 | 3.5s | |
| DeepSeek V4 Flash | 100% | $0.0002 | 13.2s | |
| Laguna XS 2.1 | 99% | $0.0002 | 11.0s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 3.5s | |
| DeepSeek V4 Flash (Reasoning) | 80% | $0.0002 | 10.6s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.7s | |
| DeepSeek V3 (2025-03-24) | 100% | $0.0005 | 13.9s | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 5.2s | |
| Nemotron 3 Nano | 97% | $0.0002 | 9.9s | |
| Gemma 3 4B | 96% | $0.0001 | 13.9s | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.4s | |
| 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 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Qwen3.7 Max | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen3.6 Max Preview | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5 Turbo | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, High) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K2.6 | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.6 | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5 | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | |
| Grok 4.3 (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning, Low) | 100% | 100% | 100% | |
| Grok 4.20 (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 | ||
|---|---|---|---|---|---|
| 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-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% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.4s | 100% | |
| DeepSeek V4 Flash | 100% | $0.0002 | 13.2s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0023 | 3.4s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0020 | 5.5s | 100% | |
| GPT-5.4 Nano | 100% | $0.0018 | 6.8s | 100% | |
| DeepSeek V3 (2025-03-24) | 100% | $0.0005 | 13.9s | 100% | |
| Hermes 3 70B | 100% | $0.0003 | 15.8s | 100% | |
| Z.AI GLM 4.5 Air | 100% | $0.0007 | 13.6s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0015 | 6.2s | 99% | |
| 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 | |
| Inception Mercury 2 | 100% | $0.0006 | 1.5s | |
| GPT-4.1 Mini | 100% | $0.0004 | 2.6s | |
| 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 | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0011 | 3.7s | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 3.7s | |
| Grok 4.3 | 98% | $0.0010 | 4.3s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.3s | |
| Laguna XS 2.1 | 80% | $0.0002 | 8.1s | |
| GPT-5.4 Mini | 100% | $0.0020 | 2.4s | |
| Mistral Small 3.2 24B | 80% | $0.0003 | 9.3s | |
| Gemini 3 Flash (Preview) | 100% | $0.0016 | 4.6s | |
| Nemotron 3 Nano | 100% | $0.0002 | 10.5s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 54.4s | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.8s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| GPT-5.6 Sol (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Qwen3.7 Max | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Z.AI GLM 5.1 | 100% | 100% | 100% | |
| Qwen3.6 Max Preview | 100% | 100% | 100% | |
| Z.AI GLM 5.2 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5 Turbo | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, High) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K2.6 | 100% | 100% | 100% | |
| Claude Opus 4.7 (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.6 | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, Low) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5 | 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% | |
| 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% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.3s | 100% | |
| Nemotron 3 Nano | 100% | $0.0002 | 10.5s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0023 | 5.4s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0019 | 7.5s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 13.8s | 100% | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0036 | 4.7s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 99% | $0.0025 | 4.2s | 98% | |
| Z.AI GLM 4.5 | 100% | $0.0012 | 12.7s | 100% | |
| Arcee AI: Trinity Mini | 100% | $0.0004 | 15.0s | 100% | |
| GPT-5.4 Nano | 99% | $0.0018 | 7.0s | 98% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 99.6% | 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 | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 9.5s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.0s | |
| Ministral 3 8B | 77% | $0.0002 | 6.8s | |
| 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 | |
| Arcee AI: Trinity Mini | 60% | $0.0002 | 7.8s | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 12.7s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0022 | 3.2s | |
| DeepSeek V4 Flash | 98% | $0.0002 | 11.0s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0015 | 5.8s | |
| Nemotron 3 Nano | 87% | $0.0002 | 9.4s | |
| GPT-5.4 Mini | 100% | $0.0022 | 2.5s | |
| DeepSeek V4 Flash (Reasoning) | 98% | $0.0003 | 12.1s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | |
| Qwen3.7 Max | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen3.6 Max Preview | 100% | 100% | 100% | |
| Z.AI GLM 5.2 (Reasoning, High) | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, High) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K2.6 | 100% | 100% | 100% | |
| Claude Opus 4.7 (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.6 | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, Low) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | |
| GPT-5 Mini | 100% | 100% | 100% | |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | |
| Grok 4.3 (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 | ||
|---|---|---|---|---|---|
| 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% | |
| GPT-5.4 Mini | 100% | $0.0022 | 2.5s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0011 | 6.0s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0022 | 3.2s | 100% | |
| Mistral Small 3.2 24B | 100% | $0.0003 | 9.5s | 100% | |
| GPT-5.4 Nano (Reasoning, Low) | 100% | $0.0017 | 6.7s | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0025 | 4.8s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 6.1s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0001 | 12.7s | 100% | |
| Gemini 2.5 Flash | 100% | $0.0026 | 6.1s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0015 | 5.8s | 98% | |
| Gemini 3.1 Flash Lite | 100% | $0.0011 | 15.1s | 100% | |
| Hermes 3 405B | 100% | $0.0000 | 18.6s | 100% | |
| Xiaomi MIMO v2.5 | 100% | $0.0022 | 12.9s | 100% | |
| Inception Mercury 2 | 98% | $0.0006 | 1.4s | 93% | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0041 | 7.6s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 99.5% | 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 | |
| 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 | |
| Nemotron 3 Super | 96% | $0.0000 | 31.4s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0021 | 3.2s | |
| GPT-5.4 Mini | 100% | $0.0024 | 2.8s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 93% | $0.0018 | 3.9s | |
| GPT-5.4 Nano (Reasoning) | 91% | $0.0015 | 5.7s | |
| Gemma 4 31B | 100% | $0.0002 | 15.8s | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 5.8s | |
| Laguna S 2.1 | 100% | $0.0002 | 19.5s | |
| DeepSeek V3.1 | 100% | $0.0011 | 16.3s | |
| GPT-OSS 120B | 100% | $0.0003 | 21.3s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| GPT-5.6 Sol (Reasoning) | 100% | 100% | 100% | |
| Grok 4.5 (Reasoning, High) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | |
| Qwen3.6 Max Preview | 100% | 100% | 100% | |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5.2 (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5 Turbo | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, High) | 100% | 100% | 100% | |
| GPT-5.6 Terra (Reasoning) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K3 (Reasoning, Low) | 100% | 100% | 100% | |
| Claude Opus 5 (Reasoning, Low) | 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% | |
| Claude Opus 5 | 100% | 100% | 100% | |
| Claude Opus 4.7 | 100% | 100% | 100% | |
| o4 Mini High | 100% | 100% | 100% | |
| Gemini 3.6 Flash (Reasoning, Minimal) | 100% | 100% | 100% | |
| o4 Mini | 100% | 100% | 100% | |
| Gemini 3.5 Flash (Reasoning, Minimal) | 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-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% | |
| Gemma 4 31B | 100% | $0.0002 | 15.8s | 100% | |
| Gemini 3 Flash (Preview) | 100% | $0.0021 | 5.8s | 100% | |
| Laguna S 2.1 | 100% | $0.0002 | 19.5s | 100% | |
| DeepSeek V3.1 | 100% | $0.0011 | 16.3s | 100% | |
| GPT-OSS 120B | 100% | $0.0003 | 21.3s | 100% | |
| Z.AI GLM 4.5 | 100% | $0.0018 | 16.6s | 100% | |
| DeepSeek-V2 Chat | 100% | $0.0002 | 26.9s | 100% | |
| Gemini 3.6 Flash (Reasoning, Minimal) | 100% | $0.0049 | 4.9s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0048 | 8.0s | 100% | |
| Z.AI GLM 5 Turbo | 100% | $0.0041 | 11.7s | 100% | |
| GPT-5.6 Luna | 100% | $0.0054 | 4.9s | 100% | |
| GPT-4o, Aug. 6th (temp=0) | 100% | $0.0055 | 6.4s | 100% | |
| Gemini 3.5 Flash (Reasoning, Minimal) | 100% | $0.0064 | 4.6s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 81.0% | Parse dialogue |