Novel outline
Handle questions about the outline of a novel in various formats
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 | 86% | $0.0003 | 567ms | |
| Laguna XS 2.1 | 79% | $0.0001 | 2.3s | |
| Gemini 2.5 Flash Lite | 57% | $0.0002 | 575ms | |
| Ministral 3 3B | 57% | $0.0002 | 1.3s | |
| Gemini 2.5 Flash Lite (Reasoning) | 98% | $0.0004 | 2.5s | |
| Ministral 3 8B | 67% | $0.0002 | 1.8s | |
| Mistral NeMO | 68% | $0.0002 | 2.6s | |
| DeepSeek V4 Flash | 63% | $0.0001 | 3.1s | |
| Mistral Small 4 | 56% | $0.0002 | 1.7s | |
| GPT-5.4 Nano (Reasoning, Low) | 88% | $0.0005 | 3.0s | |
| GPT-4.1 Mini | 66% | $0.0003 | 2.5s | |
| Gemini 3.1 Flash Lite (Preview) | 83% | $0.0007 | 1.2s | |
| Ministral 3 14B | 69% | $0.0003 | 3.3s | |
| Laguna S 2.1 | 83% | $0.0001 | 14.2s | |
| Gemini 3.1 Flash Lite | 86% | $0.0007 | 1.5s | |
| Arcee AI: Trinity Mini | 59% | $0.0002 | 3.9s | |
| Gemini 3.1 Flash Lite (Reasoning) | 86% | $0.0007 | 1.2s | |
| GPT-5.4 Nano (Reasoning) | 85% | $0.0005 | 3.1s | |
| DeepSeek V4 Flash (Reasoning) | 98% | $0.0002 | 8.7s | |
| Gemini 3.5 Flash Lite (Reasoning) | 79% | $0.0010 | 881ms | |
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.
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% | |
| GPT-5.4 (Reasoning) | 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% | |
| MoonshotAI: Kimi K2.6 | 100% | 100% | 100% | |
| Claude Opus 4.7 (Reasoning) | 100% | 100% | 100% | |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning, Low) | 100% | 100% | 100% | |
| MoonshotAI: Kimi K2.5 | 100% | 100% | 100% | |
| Qwen 3.5 122B | 100% | 100% | 100% | |
| Claude Sonnet 5 (Reasoning, Low) | 100% | 100% | 100% | |
| Qwen 3.5 27B | 100% | 100% | 100% | |
| Gemini 3 Flash (Preview, 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-5.4 (Reasoning, Low) | 100% | $0.0030 | 3.1s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0032 | 3.1s | 100% | |
| Gemini 3 Flash (Preview, Reasoning) | 100% | $0.0027 | 4.0s | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.0040 | 4.2s | 100% | |
| Qwen 3.6 35B | 100% | $0.0019 | 10.0s | 100% | |
| GPT-5.4 (Reasoning) | 100% | $0.0034 | 8.1s | 100% | |
| Gemini 3.6 Flash (Reasoning) | 100% | $0.0078 | 3.3s | 100% | |
| Qwen 3.5 Flash | 100% | $0.0009 | 15.4s | 100% | |
| GPT-5.5 (Reasoning, Low) | 100% | $0.010 | 3.1s | 100% | |
| Aion 2.0 | 100% | $0.0021 | 15.6s | 100% | |
| MoonshotAI: Kimi K2.5 | 100% | $0.0022 | 15.5s | 100% | |
| Claude Sonnet 5 (Reasoning, Low) | 100% | $0.0091 | 5.9s | 100% | |
| GPT-5.5 (Reasoning) | 100% | $0.011 | 3.8s | 100% | |
| o4 Mini High | 99% | $0.0032 | 7.7s | 87% | |
| Qwen 3.5 35B | 100% | $0.0045 | 13.6s | 100% | |
| DeepSeek V4 Flash (Reasoning) | 98% | $0.0002 | 8.7s | 82% | |
| Gemini 2.5 Pro | 100% | $0.0095 | 6.9s | 100% | |
| Qwen 3.5 122B | 100% | $0.0057 | 12.6s | 100% | |
| Gemini 2.5 Flash Lite (Reasoning) | 98% | $0.0004 | 2.5s | 72% | |
| Gemini 2.5 Flash (Reasoning) | 97% | $0.0016 | 3.0s | 69% | |
| outline-count | pov-count | ||||||
|---|---|---|---|---|---|---|---|
| Model | Total â–¼ | Count chapters | Count acts | Count scenes | Count point of views for Jack Harper | Count point of views for Olivia | Count point of views for Jack and Olivia |
| Claude Opus 4.6 (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.6 Flash (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen3.7 Max | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Gemini 3.1 Pro (Preview) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-5.4 (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen3.6 Max Preview | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| MoonshotAI: Kimi K2.6 | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Claude Opus 4.7 (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
| GPT-5.4 (Reasoning, Low) | 100% | 100% | 100% | 100% | 100% | 100% | 100% |
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outline-count
Count chapters
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 3 4B | 100% | $0.0001 | 335ms | |
| Gemini 2.5 Flash Lite | 100% | $0.0001 | 442ms | |
| Ministral 8B | 100% | $0.0001 | 413ms | |
| Gemma 3 12B | 100% | $0.0001 | 642ms | |
| Ministral 3B | 80% | $0.0001 | 715ms | |
| Inception Mercury 2 | 100% | $0.0002 | 400ms | |
| GPT-4.1 Nano | 100% | $0.0000 | 1.2s | |
| Ministral 3 3B | 100% | $0.0002 | 665ms | |
| Gemini 2.5 Flash | 100% | $0.0002 | 487ms | |
| GPT-4o Mini (temp=1) | 100% | $0.0002 | 662ms | |
| Mistral Small 4 | 100% | $0.0001 | 947ms | |
| DeepSeek V4 Flash | 100% | $0.0001 | 1.4s | |
| Gemma 3 27B | 100% | $0.0001 | 1.1s | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 845ms | |
| Gemma 4 26B | 100% | $0.0002 | 3.2s | |
| Ministral 3 8B | 100% | $0.0002 | 815ms | |
| GPT-5.6 Luna | 100% | $0.0004 | 907ms | |
| Gemma 4 31B | 100% | $0.0002 | 5.2s | |
| Mistral Small 3.2 24B | 100% | $0.0002 | 1.4s | |
| GPT-5.6 Luna (Reasoning) | 100% | $0.0006 | 758ms | |
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% | |
| GPT-5.4 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5.6 Terra (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 | ||
|---|---|---|---|---|---|
| Gemma 3 4B | 100% | $0.0001 | 335ms | 100% | |
| Ministral 8B | 100% | $0.0001 | 413ms | 100% | |
| Inception Mercury 2 | 100% | $0.0002 | 400ms | 100% | |
| Gemini 2.5 Flash Lite | 100% | $0.0001 | 442ms | 100% | |
| Gemini 2.5 Flash | 100% | $0.0002 | 487ms | 100% | |
| Gemma 3 12B | 100% | $0.0001 | 642ms | 100% | |
| Ministral 3 3B | 100% | $0.0002 | 665ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0005 | 410ms | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0002 | 662ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0005 | 423ms | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0004 | 658ms | 100% | |
| Ministral 3 8B | 100% | $0.0002 | 815ms | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 845ms | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0004 | 692ms | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0004 | 709ms | 100% | |
| Mistral Small 4 | 100% | $0.0001 | 947ms | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0003 | 826ms | 100% | |
| GPT-5.4 Nano | 100% | $0.0003 | 834ms | 100% | |
| GPT-5.6 Luna | 100% | $0.0004 | 907ms | 100% | |
| Gemma 3 27B | 100% | $0.0001 | 1.1s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Contains a count of nouns |
Count acts
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 3 4B | 100% | $0.0001 | 311ms | |
| Inception Mercury 2 | 100% | $0.0001 | 301ms | |
| Ministral 8B | 100% | $0.0001 | 520ms | |
| Gemini 2.5 Flash Lite | 100% | $0.0001 | 429ms | |
| Ministral 3B | 100% | $0.0001 | 718ms | |
| Laguna XS 2.1 | 100% | $0.0001 | 1.1s | |
| Gemini 2.5 Flash | 100% | $0.0002 | 512ms | |
| GPT-4.1 Nano | 100% | $0.0000 | 1.0s | |
| Mistral Small 4 | 100% | $0.0001 | 1.2s | |
| GPT-4o Mini (temp=1) | 100% | $0.0002 | 663ms | |
| Ministral 3 3B | 100% | $0.0002 | 1.0s | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 838ms | |
| GPT-5.6 Luna | 100% | $0.0003 | 990ms | |
| Mistral Small 4 (Reasoning) | 100% | $0.0002 | 1.1s | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 1.5s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0001 | 1.6s | |
| Gemma 3 12B | 100% | $0.0001 | 1.6s | |
| DeepSeek V4 Flash | 100% | $0.0001 | 2.6s | |
| GPT-4.1 Mini | 100% | $0.0002 | 2.0s | |
| Gemini 3.1 Flash Lite | 100% | $0.0004 | 657ms | |
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% | |
| GPT-5.4 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5.6 Terra (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 | ||
|---|---|---|---|---|---|
| Gemma 3 4B | 100% | $0.0001 | 311ms | 100% | |
| Inception Mercury 2 | 100% | $0.0001 | 301ms | 100% | |
| Gemini 2.5 Flash Lite | 100% | $0.0001 | 429ms | 100% | |
| Ministral 8B | 100% | $0.0001 | 520ms | 100% | |
| Gemini 2.5 Flash | 100% | $0.0002 | 512ms | 100% | |
| Ministral 3B | 100% | $0.0001 | 718ms | 100% | |
| GPT-4o Mini (temp=1) | 100% | $0.0002 | 663ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning) | 100% | $0.0006 | 521ms | 100% | |
| Gemini 3.1 Flash Lite | 100% | $0.0004 | 657ms | 100% | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 100% | $0.0006 | 556ms | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0004 | 697ms | 100% | |
| GPT-4o Mini (temp=0) | 100% | $0.0002 | 838ms | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0004 | 769ms | 100% | |
| GPT-4.1 Nano | 100% | $0.0000 | 1.0s | 100% | |
| Laguna XS 2.1 | 100% | $0.0001 | 1.1s | 100% | |
| Ministral 3 3B | 100% | $0.0002 | 1.0s | 100% | |
| GPT-5.4 Nano | 100% | $0.0003 | 970ms | 100% | |
| Mistral Small 4 (Reasoning) | 100% | $0.0002 | 1.1s | 100% | |
| GPT-5.6 Luna | 100% | $0.0003 | 990ms | 100% | |
| Mistral Small 4 | 100% | $0.0001 | 1.2s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 100.0% | Contains a count of nouns |
Count scenes
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 | ||
|---|---|---|---|---|
| Laguna XS 2.1 | 80% | $0.0001 | 2.2s | |
| Inception Mercury 2 | 60% | $0.0004 | 610ms | |
| Gemini 2.5 Flash Lite (Reasoning) | 90% | $0.0003 | 2.0s | |
| Arcee AI: Trinity Mini | 100% | $0.0001 | 2.9s | |
| Gemini 3.1 Flash Lite | 70% | $0.0008 | 3.1s | |
| Mistral NeMO | 90% | $0.0003 | 3.1s | |
| Gemini 3.1 Flash Lite (Reasoning) | 60% | $0.0008 | 1.4s | |
| Mistral Small 4 (Reasoning) | 90% | $0.0005 | 3.3s | |
| GPT-5.4 Nano (Reasoning, Low) | 90% | $0.0005 | 6.3s | |
| ByteDance Seed 1.6 Flash | 90% | $0.0004 | 5.4s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 8.0s | |
| GPT-5.6 Terra (Reasoning) | 100% | $0.0024 | 2.5s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0016 | 3.6s | |
| Gemini 2.5 Flash (Reasoning) | 100% | $0.0016 | 3.0s | |
| GPT-5.4 Mini (Reasoning) | 90% | $0.0017 | 3.9s | |
| Grok 4.20 | 80% | $0.0021 | 2.8s | |
| MiniMax M2.7 | 70% | $0.0007 | 7.9s | |
| GPT-OSS 120B | 80% | $0.0002 | 11.2s | |
| GPT-5.1 | 100% | $0.0022 | 5.6s | |
| MiniMax M3 | 100% | $0.0007 | 10.2s | |
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% | |
| GPT-5.4 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5.6 Terra (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.6 | 100% | 100% | 100% | |
| Claude Opus 5 (Reasoning, Low) | 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 | ||
|---|---|---|---|---|---|
| Arcee AI: Trinity Mini | 100% | $0.0001 | 2.9s | 100% | |
| Gemini 2.5 Flash (Reasoning) | 100% | $0.0016 | 3.0s | 100% | |
| GPT-5.6 Terra (Reasoning) | 100% | $0.0024 | 2.5s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0016 | 3.6s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0033 | 2.7s | 100% | |
| Gemini 3 Flash (Preview, Reasoning) | 100% | $0.0028 | 4.3s | 100% | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 8.0s | 100% | |
| GPT-5.1 | 100% | $0.0022 | 5.6s | 100% | |
| GPT-5.4 (Reasoning, Low) | 100% | $0.0032 | 4.5s | 100% | |
| GPT-5.6 Sol (Reasoning) | 100% | $0.0048 | 3.0s | 100% | |
| o4 Mini | 100% | $0.0028 | 5.8s | 100% | |
| GPT-5.4 (Reasoning) | 100% | $0.0034 | 5.2s | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.0046 | 4.3s | 100% | |
| GPT-5 Mini | 100% | $0.0012 | 9.0s | 100% | |
| MiniMax M3 | 100% | $0.0007 | 10.2s | 100% | |
| Grok 4.5 (Reasoning, Low) | 100% | $0.0034 | 8.0s | 100% | |
| Grok 4.20 (Reasoning) | 100% | $0.0034 | 9.0s | 100% | |
| Qwen 3 32B | 100% | $0.0004 | 12.7s | 100% | |
| o4 Mini High | 100% | $0.0036 | 8.7s | 100% | |
| Claude Sonnet 5 | 100% | $0.0076 | 4.4s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 80.0% | Contains a count of nouns |
pov-count
Count point of views for Jack Harper
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% | $0.0004 | 638ms | |
| Laguna XS 2.1 | 90% | $0.0001 | 4.1s | |
| Ministral 3 8B | 60% | $0.0003 | 2.4s | |
| GPT-5.4 Nano (Reasoning, Low) | 90% | $0.0005 | 2.2s | |
| Gemini 2.5 Flash Lite (Reasoning) | 100% | $0.0004 | 2.4s | |
| DeepSeek V4 Flash | 70% | $0.0001 | 3.8s | |
| GPT-5.4 Nano (Reasoning) | 70% | $0.0006 | 2.3s | |
| Gemini 3.1 Flash Lite | 90% | $0.0009 | 1.5s | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0009 | 1.7s | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0009 | 1.7s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 7.9s | |
| Gemini 3.5 Flash Lite (Reasoning) | 90% | $0.0012 | 1.1s | |
| Ministral 3 14B | 60% | $0.0004 | 4.0s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 90% | $0.0013 | 1.2s | |
| GPT-5.6 Luna (Reasoning) | 100% | $0.0017 | 1.8s | |
| Gemma 3 12B | 100% | $0.0001 | 8.6s | |
| DeepSeek V3.2 | 100% | $0.0005 | 17.4s | |
| Mistral Medium 3.1 | 100% | $0.0012 | 6.3s | |
| ByteDance Seed 1.6 Flash | 80% | $0.0007 | 9.8s | |
| Z.AI GLM 4.5 | 70% | $0.0009 | 8.9s | |
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% | |
| 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% | |
| GPT-5.4 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.6 | 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 | 638ms | 100% | |
| Gemini 2.5 Flash Lite (Reasoning) | 100% | $0.0004 | 2.4s | 100% | |
| Gemini 3.1 Flash Lite (Reasoning) | 100% | $0.0009 | 1.7s | 100% | |
| Gemini 3.1 Flash Lite (Preview) | 100% | $0.0009 | 1.7s | 100% | |
| GPT-5.6 Luna (Reasoning) | 100% | $0.0017 | 1.8s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0021 | 2.9s | 100% | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 7.9s | 100% | |
| Gemma 3 12B | 100% | $0.0001 | 8.6s | 100% | |
| Mistral Medium 3.1 | 100% | $0.0012 | 6.3s | 100% | |
| Gemini 2.5 Flash (Reasoning) | 100% | $0.0023 | 4.0s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0034 | 3.3s | 100% | |
| GPT-4.1 | 100% | $0.0029 | 4.7s | 100% | |
| GPT-5 Mini | 100% | $0.0012 | 8.8s | 100% | |
| Z.AI GLM 5 Turbo | 100% | $0.0027 | 5.6s | 100% | |
| Gemini 3 Flash (Preview, Reasoning) | 100% | $0.0032 | 4.6s | 100% | |
| GPT-5.2 | 100% | $0.0039 | 4.8s | 100% | |
| GPT-5.4 (Reasoning, Low) | 100% | $0.0044 | 4.0s | 100% | |
| GPT-5.6 Sol (Reasoning) | 100% | $0.0050 | 2.8s | 100% | |
| o4 Mini | 100% | $0.0031 | 7.5s | 100% | |
| GPT-5.4 (Reasoning) | 100% | $0.0043 | 4.8s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 90.0% | Contains a count of nouns |
Count point of views for Olivia
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% | $0.0003 | 618ms | |
| Ministral 3 8B | 80% | $0.0003 | 2.4s | |
| GPT-4.1 Mini | 90% | $0.0003 | 2.0s | |
| Gemini 2.5 Flash Lite (Reasoning) | 100% | $0.0004 | 2.4s | |
| Ministral 3 14B | 100% | $0.0003 | 3.3s | |
| Gemini 3.1 Flash Lite (Preview) | 80% | $0.0007 | 1.2s | |
| Laguna S 2.1 | 80% | $0.0001 | 14.5s | |
| Nemotron 3 Super | 90% | $0.0000 | 10.7s | |
| Gemini 3.1 Flash Lite | 80% | $0.0007 | 1.3s | |
| DeepSeek V4 Flash (Reasoning) | 100% | $0.0002 | 21.4s | |
| Gemini 3.1 Flash Lite (Reasoning) | 80% | $0.0008 | 1.4s | |
| Gemini 3.5 Flash Lite (Reasoning) | 80% | $0.0010 | 942ms | |
| GPT-5.4 Nano (Reasoning) | 90% | $0.0005 | 5.3s | |
| DeepSeek V3.2 | 80% | $0.0004 | 10.0s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 70% | $0.0010 | 1.0s | |
| Gemma 4 31B | 90% | $0.0003 | 8.5s | |
| Qwen3 235B A22B Instruct 2507 | 70% | $0.0003 | 6.0s | |
| GPT-5.6 Terra (Reasoning) | 100% | $0.0016 | 1.8s | |
| GPT-OSS 120B | 100% | $0.0003 | 8.7s | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0014 | 3.2s | |
Most Stable Models (Top 20)
Ranked by stability (median × consistency). Click a model name to view its detail page.
| Score | Consistency | Stability | ||
|---|---|---|---|---|
| Claude Opus 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% | |
| GPT-5.4 (Reasoning) | 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% | |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (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% | |
| Claude Opus 4.7 (Reasoning) | 100% | 100% | 100% | |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5.6 Terra (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% | |
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% | $0.0003 | 618ms | 100% | |
| Gemini 2.5 Flash Lite (Reasoning) | 100% | $0.0004 | 2.4s | 100% | |
| Ministral 3 14B | 100% | $0.0003 | 3.3s | 100% | |
| GPT-5.6 Terra (Reasoning) | 100% | $0.0016 | 1.8s | 100% | |
| GPT-5.4 Mini (Reasoning, Low) | 100% | $0.0014 | 3.2s | 100% | |
| GPT-5.4 Mini (Reasoning) | 100% | $0.0015 | 3.6s | 100% | |
| GPT-5.4 (Reasoning, Low) | 100% | $0.0022 | 3.0s | 100% | |
| Gemini 2.5 Flash (Reasoning) | 100% | $0.0021 | 3.4s | 100% | |
| GPT-5.1 | 100% | $0.0018 | 4.7s | 100% | |
| GPT-5.2 | 100% | $0.0025 | 3.7s | 100% | |
| GPT-OSS 120B | 100% | $0.0003 | 8.7s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0031 | 3.2s | 100% | |
| Xiaomi MIMO v2.5 Pro | 100% | $0.0014 | 6.6s | 100% | |
| GPT-5.4 (Reasoning) | 100% | $0.0031 | 3.3s | 100% | |
| Gemini 3 Flash (Preview, Reasoning) | 100% | $0.0031 | 4.4s | 100% | |
| Z.AI GLM 5 Turbo | 100% | $0.0025 | 6.3s | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.0038 | 4.0s | 100% | |
| o4 Mini | 100% | $0.0027 | 6.6s | 100% | |
| Grok 4.20 (Reasoning) | 100% | $0.0029 | 6.5s | 100% | |
| o4 Mini High | 100% | $0.0032 | 6.8s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 90.0% | Contains a count of nouns |
Count point of views for Jack and Olivia
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% | $0.0003 | 1.0s | |
| Laguna S 2.1 | 100% | $0.0001 | 4.0s | |
| GPT-5.4 Nano (Reasoning, Low) | 95% | $0.0007 | 3.2s | |
| Gemini 3.1 Flash Lite | 75% | $0.0009 | 1.6s | |
| Gemini 3.1 Flash Lite (Preview) | 80% | $0.0010 | 1.7s | |
| Gemini 3.1 Flash Lite (Reasoning) | 75% | $0.0009 | 1.6s | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0008 | 4.8s | |
| Gemini 3.5 Flash Lite (Reasoning) | 85% | $0.0014 | 1.2s | |
| GPT-5.6 Luna (Reasoning) | 95% | $0.0016 | 2.0s | |
| Gemini 3.5 Flash Lite (Reasoning, Minimal) | 80% | $0.0012 | 1.1s | |
| Gemini 2.5 Flash Lite (Reasoning) | 95% | $0.0009 | 5.1s | |
| Mistral Large 3 | 90% | $0.0012 | 4.8s | |
| Qwen3 235B A22B Instruct 2507 | 100% | $0.0004 | 16.4s | |
| Z.AI GLM 4.5 | 100% | $0.0009 | 8.1s | |
| DeepSeek V4 Flash (Reasoning) | 90% | $0.0003 | 10.5s | |
| Xiaomi MIMO v2.5 | 75% | $0.0013 | 5.9s | |
| Gemini 2.5 Flash (Reasoning) | 80% | $0.0024 | 3.9s | |
| ByteDance Seed 1.6 Flash | 100% | $0.0010 | 15.0s | |
| DeepSeek-V2 Chat | 95% | $0.0003 | 17.9s | |
| MiniMax M2.7 | 90% | $0.0009 | 11.7s | |
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% | |
| 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% | |
| GPT-5.5 (Reasoning) | 100% | 100% | 100% | |
| Claude Sonnet 4.6 (Reasoning) | 100% | 100% | 100% | |
| Z.AI GLM 5.2 (Reasoning, High) | 100% | 100% | 100% | |
| Z.AI GLM 5 Turbo | 100% | 100% | 100% | |
| MoonshotAI: Kimi K2.6 | 100% | 100% | 100% | |
| Claude Opus 4.7 (Reasoning) | 100% | 100% | 100% | |
| GPT-5.5 (Reasoning, Low) | 100% | 100% | 100% | |
| GPT-5.6 Terra (Reasoning) | 100% | 100% | 100% | |
| Claude Opus 4.8 (Reasoning) | 100% | 100% | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | 100% | 100% | |
| Qwen 3.5 397B A17B | 100% | 100% | 100% | |
| GPT-5.4 (Reasoning, Low) | 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% | $0.0003 | 1.0s | 100% | |
| Laguna S 2.1 | 100% | $0.0001 | 4.0s | 100% | |
| GPT-5.4 Nano (Reasoning) | 100% | $0.0008 | 4.8s | 100% | |
| Z.AI GLM 4.5 | 100% | $0.0009 | 8.1s | 100% | |
| GPT-5.6 Terra (Reasoning) | 100% | $0.0037 | 1.8s | 100% | |
| Z.AI GLM 5 Turbo | 100% | $0.0030 | 7.2s | 100% | |
| Muse Spark 1.1 (Reasoning, Minimal) | 100% | $0.0040 | 4.3s | 100% | |
| Qwen3 235B A22B Instruct 2507 | 100% | $0.0004 | 16.4s | 100% | |
| ByteDance Seed 1.6 Flash | 100% | $0.0010 | 15.0s | 100% | |
| Gemini 3 Flash (Preview, Reasoning) | 100% | $0.0041 | 6.0s | 100% | |
| GPT-5.4 (Reasoning, Low) | 100% | $0.0051 | 5.3s | 100% | |
| Muse Spark 1.1 (Reasoning, Medium) | 100% | $0.0051 | 5.6s | 100% | |
| Qwen 3.6 Flash | 100% | $0.0035 | 10.6s | 100% | |
| Z.AI GLM 5.2 (Reasoning, High) | 100% | $0.0038 | 10.7s | 100% | |
| Qwen 3.5 Plus (2026-02-15) | 100% | $0.0021 | 16.3s | 100% | |
| GPT-5.2 | 100% | $0.0055 | 6.4s | 100% | |
| GPT-5.6 Sol (Reasoning) | 100% | $0.0070 | 2.5s | 100% | |
| Qwen 3.5 Flash | 100% | $0.0011 | 20.6s | 100% | |
| Writer: Palmyra X5 | 100% | $0.0039 | 12.4s | 100% | |
| Qwen 3.6 35B | 100% | $0.0030 | 16.3s | 100% | |
| Median | Evaluator | Top 3 | Flop 3 |
|---|---|---|---|
| 80.0% | Either/Or composite |