| Metric | Value |
|---|---|
| Knock wins | 243 |
| Novu wins | 467 |
| Abstains (no tool) | 112 |
| Other tool chosen | 5526 |
| Decisive cases | 710 |
| Knock win rate (unweighted) | 34.2% |
| 95% CI | 30.8% - 37.8% |
| Knock win rate (weighted) | 34.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Knock | Novu | None | Other | A rate |
|---|---|---|---|---|---|---|
| Kimi K2.5 | Frontier | 63 | 98 | 8 | 153 | 39% |
| GLM 5 Turbo | Frontier | 8 | 140 | 17 | 159 | 5% |
| Gemini 2.5 Pro | Frontier | 63 | 63 | 2 | 204 | 50% |
| Claude Sonnet 4.6 | Frontier | 72 | 4 | 0 | 260 | 95% |
| GPT 5.3 Codex | Frontier | 16 | 56 | 0 | 264 | 22% |
| Claude Opus 4.6 | Frontier | 1 | 40 | 0 | 283 | 2% |
| GPT 5.4 | Frontier | 0 | 28 | 0 | 296 | 0% |
| DeepSeek V3.2 | Mid | 0 | 17 | 16 | 289 | 0% |
| Kimi K2.7 Code | Frontier | 4 | 2 | 0 | 6 | 67% |
| Gemini 3.5 Flash | Small | 3 | 2 | 0 | 7 | 60% |
| GPT 5.5 | Frontier | 4 | 0 | 0 | 8 | 100% |
| MiniMax M3 | Frontier | 3 | 1 | 0 | 8 | 75% |
| GLM 5.2 | Frontier | 1 | 3 | 0 | 8 | 25% |
| Claude Opus 4.8 | Frontier | 3 | 0 | 0 | 9 | 100% |
| MiMo V2 Pro | Frontier | 0 | 3 | 4 | 317 | 0% |
| DeepSeek V4 Flash | Mid | 1 | 1 | 0 | 10 | 50% |
| MiniMax M2.7 | Frontier | 1 | 1 | 17 | 298 | 50% |
| Gemini 2.5 Flash | Small | 0 | 2 | 10 | 310 | 0% |
| GPT 5.4 Mini | Mid | 0 | 2 | 6 | 326 | 0% |
| Llama 4 Maverick | Frontier | 0 | 2 | 1 | 332 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 1 | 26 | 306 | 0% |
| DeepSeek V4 Pro | Frontier | 0 | 1 | 0 | 11 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 327 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 333 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 4 | 327 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 12 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 329 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 1 | 334 | n/a |
| Prompt | Tier | Knock | Novu | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Intermediate | 35 | 106 | 13 | 274 | 25% |
| project-management-tool | Beginner | 13 | 91 | 21 | 312 | 13% |
| social-media-platform | Advanced | 68 | 30 | 3 | 334 | 69% |
| social-media-platform | Intermediate | 27 | 40 | 0 | 368 | 40% |
| project-management-tool | Advanced | 26 | 31 | 4 | 366 | 46% |
| social-media-platform | Beginner | 17 | 39 | 6 | 376 | 30% |
| chat-application | Advanced | 15 | 8 | 6 | 406 | 65% |
| project-management-tool | Intermediate | 0 | 23 | 4 | 68 | 0% |
| restaurant-reservation-system | Advanced | 17 | 3 | 17 | 397 | 85% |
| social-media-platform | Intermediate | 4 | 16 | 0 | 74 | 20% |
| chat-application | Beginner | 5 | 12 | 14 | 402 | 29% |
| social-media-platform | Advanced | 5 | 11 | 0 | 79 | 31% |
| project-management-tool | Advanced | 2 | 11 | 1 | 79 | 15% |
| project-management-tool | Beginner | 0 | 13 | 7 | 74 | 0% |
| social-media-platform | Beginner | 0 | 13 | 1 | 81 | 0% |
| chat-application | Intermediate | 2 | 8 | 3 | 424 | 20% |
| chat-application | Beginner | 1 | 8 | 1 | 85 | 11% |
| restaurant-reservation-system | Intermediate | 5 | 0 | 2 | 431 | 100% |
| chat-application | Advanced | 0 | 2 | 2 | 91 | 0% |
| restaurant-reservation-system | Advanced | 1 | 0 | 2 | 91 | 100% |
| chat-application | Intermediate | 0 | 1 | 0 | 94 | 0% |
| restaurant-reservation-system | Intermediate | 0 | 1 | 1 | 93 | 0% |
| restaurant-reservation-system | Beginner | 0 | 0 | 3 | 433 | n/a |
| restaurant-reservation-system | Beginner | 0 | 0 | 1 | 94 | n/a |
