| Metric | Value |
|---|---|
| Novu wins | 467 |
| SendGrid wins | 471 |
| Abstains (no tool) | 112 |
| Other tool chosen | 5298 |
| Decisive cases | 938 |
| Novu win rate (unweighted) | 49.8% |
| 95% CI | 46.6% - 53.0% |
| Novu win rate (weighted) | 49.8% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Novu | SendGrid | None | Other | A rate |
|---|---|---|---|---|---|---|
| GLM 5 Turbo | Frontier | 140 | 0 | 17 | 167 | 100% |
| Kimi K2.5 | Frontier | 98 | 0 | 8 | 216 | 100% |
| Llama 4 Scout | Small | 0 | 89 | 4 | 238 | 0% |
| GPT 5.4 Mini | Mid | 2 | 80 | 6 | 246 | 2% |
| Claude Haiku 4.5 | Small | 0 | 70 | 0 | 257 | 0% |
| Gemini 2.5 Pro | Frontier | 63 | 4 | 2 | 263 | 94% |
| GPT 5.3 Codex | Frontier | 56 | 2 | 0 | 278 | 97% |
| GPT 5.4 | Frontier | 28 | 25 | 0 | 271 | 53% |
| Gemini 2.5 Flash | Small | 2 | 44 | 10 | 266 | 4% |
| Claude Opus 4.6 | Frontier | 40 | 2 | 0 | 282 | 95% |
| Devstral 2 2512 | Mid | 0 | 40 | 0 | 293 | 0% |
| DeepSeek R1 0528 | Frontier | 1 | 33 | 26 | 273 | 3% |
| DeepSeek V3.2 | Mid | 17 | 13 | 16 | 276 | 57% |
| Qwen3 Coder Next | Mid | 0 | 28 | 1 | 306 | 0% |
| Mistral Small 4 | Mid | 0 | 21 | 0 | 308 | 0% |
| MiMo V2 Pro | Frontier | 3 | 11 | 4 | 306 | 21% |
| MiniMax M2.7 | Frontier | 1 | 4 | 17 | 295 | 20% |
| Claude Sonnet 4.6 | Frontier | 4 | 0 | 0 | 332 | 100% |
| Llama 4 Maverick | Frontier | 2 | 2 | 1 | 330 | 50% |
| GLM 5.2 | Frontier | 3 | 0 | 0 | 9 | 100% |
| Gemini 3.5 Flash | Small | 2 | 0 | 0 | 10 | 100% |
| Kimi K2.7 Code | Frontier | 2 | 0 | 0 | 10 | 100% |
| DeepSeek V4 Flash | Mid | 1 | 1 | 0 | 10 | 50% |
| MiMo V2.5 Pro | Frontier | 0 | 2 | 0 | 10 | 0% |
| DeepSeek V4 Pro | Frontier | 1 | 0 | 0 | 11 | 100% |
| MiniMax M3 | Frontier | 1 | 0 | 0 | 11 | 100% |
| Claude Opus 4.8 | Frontier | 0 | 0 | 0 | 12 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 12 | n/a |
| Prompt | Tier | Novu | SendGrid | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Beginner | 91 | 87 | 21 | 238 | 51% |
| project-management-tool | Intermediate | 106 | 40 | 13 | 269 | 73% |
| project-management-tool | Advanced | 31 | 64 | 4 | 328 | 33% |
| social-media-platform | Advanced | 30 | 58 | 3 | 344 | 34% |
| social-media-platform | Intermediate | 40 | 47 | 0 | 348 | 46% |
| social-media-platform | Beginner | 39 | 29 | 6 | 364 | 57% |
| project-management-tool | Beginner | 13 | 25 | 7 | 49 | 34% |
| chat-application | Advanced | 8 | 26 | 6 | 395 | 24% |
| project-management-tool | Intermediate | 23 | 9 | 4 | 59 | 72% |
| social-media-platform | Advanced | 11 | 16 | 0 | 68 | 41% |
| social-media-platform | Intermediate | 16 | 9 | 0 | 69 | 64% |
| project-management-tool | Advanced | 11 | 10 | 1 | 71 | 52% |
| restaurant-reservation-system | Intermediate | 0 | 21 | 2 | 415 | 0% |
| social-media-platform | Beginner | 13 | 3 | 1 | 78 | 81% |
| chat-application | Beginner | 12 | 4 | 14 | 403 | 75% |
| chat-application | Beginner | 8 | 0 | 1 | 86 | 100% |
| chat-application | Intermediate | 8 | 0 | 3 | 426 | 100% |
| restaurant-reservation-system | Beginner | 0 | 8 | 1 | 86 | 0% |
| restaurant-reservation-system | Beginner | 0 | 7 | 3 | 426 | 0% |
| restaurant-reservation-system | Advanced | 3 | 2 | 17 | 412 | 60% |
| chat-application | Advanced | 2 | 3 | 2 | 88 | 40% |
| restaurant-reservation-system | Intermediate | 1 | 1 | 1 | 92 | 50% |
| restaurant-reservation-system | Advanced | 0 | 2 | 2 | 90 | 0% |
| chat-application | Intermediate | 1 | 0 | 0 | 94 | 100% |
