| Metric | Value |
|---|---|
| Novu wins | 322 |
| SendGrid wins | 335 |
| Abstains (no tool) | 86 |
| Other tool chosen | 3779 |
| Decisive cases | 657 |
| Novu win rate (unweighted) | 49.0% |
| 95% CI | 45.2% - 52.8% |
| Novu win rate (weighted) | 49.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Novu | SendGrid | None | Other | A rate |
|---|---|---|---|---|---|---|
| GLM 5 Turbo | Frontier | 100 | 0 | 13 | 127 | 100% |
| Kimi K2.5 | Frontier | 69 | 0 | 7 | 162 | 100% |
| Llama 4 Scout | Small | 0 | 61 | 3 | 172 | 0% |
| GPT 5.4 Mini | Mid | 0 | 58 | 6 | 174 | 0% |
| Claude Haiku 4.5 | Small | 0 | 52 | 0 | 180 | 0% |
| Gemini 2.5 Pro | Frontier | 40 | 3 | 2 | 191 | 93% |
| GPT 5.4 | Frontier | 21 | 19 | 0 | 200 | 53% |
| GPT 5.3 Codex | Frontier | 37 | 2 | 0 | 201 | 95% |
| Gemini 2.5 Flash | Small | 2 | 34 | 6 | 197 | 6% |
| Claude Opus 4.6 | Frontier | 35 | 0 | 0 | 205 | 100% |
| Devstral 2 2512 | Mid | 0 | 26 | 0 | 211 | 0% |
| DeepSeek V3.2 | Mid | 10 | 12 | 12 | 204 | 45% |
| DeepSeek R1 0528 | Frontier | 0 | 22 | 19 | 197 | 0% |
| Qwen3 Coder Next | Mid | 0 | 20 | 0 | 220 | 0% |
| Mistral Small 4 | Mid | 0 | 14 | 0 | 222 | 0% |
| MiMo V2 Pro | Frontier | 2 | 8 | 4 | 226 | 20% |
| MiniMax M2.7 | Frontier | 1 | 3 | 13 | 217 | 25% |
| Claude Sonnet 4.6 | Frontier | 3 | 0 | 0 | 237 | 100% |
| Llama 4 Maverick | Frontier | 2 | 1 | 1 | 236 | 67% |
| Prompt | Tier | Novu | SendGrid | None | Other | A rate |
|---|---|---|---|---|---|---|
| project-management-tool | Beginner | 78 | 75 | 19 | 207 | 51% |
| project-management-tool | Intermediate | 94 | 34 | 12 | 231 | 73% |
| social-media-platform | Advanced | 28 | 51 | 3 | 295 | 35% |
| social-media-platform | Intermediate | 36 | 41 | 0 | 301 | 47% |
| project-management-tool | Advanced | 24 | 53 | 4 | 290 | 31% |
| social-media-platform | Beginner | 34 | 26 | 6 | 314 | 57% |
| chat-application | Advanced | 7 | 24 | 6 | 341 | 23% |
| restaurant-reservation-system | Intermediate | 0 | 19 | 2 | 359 | 0% |
| chat-application | Beginner | 11 | 4 | 12 | 348 | 73% |
| chat-application | Intermediate | 7 | 0 | 3 | 369 | 100% |
| restaurant-reservation-system | Beginner | 0 | 6 | 3 | 369 | 0% |
| restaurant-reservation-system | Advanced | 3 | 2 | 16 | 355 | 60% |
