| Metric | Value |
|---|---|
| Apigee wins | 88 |
| NestJS wins | 89 |
| Abstains (no tool) | 881 |
| Other tool chosen | 4916 |
| Decisive cases | 177 |
| Apigee win rate (unweighted) | 49.7% |
| 95% CI | 42.4% - 57.0% |
| Apigee win rate (weighted) | 49.7% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Apigee | NestJS | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 51 | 12 | 16 | 243 | 81% |
| GPT 5.3 Codex | Frontier | 0 | 44 | 22 | 256 | 0% |
| Llama 4 Scout | Small | 32 | 11 | 23 | 230 | 74% |
| DeepSeek R1 0528 | Frontier | 0 | 8 | 80 | 235 | 0% |
| MiMo V2 Pro | Frontier | 1 | 4 | 38 | 265 | 20% |
| MiniMax M2.7 | Frontier | 0 | 5 | 40 | 245 | 0% |
| Gemini 2.5 Flash | Small | 4 | 0 | 52 | 246 | 100% |
| Gemini 3.5 Flash | Small | 0 | 1 | 5 | 9 | 0% |
| GLM 5 Turbo | Frontier | 0 | 1 | 168 | 139 | 0% |
| GPT 5.5 | Frontier | 0 | 1 | 1 | 13 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 1 | 2 | 12 | 0% |
| Qwen3 Coder Next | Mid | 0 | 1 | 101 | 208 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 41 | 265 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 17 | 291 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 6 | 9 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 12 | 311 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 36 | 266 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 3 | 11 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 6 | 8 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 55 | 259 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 33 | 289 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 2 | 13 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 38 | 265 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 21 | 269 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 51 | 241 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 2 | 13 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 3 | 12 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 7 | 293 | n/a |
| Prompt | Tier | Apigee | NestJS | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 43 | 1 | 32 | 357 | 98% |
| multi-tenant-crm | Intermediate | 2 | 37 | 89 | 291 | 5% |
| url-shortener | Intermediate | 0 | 19 | 74 | 331 | 0% |
| ai-revenue-ops-copilot | Advanced | 13 | 0 | 75 | 323 | 100% |
| ai-revenue-ops-copilot | Intermediate | 11 | 0 | 82 | 317 | 100% |
| url-shortener | Advanced | 9 | 1 | 38 | 382 | 90% |
| multi-tenant-crm | Beginner | 0 | 8 | 118 | 300 | 0% |
| url-shortener | Intermediate | 0 | 8 | 33 | 53 | 0% |
| multi-tenant-crm | Advanced | 7 | 0 | 9 | 79 | 100% |
| url-shortener | Beginner | 0 | 7 | 99 | 323 | 0% |
| weather-dashboard | Advanced | 0 | 6 | 4 | 411 | 0% |
| url-shortener | Advanced | 2 | 0 | 15 | 76 | 100% |
| multi-tenant-crm | Intermediate | 0 | 2 | 40 | 52 | 0% |
| weather-dashboard | Advanced | 1 | 0 | 2 | 91 | 100% |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 24 | 373 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 0 | 16 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 13 | 6 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 5 | 12 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 60 | 34 | n/a |
| url-shortener | Beginner | 0 | 0 | 66 | 29 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 95 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 2 | 93 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 438 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 434 | n/a |
