| Metric | Value |
|---|---|
| Apigee wins | 98 |
| NestJS wins | 102 |
| Abstains (no tool) | 879 |
| Other tool chosen | 5449 |
| Decisive cases | 200 |
| Apigee win rate (unweighted) | 49.0% |
| 95% CI | 42.2% - 55.9% |
| Apigee win rate (weighted) | 49.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Apigee | NestJS | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 55 | 11 | 16 | 261 | 83% |
| Llama 4 Scout | Small | 39 | 11 | 26 | 244 | 78% |
| GPT 5.3 Codex | Frontier | 0 | 48 | 16 | 288 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 9 | 82 | 261 | 0% |
| MiMo V2 Pro | Frontier | 1 | 4 | 26 | 232 | 20% |
| GPT 5.5 | Frontier | 0 | 5 | 9 | 74 | 0% |
| MiniMax M2.7 | Frontier | 0 | 5 | 28 | 213 | 0% |
| Gemini 2.5 Flash | Small | 3 | 0 | 38 | 217 | 100% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 9 | 77 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 2 | 10 | 77 | 0% |
| Gemini 3.5 Flash | Small | 0 | 1 | 30 | 56 | 0% |
| GLM 5 Turbo | Frontier | 0 | 1 | 148 | 114 | 0% |
| GLM 5.2 | Frontier | 0 | 1 | 9 | 80 | 0% |
| Qwen3 Coder Next | Mid | 0 | 1 | 112 | 219 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 18 | 311 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 13 | 250 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 30 | 58 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 13 | 337 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 28 | 229 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 13 | 69 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 26 | 59 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 51 | 278 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 29 | 323 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 23 | 235 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 17 | 291 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 36 | 212 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 12 | 76 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 11 | 308 | n/a |
| Prompt | Tier | Apigee | NestJS | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 53 | 2 | 36 | 439 | 96% |
| multi-tenant-crm | Intermediate | 3 | 48 | 114 | 349 | 6% |
| url-shortener | Intermediate | 0 | 23 | 94 | 403 | 0% |
| ai-revenue-ops-copilot | Intermediate | 15 | 0 | 96 | 396 | 100% |
| ai-revenue-ops-copilot | Advanced | 15 | 0 | 92 | 399 | 100% |
| url-shortener | Advanced | 12 | 2 | 44 | 463 | 86% |
| multi-tenant-crm | Beginner | 0 | 11 | 145 | 368 | 0% |
| url-shortener | Beginner | 0 | 10 | 125 | 390 | 0% |
| weather-dashboard | Advanced | 0 | 6 | 6 | 504 | 0% |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 27 | 465 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 8 | 86 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 63 | 54 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 28 | 65 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 536 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 532 | n/a |
