| Metric | Value |
|---|---|
| Apigee wins | 99 |
| NestJS wins | 102 |
| Abstains (no tool) | 896 |
| Other tool chosen | 5482 |
| Decisive cases | 201 |
| Apigee win rate (unweighted) | 49.3% |
| 95% CI | 42.4% - 56.1% |
| Apigee win rate (weighted) | 49.3% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Apigee | NestJS | None | Other | A rate |
|---|---|---|---|---|---|---|
| Llama 4 Maverick | Frontier | 58 | 10 | 17 | 259 | 85% |
| Llama 4 Scout | Small | 37 | 12 | 30 | 243 | 76% |
| GPT 5.3 Codex | Frontier | 0 | 46 | 17 | 292 | 0% |
| DeepSeek R1 0528 | Frontier | 0 | 9 | 84 | 261 | 0% |
| GPT 5.5 | Frontier | 0 | 6 | 10 | 87 | 0% |
| MiMo V2 Pro | Frontier | 1 | 4 | 24 | 222 | 20% |
| MiniMax M2.7 | Frontier | 0 | 5 | 25 | 205 | 0% |
| Gemini 2.5 Flash | Small | 3 | 0 | 36 | 207 | 100% |
| MiMo V2.5 Pro | Frontier | 0 | 3 | 11 | 89 | 0% |
| Kimi K2.7 Code | Frontier | 0 | 2 | 10 | 92 | 0% |
| DeepSeek V4 Flash | Mid | 0 | 1 | 14 | 80 | 0% |
| Gemini 3.5 Flash | Small | 0 | 1 | 35 | 65 | 0% |
| GLM 5 Turbo | Frontier | 0 | 1 | 142 | 108 | 0% |
| GLM 5.2 | Frontier | 0 | 1 | 11 | 92 | 0% |
| Qwen3 Coder Next | Mid | 0 | 1 | 113 | 221 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 18 | 313 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 13 | 238 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 36 | 67 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 14 | 339 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 26 | 220 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 32 | 68 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 49 | 269 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 30 | 325 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 22 | 224 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 17 | 292 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 35 | 205 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 13 | 89 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 12 | 310 | n/a |
| Prompt | Tier | Apigee | NestJS | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 52 | 2 | 35 | 440 | 96% |
| multi-tenant-crm | Intermediate | 2 | 49 | 112 | 353 | 4% |
| url-shortener | Intermediate | 1 | 22 | 93 | 406 | 4% |
| ai-revenue-ops-copilot | Intermediate | 16 | 0 | 97 | 394 | 100% |
| ai-revenue-ops-copilot | Advanced | 15 | 0 | 90 | 403 | 100% |
| url-shortener | Advanced | 13 | 2 | 43 | 463 | 87% |
| multi-tenant-crm | Beginner | 0 | 12 | 148 | 365 | 0% |
| url-shortener | Beginner | 0 | 9 | 125 | 388 | 0% |
| weather-dashboard | Advanced | 0 | 6 | 6 | 503 | 0% |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 26 | 468 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 11 | 97 | n/a |
| full-stack-web-app | Beginner | 0 | 0 | 74 | 61 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 35 | 73 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 532 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 536 | n/a |
