| Metric | Value |
|---|---|
| Apigee wins | 121 |
| Postman wins | 119 |
| Abstains (no tool) | 1432 |
| Other tool chosen | 7133 |
| Decisive cases | 240 |
| Apigee win rate (unweighted) | 50.4% |
| 95% CI | 44.1% - 56.7% |
| Apigee win rate (weighted) | 50.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | Apigee | Postman | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 3 | 62 | 389 | 0% |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 37 | 91 | n/a |
| DeepSeek R1 | Frontier | 0 | 0 | 127 | 345 | n/a |
| Devstral | Mid | 0 | 2 | 75 | 353 | 0% |
| Gemini Flash 2.5–3.8 | Small | 4 | 6 | 108 | 346 | 40% |
| Gemini Pro 2.5–3.1 Preview | Frontier | 0 | 7 | 66 | 400 | 0% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 198 | 273 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 2 | 64 | 401 | 0% |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 45 | 428 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 10 | 37 | 371 | 0% |
| Haiku | Small | 0 | 3 | 62 | 382 | 0% |
| Kimi 2.5–3 | Frontier | 0 | 2 | 78 | 376 | 0% |
| Llama Maverick | Frontier | 73 | 45 | 39 | 310 | 62% |
| Llama Scout | Small | 43 | 14 | 42 | 337 | 75% |
| MiMo Pro 2–2.6 | Frontier | 1 | 2 | 66 | 398 | 33% |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 63 | 389 | n/a |
| Mistral Small | Mid | 0 | 21 | 17 | 398 | 0% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 67 | 405 | n/a |
| Qwen Coder | Mid | 0 | 1 | 141 | 309 | 0% |
| Sonnet 4.6–5.5 | Frontier | 0 | 1 | 38 | 432 | 0% |
| Prompt | Tier | Apigee | Postman | None | Other | A rate |
|---|---|---|---|---|---|---|
| multi-tenant-crm | Advanced | 56 | 3 | 37 | 491 | 95% |
| ai-revenue-ops-copilot | Intermediate | 16 | 18 | 103 | 425 | 47% |
| url-shortener | Intermediate | 1 | 32 | 116 | 430 | 3% |
| ai-revenue-ops-copilot | Advanced | 15 | 17 | 97 | 434 | 47% |
| url-shortener | Advanced | 15 | 14 | 48 | 501 | 52% |
| ai-revenue-ops-copilot | Beginner | 0 | 18 | 27 | 506 | 0% |
| multi-tenant-crm | Advanced | 11 | 1 | 17 | 140 | 92% |
| multi-tenant-crm | Intermediate | 0 | 9 | 65 | 77 | 0% |
| multi-tenant-crm | Intermediate | 3 | 4 | 135 | 428 | 43% |
| url-shortener | Advanced | 3 | 0 | 22 | 125 | 100% |
| url-shortener | Intermediate | 0 | 2 | 53 | 95 | 0% |
| weather-dashboard | Advanced | 1 | 0 | 4 | 148 | 100% |
| multi-tenant-crm | Beginner | 0 | 1 | 169 | 410 | 0% |
| full-stack-web-app | Beginner | 0 | 0 | 105 | 70 | n/a |
| full-stack-web-app | Intermediate | 0 | 0 | 41 | 99 | n/a |
| full-stack-web-app | Advanced | 0 | 0 | 12 | 140 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 107 | 60 | n/a |
| url-shortener | Beginner | 0 | 0 | 111 | 40 | n/a |
| url-shortener | Beginner | 0 | 0 | 153 | 428 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 168 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 591 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 594 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 6 | 567 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 3 | 166 | n/a |
