| Metric | Value |
|---|---|
| OpenAPI wins | 25 |
| MuleSoft wins | 28 |
| Abstains (no tool) | 879 |
| Other tool chosen | 5596 |
| Decisive cases | 53 |
| OpenAPI win rate (unweighted) | 47.2% |
| 95% CI | 34.4% - 60.3% |
| OpenAPI win rate (weighted) | 47.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | OpenAPI | MuleSoft | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.4 Mini | Mid | 13 | 2 | 17 | 276 | 87% |
| Llama 4 Scout | Small | 0 | 15 | 26 | 279 | 0% |
| GPT 5.5 | Frontier | 8 | 0 | 9 | 71 | 100% |
| Llama 4 Maverick | Frontier | 0 | 7 | 16 | 320 | 0% |
| MiMo V2 Pro | Frontier | 0 | 3 | 26 | 234 | 0% |
| Claude Haiku 4.5 | Small | 2 | 0 | 18 | 309 | 100% |
| Devstral 2 2512 | Mid | 1 | 0 | 51 | 277 | 100% |
| Gemini 2.5 Pro | Frontier | 1 | 0 | 29 | 322 | 100% |
| DeepSeek V3.2 | Mid | 0 | 1 | 28 | 228 | 0% |
| 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 R1 0528 | Frontier | 0 | 0 | 82 | 270 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 13 | 69 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 26 | 59 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 38 | 220 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 30 | 57 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 148 | 115 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 9 | 81 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 16 | 336 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 23 | 235 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 36 | 212 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 10 | 79 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 9 | 80 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 28 | 218 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 12 | 76 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 11 | 308 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 112 | 220 | n/a |
| Prompt | Tier | OpenAPI | MuleSoft | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Beginner | 0 | 15 | 27 | 450 | 0% |
| url-shortener | Advanced | 9 | 0 | 44 | 468 | 100% |
| ai-revenue-ops-copilot | Advanced | 0 | 7 | 92 | 407 | 0% |
| full-stack-web-app | Advanced | 6 | 0 | 8 | 80 | 100% |
| url-shortener | Intermediate | 5 | 0 | 94 | 421 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 5 | 96 | 406 | 0% |
| multi-tenant-crm | Intermediate | 3 | 1 | 114 | 396 | 75% |
| full-stack-web-app | Intermediate | 1 | 0 | 28 | 64 | 100% |
| multi-tenant-crm | Beginner | 1 | 0 | 145 | 378 | 100% |
| full-stack-web-app | Beginner | 0 | 0 | 63 | 54 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 36 | 494 | n/a |
| url-shortener | Beginner | 0 | 0 | 125 | 400 | n/a |
| weather-dashboard | Advanced | 0 | 0 | 6 | 510 | n/a |
| weather-dashboard | Beginner | 0 | 0 | 0 | 536 | n/a |
| weather-dashboard | Intermediate | 0 | 0 | 1 | 532 | n/a |
