| Metric | Value |
|---|---|
| OpenTelemetry wins | 2 |
| Temporal wins | 2 |
| Abstains (no tool) | 379 |
| Other tool chosen | 5812 |
| Decisive cases | 4 |
| OpenTelemetry win rate (unweighted) | 50.0% |
| 95% CI | 15.0% - 85.0% |
| OpenTelemetry win rate (weighted) | 50.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | OpenTelemetry | Temporal | None | Other | A rate |
|---|---|---|---|---|---|---|
| GPT 5.4 Mini | Mid | 1 | 0 | 5 | 324 | 100% |
| MiniMax M2.7 | Frontier | 1 | 0 | 36 | 282 | 100% |
| Claude Sonnet 4.6 | Frontier | 0 | 1 | 1 | 328 | 0% |
| Gemini 2.5 Pro | Frontier | 0 | 1 | 24 | 302 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 4 | 316 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 1 | 329 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 117 | 211 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 27 | 300 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 0 | 328 | n/a |
| Gemini 2.5 Flash | Small | 0 | 0 | 22 | 305 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 65 | 265 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 1 | 328 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 327 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 23 | 288 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 329 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 21 | 308 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 25 | 305 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 2 | 312 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 5 | 325 | n/a |
| Prompt | Tier | OpenTelemetry | Temporal | None | Other | A rate |
|---|---|---|---|---|---|---|
| fitness-tracking-app | Advanced | 1 | 2 | 10 | 397 | 33% |
| url-shortener | Advanced | 1 | 0 | 4 | 409 | 100% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 3 | 408 | n/a |
| ai-revenue-ops-copilot | Beginner | 0 | 0 | 5 | 398 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 14 | 381 | n/a |
| fitness-tracking-app | Intermediate | 0 | 0 | 13 | 405 | n/a |
| fitness-tracking-app | Beginner | 0 | 0 | 1 | 416 | n/a |
| multi-tenant-crm | Beginner | 0 | 0 | 36 | 379 | n/a |
| multi-tenant-crm | Intermediate | 0 | 0 | 28 | 383 | n/a |
| multi-tenant-crm | Advanced | 0 | 0 | 32 | 385 | n/a |
| saas-application | Beginner | 0 | 0 | 14 | 404 | n/a |
| saas-application | Intermediate | 0 | 0 | 47 | 369 | n/a |
| saas-application | Advanced | 0 | 0 | 26 | 391 | n/a |
| url-shortener | Beginner | 0 | 0 | 87 | 330 | n/a |
| url-shortener | Intermediate | 0 | 0 | 59 | 357 | n/a |
