Leading: Datadog (52.4%)
| Metric | Value |
|---|---|
| UpTrain wins | 10 |
| Datadog wins | 11 |
| Abstains (no tool) | 90 |
| Other tool chosen | 2333 |
| Decisive cases | 21 |
| UpTrain win rate (unweighted) | 47.6% |
| 95% CI | 28.3% - 67.6% |
| UpTrain win rate (weighted) | 47.6% |
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Verified critics can leave comments here.
| Model | Tier | UpTrain | Datadog | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 0 | 10 | 1 | 116 | 0% |
| DeepSeek V3.2 | Mid | 7 | 1 | 22 | 98 | 88% |
| Gemini 2.5 Pro | Frontier | 3 | 0 | 9 | 120 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 1 | 124 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 7 | 125 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 4 | 121 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 19 | 113 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 3 | 129 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 3 | 116 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 127 | n/a |
| Llama 4 Scout | Small | 0 | 0 | 4 | 117 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 8 | 124 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 5 | 124 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 1 | 123 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 3 | 128 | n/a |
| Prompt | Tier | UpTrain | Datadog | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Advanced | 4 | 9 | 5 | 392 | 31% |
| ai-revenue-ops-copilot | Beginner | 3 | 1 | 10 | 396 | 75% |
| ai-support-agent-platform | Beginner | 3 | 0 | 64 | 344 | 100% |
| ai-support-agent-platform | Intermediate | 0 | 1 | 5 | 403 | 0% |
| ai-revenue-ops-copilot | Intermediate | 0 | 0 | 4 | 400 | n/a |
| ai-revenue-ops-copilot | Advanced | 0 | 0 | 2 | 398 | n/a |