| Metric | Value |
|---|---|
| TruLens wins | 23 |
| MLflow wins | 25 |
| Abstains (no tool) | 237 |
| Other tool chosen | 4243 |
| Decisive cases | 48 |
| TruLens win rate (unweighted) | 47.9% |
| 95% CI | 34.5% - 61.7% |
| TruLens win rate (weighted) | 47.9% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model range | Tier | TruLens | MLflow | None | Other | A rate |
|---|---|---|---|---|---|---|
| DeepSeek Flash 3.2–4.1 | Mid | 0 | 0 | 26 | 210 | n/a |
| DeepSeek Pro 4–4 0813 | Frontier | 0 | 0 | 2 | 106 | n/a |
| DeepSeek R1 | Frontier | 4 | 0 | 12 | 224 | 100% |
| Devstral | Mid | 2 | 0 | 19 | 180 | 100% |
| Gemini Flash 2.5–3.8 | Small | 0 | 0 | 12 | 223 | n/a |
| Gemini Pro 2.5–3.1 Preview | Frontier | 3 | 0 | 17 | 218 | 100% |
| GLM 5 Turbo–5.3 | Frontier | 0 | 0 | 19 | 221 | n/a |
| GPT 5.4–6 Astra | Frontier | 0 | 0 | 5 | 235 | n/a |
| GPT Coding 5.3 Codex–6.1 Sol | Frontier | 0 | 0 | 2 | 238 | n/a |
| GPT Mini 5.4 Mini–6 Luna | Mid | 0 | 0 | 9 | 228 | n/a |
| Haiku | Small | 0 | 0 | 4 | 227 | n/a |
| Kimi 2.5–3 | Frontier | 0 | 0 | 5 | 221 | n/a |
| Llama Maverick | Frontier | 0 | 0 | 18 | 213 | n/a |
| Llama Scout | Small | 0 | 25 | 29 | 160 | 0% |
| MiMo Pro 2–2.6 | Frontier | 0 | 0 | 17 | 222 | n/a |
| MiniMax M 2.7–3 | Frontier | 0 | 0 | 12 | 224 | n/a |
| Mistral Small | Mid | 14 | 0 | 5 | 207 | 100% |
| Opus 4.6–5.5 | Frontier | 0 | 0 | 9 | 230 | n/a |
| Qwen Coder | Mid | 0 | 0 | 4 | 227 | n/a |
| Sonnet 4.6–5.5 | Frontier | 0 | 0 | 11 | 229 | n/a |
| Prompt | Tier | TruLens | MLflow | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Intermediate | 3 | 5 | 6 | 566 | 38% |
| ai-revenue-ops-copilot | Beginner | 2 | 5 | 13 | 564 | 29% |
| ai-agent-application | Advanced | 6 | 0 | 0 | 167 | 100% |
| ai-support-agent-platform | Advanced | 1 | 5 | 5 | 576 | 17% |
| ai-engineering-workflow | Intermediate | 1 | 4 | 1 | 167 | 20% |
| ai-agent-application | Beginner | 4 | 0 | 40 | 134 | 100% |
| ai-agent-application | Intermediate | 4 | 0 | 1 | 170 | 100% |
| ai-revenue-ops-copilot | Advanced | 1 | 3 | 3 | 567 | 25% |
| ai-revenue-ops-copilot | Intermediate | 1 | 2 | 5 | 572 | 33% |
| ai-engineering-workflow | Advanced | 0 | 1 | 1 | 166 | 0% |
| ai-engineering-workflow | Beginner | 0 | 0 | 82 | 90 | n/a |
| ai-support-agent-platform | Beginner | 0 | 0 | 80 | 504 | n/a |
