| Metric | Value |
|---|---|
| Humanloop wins | 46 |
| LangChain wins | 68 |
| Abstains (no tool) | 90 |
| Other tool chosen | 2240 |
| Decisive cases | 114 |
| Humanloop win rate (unweighted) | 40.4% |
| 95% CI | 31.8% - 49.5% |
| Humanloop win rate (weighted) | 40.4% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Humanloop | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 14 | 30 | 1 | 82 | 32% |
| Devstral 2 2512 | Mid | 18 | 0 | 4 | 103 | 100% |
| Qwen3 Coder Next | Mid | 0 | 16 | 3 | 112 | 0% |
| DeepSeek V3.2 | Mid | 4 | 7 | 22 | 95 | 36% |
| Llama 4 Maverick | Frontier | 0 | 9 | 0 | 118 | 0% |
| Llama 4 Scout | Small | 0 | 6 | 4 | 111 | 0% |
| Claude Haiku 4.5 | Small | 4 | 0 | 1 | 120 | 100% |
| DeepSeek R1 0528 | Frontier | 4 | 0 | 7 | 121 | 100% |
| MiMo V2 Pro | Frontier | 2 | 0 | 8 | 122 | 100% |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 9 | 123 | 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 |
| MiniMax M2.7 | Frontier | 0 | 0 | 5 | 124 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 1 | 123 | n/a |
| Prompt | Tier | Humanloop | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 15 | 22 | 4 | 363 | 41% |
| ai-revenue-ops-copilot | Beginner | 11 | 19 | 10 | 370 | 37% |
| ai-revenue-ops-copilot | Advanced | 8 | 9 | 2 | 381 | 47% |
| ai-support-agent-platform | Beginner | 3 | 12 | 64 | 332 | 20% |
| ai-support-agent-platform | Intermediate | 6 | 2 | 5 | 396 | 75% |
| ai-support-agent-platform | Advanced | 3 | 4 | 5 | 398 | 43% |
