Leading: LangChain (62.5%)
| Metric | Value |
|---|---|
| PromptLayer wins | 18 |
| LangChain wins | 30 |
| Abstains (no tool) | 57 |
| Other tool chosen | 2605 |
| Decisive cases | 48 |
| PromptLayer win rate (unweighted) | 37.5% |
| 95% CI | 25.2% - 51.6% |
| PromptLayer win rate (weighted) | 37.5% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | PromptLayer | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 0 | 29 | 1 | 102 | 0% |
| Llama 4 Scout | Small | 18 | 1 | 14 | 103 | 95% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 141 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 1 | 11 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 1 | 143 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 1 | 143 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 0 | 132 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 1 | 10 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 1 | 11 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 17 | 121 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 6 | 138 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 0 | 12 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 0 | 132 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 12 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 144 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 1 | 143 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 0 | 12 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 4 | 115 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 12 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 2 | 141 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 2 | 130 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 0 | 12 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 127 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 0 | 12 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 1 | 140 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 1 | 142 | n/a |
| Prompt | Tier | PromptLayer | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Beginner | 0 | 22 | 13 | 398 | 0% |
| ai-revenue-ops-copilot | Advanced | 14 | 0 | 2 | 413 | 100% |
| ai-revenue-ops-copilot | Beginner | 0 | 7 | 29 | 401 | 0% |
| ai-support-agent-platform | Advanced | 3 | 0 | 1 | 431 | 100% |
| ai-revenue-ops-copilot | Intermediate | 1 | 1 | 1 | 420 | 50% |
| ai-agent-application | Intermediate | 0 | 0 | 0 | 19 | n/a |
| ai-agent-application | Advanced | 0 | 0 | 0 | 19 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 3 | 17 | n/a |
| ai-engineering-workflow | Beginner | 0 | 0 | 7 | 13 | n/a |
| ai-engineering-workflow | Intermediate | 0 | 0 | 0 | 19 | n/a |
| ai-engineering-workflow | Advanced | 0 | 0 | 0 | 20 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 1 | 435 | n/a |
