Leading: LangChain (56.6%)
| Metric | Value |
|---|---|
| PromptLayer wins | 23 |
| LangChain wins | 30 |
| Abstains (no tool) | 122 |
| Other tool chosen | 3714 |
| Decisive cases | 53 |
| PromptLayer win rate (unweighted) | 43.4% |
| 95% CI | 31.0% - 56.7% |
| PromptLayer win rate (weighted) | 43.4% |
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 | 23 | 1 | 27 | 141 | 96% |
| Claude Haiku 4.5 | Small | 0 | 0 | 2 | 198 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 132 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 6 | 66 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 6 | 198 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 2 | 202 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 0 | 132 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 4 | 67 | n/a |
| DeepSeek V4 Pro | Frontier | 0 | 0 | 1 | 71 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 26 | 159 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 7 | 197 | n/a |
| Gemini 3.5 Flash | Small | 0 | 0 | 1 | 71 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 0 | 132 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 72 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 204 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 132 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 5 | 199 | n/a |
| GPT 5.5 | Frontier | 0 | 0 | 2 | 70 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 4 | 115 | n/a |
| Kimi K2.7 Code | Frontier | 0 | 0 | 0 | 71 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 12 | 191 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 2 | 130 | n/a |
| MiMo V2.5 Pro | Frontier | 0 | 0 | 5 | 67 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 127 | n/a |
| MiniMax M3 | Frontier | 0 | 0 | 1 | 71 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 3 | 196 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 2 | 201 | n/a |
| Prompt | Tier | PromptLayer | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Beginner | 0 | 22 | 16 | 493 | 0% |
| ai-revenue-ops-copilot | Advanced | 17 | 0 | 3 | 506 | 100% |
| ai-revenue-ops-copilot | Beginner | 0 | 7 | 32 | 497 | 0% |
| ai-support-agent-platform | Advanced | 4 | 0 | 1 | 528 | 100% |
| ai-revenue-ops-copilot | Intermediate | 2 | 1 | 1 | 517 | 67% |
| ai-agent-application | Advanced | 0 | 0 | 0 | 117 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 19 | 100 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 117 | n/a |
| ai-engineering-workflow | Advanced | 0 | 0 | 0 | 116 | n/a |
| ai-engineering-workflow | Intermediate | 0 | 0 | 0 | 118 | n/a |
| ai-engineering-workflow | Beginner | 0 | 0 | 48 | 71 | n/a |
| ai-support-agent-platform | Intermediate | 0 | 0 | 1 | 534 | n/a |
