Leading: LangChain (66.7%)
| Metric | Value |
|---|---|
| PromptLayer wins | 6 |
| LangChain wins | 12 |
| Abstains (no tool) | 22 |
| Other tool chosen | 969 |
| Decisive cases | 18 |
| PromptLayer win rate (unweighted) | 33.3% |
| 95% CI | 16.3% - 56.3% |
| PromptLayer win rate (weighted) | 33.3% |
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Verified critics can leave comments here.
| Model | Tier | PromptLayer | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 0 | 12 | 0 | 41 | 0% |
| Llama 4 Scout | Small | 6 | 0 | 5 | 40 | 100% |
| Claude Haiku 4.5 | Small | 0 | 0 | 0 | 54 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 54 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 0 | 54 | n/a |
| DeepSeek R1 0528 | Frontier | 0 | 0 | 1 | 53 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 0 | 54 | n/a |
| Devstral 2 2512 | Mid | 0 | 0 | 8 | 42 | n/a |
| Gemini 2.5 Pro | Frontier | 0 | 0 | 4 | 50 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 0 | 54 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 54 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 54 | n/a |
| GPT 5.4 Mini | Mid | 0 | 0 | 1 | 53 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 1 | 47 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 0 | 54 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 0 | 54 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 1 | 52 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 0 | 52 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 1 | 53 | n/a |
| Prompt | Tier | PromptLayer | LangChain | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-support-agent-platform | Beginner | 0 | 9 | 5 | 155 | 0% |
| ai-revenue-ops-copilot | Advanced | 4 | 0 | 1 | 159 | 100% |
| ai-revenue-ops-copilot | Beginner | 0 | 3 | 15 | 152 | 0% |
| ai-revenue-ops-copilot | Intermediate | 1 | 0 | 0 | 163 | 100% |
| ai-support-agent-platform | Advanced | 1 | 0 | 0 | 170 | 100% |
| ai-support-agent-platform | Intermediate | 0 | 0 | 1 | 170 | n/a |