| Metric | Value |
|---|---|
| LiteLLM wins | 45 |
| Portkey wins | 34 |
| Abstains (no tool) | 1 |
| Other tool chosen | 30 |
| Decisive cases | 79 |
| LiteLLM win rate (unweighted) | 57.0% |
| 95% CI | 46.0% - 67.3% |
| LiteLLM win rate (weighted) | 57.0% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | LiteLLM | Portkey | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 3.5 Flash | Small | 5 | 1 | 0 | 0 | 83% |
| DeepSeek V4 Flash | Mid | 4 | 2 | 0 | 0 | 67% |
| DeepSeek R1 0528 | Frontier | 1 | 5 | 0 | 0 | 17% |
| Gemini 2.5 Pro | Frontier | 0 | 6 | 0 | 0 | 0% |
| Claude Sonnet 4.6 | Frontier | 5 | 0 | 0 | 1 | 100% |
| GPT 5.4 Mini | Mid | 5 | 0 | 0 | 1 | 100% |
| Kimi K2.7 Code | Frontier | 5 | 0 | 0 | 0 | 100% |
| Llama 4 Maverick | Frontier | 5 | 0 | 1 | 0 | 100% |
| Devstral 2 2512 | Mid | 2 | 3 | 0 | 1 | 40% |
| MiniMax M3 | Frontier | 0 | 5 | 0 | 1 | 0% |
| MiMo V2.5 Pro | Frontier | 4 | 0 | 0 | 2 | 100% |
| DeepSeek V4 Pro | Frontier | 0 | 4 | 0 | 2 | 0% |
| GPT 5.3 Codex | Frontier | 0 | 4 | 0 | 2 | 0% |
| GPT 5.5 | Frontier | 3 | 0 | 0 | 2 | 100% |
| Mistral Small 4 | Mid | 3 | 0 | 0 | 2 | 100% |
| Claude Opus 4.8 | Frontier | 2 | 1 | 0 | 3 | 67% |
| GLM 5.2 | Frontier | 0 | 3 | 0 | 3 | 0% |
| Claude Haiku 4.5 | Small | 1 | 0 | 0 | 4 | 100% |
| Llama 4 Scout | Small | 0 | 0 | 0 | 1 | n/a |
| Qwen3 Coder Next | Mid | 0 | 0 | 0 | 5 | n/a |
| Prompt | Tier | LiteLLM | Portkey | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-engineering-workflow | Intermediate | 10 | 7 | 0 | 3 | 59% |
| ai-agent-application | Advanced | 7 | 8 | 0 | 3 | 47% |
| ai-engineering-workflow | Advanced | 6 | 9 | 0 | 1 | 40% |
| ai-agent-application | Intermediate | 9 | 5 | 0 | 4 | 64% |
| ai-agent-application | Beginner | 9 | 2 | 0 | 8 | 82% |
| ai-engineering-workflow | Beginner | 4 | 3 | 1 | 11 | 57% |
