Leading: Weights & Biases (51.8%)
| Metric | Value |
|---|---|
| Helicone wins | 40 |
| Weights & Biases wins | 43 |
| Abstains (no tool) | 122 |
| Other tool chosen | 3684 |
| Decisive cases | 83 |
| Helicone win rate (unweighted) | 48.2% |
| 95% CI | 37.8% - 58.8% |
| Helicone win rate (weighted) | 48.2% |
Verified critics can leave comments here.
Verified critics can leave comments here.
| Model | Tier | Helicone | Weights & Biases | None | Other | A rate |
|---|---|---|---|---|---|---|
| Gemini 2.5 Flash | Small | 22 | 6 | 1 | 103 | 79% |
| Llama 4 Scout | Small | 0 | 20 | 27 | 145 | 0% |
| Devstral 2 2512 | Mid | 5 | 10 | 26 | 144 | 33% |
| DeepSeek R1 0528 | Frontier | 1 | 6 | 2 | 195 | 14% |
| Gemini 2.5 Pro | Frontier | 3 | 0 | 7 | 194 | 100% |
| DeepSeek V4 Pro | Frontier | 2 | 0 | 1 | 69 | 100% |
| Gemini 3.5 Flash | Small | 2 | 0 | 1 | 69 | 100% |
| GPT 5.4 Mini | Mid | 1 | 0 | 5 | 198 | 100% |
| GPT 5.5 | Frontier | 1 | 0 | 2 | 69 | 100% |
| Kimi K2.7 Code | Frontier | 1 | 0 | 0 | 70 | 100% |
| MiniMax M3 | Frontier | 1 | 0 | 1 | 70 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 2 | 200 | 100% |
| MiMo V2.5 Pro | Frontier | 0 | 1 | 5 | 66 | 0% |
| 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 V3.2 | Mid | 0 | 0 | 0 | 132 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 4 | 67 | 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 |
| Kimi K2.5 | Frontier | 0 | 0 | 4 | 115 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 12 | 191 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 2 | 130 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 127 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 3 | 196 | n/a |
| Prompt | Tier | Helicone | Weights & Biases | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 20 | 4 | 1 | 496 | 83% |
| ai-engineering-workflow | Intermediate | 3 | 7 | 0 | 108 | 30% |
| ai-support-agent-platform | Advanced | 0 | 10 | 1 | 522 | 0% |
| ai-revenue-ops-copilot | Advanced | 1 | 8 | 3 | 514 | 11% |
| ai-revenue-ops-copilot | Beginner | 0 | 9 | 32 | 495 | 0% |
| ai-engineering-workflow | Beginner | 8 | 0 | 48 | 63 | 100% |
| ai-support-agent-platform | Intermediate | 4 | 2 | 1 | 528 | 67% |
| ai-support-agent-platform | Beginner | 4 | 0 | 16 | 511 | 100% |
| ai-engineering-workflow | Advanced | 0 | 3 | 0 | 113 | 0% |
| 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 |
