Leading: Weights & Biases (54.0%)
| Metric | Value |
|---|---|
| Helicone wins | 40 |
| Weights & Biases wins | 47 |
| Abstains (no tool) | 129 |
| Other tool chosen | 3789 |
| Decisive cases | 87 |
| Helicone win rate (unweighted) | 46.0% |
| 95% CI | 35.9% - 56.4% |
| Helicone win rate (weighted) | 46.0% |
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 | 21 | 6 | 1 | 98 | 78% |
| Llama 4 Scout | Small | 0 | 23 | 29 | 146 | 0% |
| Devstral 2 2512 | Mid | 5 | 10 | 25 | 140 | 33% |
| DeepSeek R1 0528 | Frontier | 1 | 7 | 2 | 200 | 13% |
| Gemini 2.5 Pro | Frontier | 3 | 0 | 6 | 201 | 100% |
| Gemini 3.5 Flash | Small | 3 | 0 | 1 | 80 | 100% |
| DeepSeek V4 Pro | Frontier | 2 | 0 | 1 | 81 | 100% |
| GPT 5.4 Mini | Mid | 1 | 0 | 5 | 204 | 100% |
| GPT 5.5 | Frontier | 1 | 0 | 3 | 80 | 100% |
| Kimi K2.7 Code | Frontier | 1 | 0 | 0 | 82 | 100% |
| MiniMax M3 | Frontier | 1 | 0 | 1 | 82 | 100% |
| Qwen3 Coder Next | Mid | 1 | 0 | 2 | 206 | 100% |
| MiMo V2.5 Pro | Frontier | 0 | 1 | 6 | 77 | 0% |
| Claude Haiku 4.5 | Small | 0 | 0 | 3 | 203 | n/a |
| Claude Opus 4.6 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Claude Opus 4.8 | Frontier | 0 | 0 | 7 | 77 | n/a |
| Claude Sonnet 4.6 | Frontier | 0 | 0 | 7 | 203 | n/a |
| DeepSeek V3.2 | Mid | 0 | 0 | 0 | 126 | n/a |
| DeepSeek V4 Flash | Mid | 0 | 0 | 4 | 79 | n/a |
| GLM 5 Turbo | Frontier | 0 | 0 | 0 | 126 | n/a |
| GLM 5.2 | Frontier | 0 | 0 | 0 | 84 | n/a |
| GPT 5.3 Codex | Frontier | 0 | 0 | 0 | 210 | n/a |
| GPT 5.4 | Frontier | 0 | 0 | 0 | 126 | n/a |
| Kimi K2.5 | Frontier | 0 | 0 | 4 | 110 | n/a |
| Llama 4 Maverick | Frontier | 0 | 0 | 14 | 195 | n/a |
| MiMo V2 Pro | Frontier | 0 | 0 | 2 | 124 | n/a |
| MiniMax M2.7 | Frontier | 0 | 0 | 3 | 121 | n/a |
| Mistral Small 4 | Mid | 0 | 0 | 3 | 202 | n/a |
| Prompt | Tier | Helicone | Weights & Biases | None | Other | A rate |
|---|---|---|---|---|---|---|
| ai-revenue-ops-copilot | Intermediate | 19 | 4 | 1 | 498 | 83% |
| ai-engineering-workflow | Intermediate | 3 | 9 | 0 | 125 | 25% |
| ai-revenue-ops-copilot | Beginner | 0 | 10 | 30 | 496 | 0% |
| ai-support-agent-platform | Advanced | 0 | 10 | 1 | 522 | 0% |
| ai-engineering-workflow | Beginner | 9 | 0 | 55 | 74 | 100% |
| ai-revenue-ops-copilot | Advanced | 1 | 8 | 2 | 516 | 11% |
| ai-support-agent-platform | Intermediate | 4 | 2 | 1 | 528 | 67% |
| ai-support-agent-platform | Beginner | 4 | 0 | 17 | 510 | 100% |
| ai-engineering-workflow | Advanced | 0 | 4 | 0 | 131 | 0% |
| ai-agent-application | Advanced | 0 | 0 | 0 | 136 | n/a |
| ai-agent-application | Beginner | 0 | 0 | 21 | 117 | n/a |
| ai-agent-application | Intermediate | 0 | 0 | 1 | 136 | n/a |
