ProductWebBench - Consistency: leaderboard
ProductWebBench: frozen frontend product changes with incremental milestones, 12 turns per unit and cumulative browser gate replay. Up to 400 language and 400 vision attempts; Table 1 coverage varies from 385 to 400 and text-only models lack vision results. The available-task mean uses each model’s actual coverage. Whole-task success requires all stages and final gates. FP8, Preview and Code identities remain distinct. Rate (%).
Metric: Rate (%). Source: arxiv.org. Saturation forecast: Around 2030. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | GPT-5.5 | 57.64 | #30 |
| 2 | Claude Opus 4.8 | 55.08 | #37 |
| 3 | DeepSeek V4 Flash | 51.5 | #144 |
| 4 | DeepSeek V4 Pro Preview | 51.5 | #140 |
| 5 | Kimi K3 | 50.38 | #33 |
| 6 | GLM-5.2 FP8 | 50.09 | #196 |
| 7 | MiniMax-M3 | 48.91 | #151 |
| 8 | Gemini 3.5 Flash | 48.59 | #63 |
| 9 | Kimi K2.7 Code | 48.42 | #92 |
| 10 | Qwen 3.7 Max | 47.82 | #79 |
| 11 | Claude Sonnet 4.6 | 47.71 | #94 |
| 12 | Qwen 3.6 35B A3B | 46.03 | #232 |
No result here: #5 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=productwebbench-consistency · How It Works · Data refreshed daily, snapshot 2026-10-25.