ADBench — leaderboard
Real-world advertising analytics benchmark for LLM agents, using 100 tasks, 11 domain tools, three difficulty levels, and trajectory-aware evaluation.
Metric: Pass@3 (self-reported). Source: benchmarklist.com. Status: saturation imminent. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.1 | 82 |
| 2 | O3 | 82 |
| 3 | GLM-4.7 | 81 |
| 4 | DeepSeek V3 | 80 |
| 5 | Qwen 3 235B A22B | 68 |
| 6 | Qwen 3 32B | 59 |
| 7 | Qwen 3 8B | 58 |
Interactive version: theaggregate.ai/benchmark?slug=adbench · How the rankings work · Data refreshed daily, snapshot 2026-07-22.