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

#ModelScore
1Gemini 3 Pro83
2GPT-5.182
3O382
4GLM-4.781
5DeepSeek V380
6Kimi K279
7Qwen 3 235B A22B68
8Qwen 3 32B59
9Qwen 3 8B58

Interactive version: theaggregate.ai/benchmark?slug=adbench · How It Works · Data refreshed daily, snapshot 2026-09-05.