ERPBench (Market Ecologies) - Arena: leaderboard

Metric: Mean terminal company valuation (M; sixth-round valuation over 100 ERP problems, six evaluated agents competing in a shared market). Source: arxiv.org. Saturation forecast: Around September 2027. 6 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)263.95
2DeepSeek V4 Flash234.71
3GPT-5.5194.82
4Seed 2.0 Pro188.17
5Qwen 3.7 Max187.13
6Claude Opus 4.6173.95

Interactive version: theaggregate.ai/benchmark?slug=erpbench-market-ecologies-arena · How It Works · Data refreshed daily, snapshot 2026-09-26.