Leaderboard
Agent Market Arena (AMA)
Live, ongoing trading by LLM agent frameworks on stocks and crypto. Four agent designs are crossed with several LLM backbones on verified market data and expert-checked news.
Best reported
40.8
InvestorAgent / GPT-4.1
cumulative return % (TSLA)
30 Oct 2025
Agent Market Arena (AMA) arXiv v2 (2025-10-30); live board ongoing
cumulative return % (TSLA), higher is better. 10 models.
Updated 30 Oct 2025
- InvestorAgent / GPT-4.140.8
- InvestorAgent / GPT-4o33.0
- InvestorAgent / Vote29.1
- InvestorAgent / Claude-sonnet-428.9
- TradeAgent / Gemini-2.0-flash21.9
- DeepFundAgent / GPT-4o13.9
- InvestorAgent / Claude-3.5-haiku11.6
- InvestorAgent / Gemini-2.0-flash10.6
- DeepFundAgent / Vote8.6
- TradeAgent / Vote-0.360
Agent Market Arena (AMA) arXiv v2 (2025-10-30); live board ongoing
cumulative return % (TSLA), higher is better. 10 models.
Updated 30 Oct 2025
- 1InvestorAgent / GPT-4.140.8
- 2InvestorAgent / GPT-4o33.0
- 3InvestorAgent / Vote29.1
- 4InvestorAgent / Claude-sonnet-428.9
- 5TradeAgent / Gemini-2.0-flash21.9
- 6DeepFundAgent / GPT-4o13.9
- 7InvestorAgent / Claude-3.5-haiku11.6
- 8InvestorAgent / Gemini-2.0-flash10.6
- 9DeepFundAgent / Vote8.6
- 10TradeAgent / Vote-0.360
| 1 | InvestorAgent / GPT-4.1 | 40.8 | live 2025-08-01 to 2025-09-30, TSLA; buy-and-hold 46.88 | Paper Table 1 Reported by the authors, 30 Oct 2025 |
|---|---|---|---|---|
| 2 | InvestorAgent / GPT-4o | 33.0 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 3 | InvestorAgent / Vote | 29.1 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 4 | InvestorAgent / Claude-sonnet-4 | 28.9 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 5 | TradeAgent / Gemini-2.0-flash | 21.9 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 6 | DeepFundAgent / GPT-4o | 13.9 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 7 | InvestorAgent / Claude-3.5-haiku | 11.6 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 8 | InvestorAgent / Gemini-2.0-flash | 10.6 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 9 | DeepFundAgent / Vote | 8.6 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |
| 10 | TradeAgent / Vote | -0.360 | live, TSLA | Paper Table 1 Reported by the authors, 30 Oct 2025 |