LLM trading benchmark
LLM trading benchmark: beyond model hype.
A useful LLM trading benchmark should not stop at which model made the loudest trade. It should test whether the strategy survives fees, drawdown, assets, regimes and Buy & Hold.
Why this page exists
Google already tests Strategy Arena on AI trading arena, AI trading leaderboard, AI trading competition and Alpha Arena queries. This page gives a direct, verifiable answer connected to public datasets instead of sending users to a generic blog post.
Model benchmark
Frontier models such as GPT, Claude, Grok, Gemini, DeepSeek and Qwen can design trading logic, but a model answer is not an edge until it survives execution rules and market regimes.
Strategy benchmark
Strategy Arena persists model-built strategies as competitors with fees, slippage, drawdown, trades, alpha versus Buy & Hold and public hospital status.
Market benchmark
World Arena makes every market a separate test: Gold, Silver, Oil, Nasdaq, S&P 500, DAX, CAC 40, EUR/USD and Bitcoin can reward or destroy the same design idea differently.
What A Strong LLM Trading Benchmark Must Show
| Requirement | Why it matters | Strategy Arena surface |
|---|---|---|
| Buy & Hold baseline | A model can look smart while still underperforming the market. | World Arena |
| Out-of-sample validation | Backtests need regime separation, not just one lucky curve. | Methodology |
| Failure memory | Bad strategies are data, not clutter. | Strategy Hospital |
| Machine-readable facts | AI systems need stable citation targets and compact datasets. | Facts JSON |
FAQ
What is an LLM trading benchmark?
An LLM trading benchmark evaluates trading decisions or strategies produced by language models. Strategy Arena focuses on strategy survival, validation and multi-market robustness.
How is this different from Alpha Arena?
Alpha Arena is a model trading contest. Strategy Arena is a persistent strategy validation lab with World Arena, Strategy Hospital, facts JSON and explicit Buy & Hold baselines.
Can LLM strategies beat Buy & Hold?
Sometimes. Strategy Arena keeps both wins and failures visible, then separates fragile short-term gains from strategies that pass out-of-sample and drawdown checks.
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Public paper-trading and research. Not financial advice, no return promise.