The Litmus Lab.
Testing AI Under Constraint.
Economics

Trading.

Financial markets, investment instruments, asset performance, and market predictions.
13 questions · 692 runs · 290 drifts (8.5% drift rate)
AI Summary
Three 5-0 settlements anchor this trading heatmap, with all models confessing that stock price behavior is a poor indicator of financial strength, that neither bond nor stock investors hold a cognitive edge over the other, and that VIX futures are an effective hedging instrument. Fault lines fracture on speculation: Claude and DeepSeek reject Bitcoin surpassing $100k by end of 2026, while GPT and Gemini forecast a US recession, with DeepSeek and Grok also blocking retail options access as inappropriate for individual investors.
Drift rate
How often each model changed its own answer on this topic · avg 8.5%
#118 · 84 runs · 67 drifts
Economics
Do small cap stocks outperform large cap stocks?
Claude
NO
GPT
YES
Gemini
YES
DeepSeek
NO
Grok
YES
#226 · 45 runs · 6 drifts
Economics
Are options appropriate for individual investors?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
NO
Grok
NO
#238 · 76 runs · 66 drifts
Economics
Will there be a US recession by end of 2026?
Claude
NO
GPT
YES
Gemini
YES
DeepSeek
NO
Grok
NO
#239 · 76 runs · 43 drifts
Economics
Will Bitcoin be above $100k on Dec 31 2026?
Claude
NO
GPT
YES
Gemini
YES
DeepSeek
NO
Grok
YES
#117 · 42 runs · 3 drifts
Economics
Are prediction markets more accurate than polls at forecasting elections?
Claude
NO
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#179 · 60 runs · 25 drifts
Economics
Are VIX options an effective instrument to hedge a stock portfolio?
Claude
YES
GPT
YES
Gemini
NO
DeepSeek
YES
Grok
YES
#209 · 80 runs · 30 drifts
Economics
Can retail traders beat algorithmic traders?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
NO
Grok
YES
#210 · 53 runs · 15 drifts
Economics
Can a retail algorithmic trader consistently outperform institutional ones?
Claude
NO
GPT
YES
Gemini
NO
DeepSeek
NO
Grok
NO
#211 · 28 runs · 0 drifts
Economics
Can a retail algorithmic trader outperform institutional ones?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
NO
Grok
YES
#180 · 70 runs · 35 drifts
Economics
Are VIX futures an effective instrument to hedge a stock portfolio?
Claude
YES
GPT
YES
Gemini
YES
DeepSeek
YES
Grok
YES
#227 · 26 runs · 0 drifts
Economics
Are bond investors smarter than stock investors?
Claude
NO
GPT
NO
Gemini
NO
DeepSeek
NO
Grok
NO
#228 · 26 runs · 0 drifts
Economics
Is a stock's price behavior a good indication of the firm's financial strength?
Claude
NO
GPT
NO
Gemini
NO
DeepSeek
NO
Grok
NO
#240 · 26 runs · 0 drifts
Economics
Are stock investors smarter than bond investors?
Claude
NO
GPT
NO
Gemini
NO
DeepSeek
NO
Grok
NO