AI Backtest

Backtest: Buy LNG at the close when its 20-day total return beats SPY by at least 5 per...

14.61%
Return on capital

The pitch sounds reasonable: buy LNG when it's beating SPY by five points over 20 days while Brent is falling, then hold until relative momentum slips. A gas exporter that decouples from crude is being repriced on contracted volumes, not oil beta.

The backtest made money — +14.61% on $100,000 across 33 closed trades, with 57.6% of them winners. The problem is everything around it. Over the same window, simply owning SPY returned +76.34%, leaving the strategy 61.73 points behind. A positive win rate and a positive return can still describe a losing idea once you account for what the money could have done instead.

The full trade-by-tape evidence, including a +11.82% best and -15.87% worst, is below.

The strategy

Buy LNG at the close when its 20-day total return beats SPY by at least 5 percentage points while Brent crude's 20-day return is negative; exit when LNG's 5-day total return trails SPY by at least 2 percentage points or after 10 trading days, whichever comes first. A gas-exporting name outrunning broad equities while crude slides is being priced on contracted LNG cash flows rather than oil beta, and that leadership tends to persist until relative momentum stalls.

How this was measured

This is a simulated backtest generated from the plain-English strategy below, executed bar-by-bar on historical market data using the price + news data mode with $100,000 starting capital. Strategy: Buy LNG at the close when its 20-day total return beats SPY by at least 5 percentage points while Brent crude's 20-day return is negative; exit when LNG's 5-day total return trails SPY by at least 2 percentage points or after 10 trading days, whichever comes first. A gas-exporting name outrunning broad equities while crude slides is being priced on contracted LNG cash flows rather than oil beta, and that leadership tends to persist until relative momentum stalls.

The key numbers

Return on capital
14.61%
total P&L over starting capital
Total P&L
$14,606.91
Closed trades
33
Win rate
57.6%
share of closed trades in profit
vs SPY
-61.73%
excess return over SPY buy-and-hold

The charts

Equity curve (growth of 100)

The takeaway

The strategy returned +14.61% on $100,000 starting capital across 33 closed trades with a 58% win rate. Over the same window SPY buy-and-hold returned +76.34%, so the strategy finished trailing the benchmark by 61.73 points. Best single trade +11.82%, worst -15.87%.

The fine print