How to verify a trading backtest is real
A backtest screenshot proves nothing. Anyone can produce a beautiful equity curve by curve-fitting, cherry-picking a window, or quietly using future information. Here is how to separate a reproducible result from a sales asset.
The core test of any backtest is reproducibility. If you cannot independently regenerate the result, you are trusting a picture. A real strategy lets you run it on your own platform and get the same trade list — same entries, same exits, same numbers.
Check for look-ahead bias
The most common way backtests lie without lying is by using information that wouldn't have been available in real time. Signals that repaint — that change after the fact — produce gorgeous, impossible results. Confirm every signal is based on confirmed candle close, not on data that finalizes only later.
Demand the losses
An honest backtest shows you its worst case as prominently as its best. If the only number on offer is a win rate or a total return, the drawdown is being hidden because it's unflattering. Ask for the maximum drawdown, the blow rate, and the full percentile spread, not just the median.
Beware the single window
A strategy tuned to look perfect on one carefully chosen date range will fall apart outside it. Reproducibility plus disclosed tail risk plus a sample large enough to mean something — that combination is hard to fake. That's the bar to hold any vendor to, including us.
If you can't reproduce it and they won't show you the losses, it isn't a backtest — it's a brochure.
See the math behind every strategy
Six systematic strategies, eight portfolios, full percentile disclosure — free 9-page Playbook.
Get the PlaybookAll figures are hypothetical, derived from backtested data over a 12-month sample (May 2025 – Apr 2026) and 1,500-path Monte Carlo simulation. Past and simulated performance does not guarantee future results. This is educational content, not financial advice. Prop firm rules and Terms of Service compliance are your responsibility. Puravida Edge is not affiliated with any proprietary trading firm.