✦ stardust Research prototype

For S&P 500 investors

Stop guessing which strategy works on your stocks.

Enter any S&P 500 ticker to see which strategy actually fit it over the last 1, 3, 5 and 10 years — with an honest out-of-sample check — then get its current buy/sell signal by email, and a heads-up when it flips.

No account. One email: the current signal, then a heads-up when it flips. Unsubscribe anytime. Early prototype — research, not investment advice.

Try a famous one:

Your backtest looked incredible. Then it met the market.

If any of these sound familiar, this page is for you.

“It worked in the backtest…”

…and bled the moment real money hit it. You tuned it until the equity curve looked perfect — which is exactly how you curve-fit it.

“Every stock behaves differently.”

Trending stocks love breakouts. Range-bound ones reward mean reversion. You can’t hand-test 500 names to find out which is which.

“Signals with no honesty.”

Most services blast the same call to everyone and never tell you whether the edge is real or just survivorship bias and luck.

A single overfit strategy can quietly erase months of gains — and most tools never tell you it was curve-fit.

How it works

  1. 1

    Enter a ticker

    Any S&P 500 symbol, or pick a famous one below.

  2. 2

    See which strategy fit best

    A six-strategy comparison across 1, 3, 5 and 10 years, each tagged held up out-of-sample or likely overfit.

  3. 3

    Get the current signal

    The winning strategy’s live buy/sell call, delivered to your inbox — plus a heads-up when it flips.

Live prototype

Illustrative data — prototype, not live advice
Quick picks:

Enter a ticker or tap a quick pick to see the strategy fit.

Why this is different

Survivorship-bias corrected

Tests run against real point-in-time S&P 500 membership — including the companies that were removed. Most backtests quietly delete the losers, which inflates returns by roughly 2.6–4.3%/yr.

An honesty badge on every result

Every winner is re-checked on held-out data. If it decays out-of-sample, we say so instead of hiding it.

Six strategy classes, not one-size-fits-all

Trend, breakout, mean reversion, volatility stops, dual momentum and factor scoring — compared per stock, per timeframe.

Transparent about its stage

This is an early research prototype built by an independent developer. No fake testimonials, no invented user counts, no logos.

What you get

Pro proposed

$19/mo

  • Daily signals for up to 10 tickers
  • Full 1/3/5/10-year strategy breakdown
  • Watchlist alerts

Not built yet — we’re testing demand first.

Get the free signal for your ticker

We’ll email this signal and alert you when it flips. No spam, unsubscribe anytime.