Pattern-matched equity research

Find today's stocks that look like history’s biggest winners.

Search any company at any point in its history. PeerStock finds today’s closest matches on fundamentals and momentum — and shows exactly why.

Research tool · not investment advice · 5,000+ US stocks, 5 years of history

See how it works ↓
Searched Jan 2024
NVDA · May 2023 pattern
Top matches
1MORN88%
2AEO88%
3KEQU88%
4GAP87%
What happened next — by Jul 2024
KEQU+51%
GAP+11%
MORN+4%
AEO−8%
NVDA itself rose 72% in the six months after this same setup (May–Nov 2023). Past matches, not guarantees.
How it works

Three steps, no guesswork.

1

Pick a company and a date

Any public company, any point in its history.

2

We search thousands of companies

PeerStock compares it against roughly 5,000 historical situations.

3

Inspect the closest matches

Compare every candidate metric by metric before you decide what’s worth researching further.

No black box

See exactly why two stocks match.

Everyone else gives you a score. We show you the evidence: which metrics drove it, where the candidate diverges from the anchor, and a confidence grade reflecting how complete the underlying filing data actually is.

  • Metric-by-metric evidenceFundamentals and price-trend metrics, side by side — never a single opaque score.
  • Data-confidence gradingEvery match is graded on how much of its underlying data actually resolved — thin evidence is labeled, not hidden.
  • Honest gapsWhere a metric can’t be resolved, we show N/A — never an estimate dressed up as a fact.
MetricNVDA · anchorMPWR · candidateΔMatch
Gross Margin65.20%55.15%−10.1pp89%
Operating Margin37.60%26.62%−11.0pp95%
Net Margin34.69%23.39%−11.3pp97%
ROE10.35%4.98%−5.4pp92%
12-Month Return125.29%87.72%−37.6pp96%
Annualized Volatility44.98%52.30%+7.3pp98%
See it for yourself

Try a few famous ones.

Every card below is a real PeerStock search, run today — not a mockup.

NVDA · 2022-01-01
AI hyper-growth
MPWR91%
SCCO90%
AVGO90%
FIX89%
PLTR · 2023-01-01
AI software turnaround
MYPS93%
COUR92%
TELA92%
RBLX91%
CVNA · 2022-12-31
Collapsed, then recovered
HCTI86%
IQST85%
CYCU84%
TRNR84%
Tested, not assumed

Validated, not just plausible.

In historical tests, PeerStock consistently surfaced stronger candidates than random selection would have — though the edge only shows up over months, not days. Here’s the test: across 30 historical anchors — breakout winners and sharp decliners alike — we checked whether the top matches actually tracked what happened next, against a random sample as the control.

63%
of anchor searches produced top-5 matches that tracked 12-month performance better than a random benchmark
30
historical anchors tested — 15 breakout winners, 15+ sharp decliners
Where it doesn’t work: no reliable signal at 3-month horizons. PeerStock is built for 6–12 month research, not short-term timing — we say so up front rather than let the number speak past what it supports.
  • 01 Percentile-ranked, not raw returns — a match is scored by whether it outpaced its own peers, not by matching a raw percentage from a different market era.
  • 02Checked against a random control group of tickers, every time — a coincidence isn’t a result.
  • 03 No look-ahead bias — every fact used is dated to when it was actually filed, not to the period it reports on.
Read before you rely on it

What PeerStock is — and isn’t.

What it is

  • A research accelerator
  • A discovery engine for overlooked peers
  • A historical comparison tool, backed by evidence

What it isn’t

  • A buy recommendation
  • An AI prediction
  • A guarantee of future performance
  • A finished product

Built and backtested for 6–12 month pattern research. When a company’s filing data is incomplete, we show it — a low grade or an N/A, never a smoothed-over guess.

This is also an early MVP, not a finished product: it currently covers about five years of history across roughly 5,000 US-listed stocks. We’re gauging interest before building out broader history, more markets, and more depth.