Rank the full universe
Each month’s eligible pool is ranked before looking at these 50 examples. A marker uses the same top-100 cutoff for every stock. Dates are not selected from the price chart.
Trace the climb. See where Matterhorn’s research replay first brought an opportunity into view.
50 selected runners. Real archived ranks.
Every marker has a date and a source.
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Corporate-action-adjusted price · Cash dividends excluded · Through Sep 4, 2026
Bright cells are top-100 months. Dim cells have a rank outside the top 100. Empty cells have no eligible observation. Select a cell to inspect its rank.
Available issuer ranks: Mar 31, 2015 – Feb 28, 2019. Gaps remain unscored.
The Matterhorn icon identifies the first monthly top-100 appearance and sits on the next observed trading-session close. It does not claim a live recommendation was published on that date.
Each month’s eligible pool is ranked before looking at these 50 examples. A marker uses the same top-100 cutoff for every stock. Dates are not selected from the price chart.
The rank is observed at month-end. The next available trading-session close is the illustrative entry. Weekly sampling preserves the exact dated marker.
These companies were chosen with hindsight. A famous winner may have no flag or no data. This gallery cannot measure the model’s hit rate or its expected investment return.
A fast 5× or 10× move counts. Milestones record when that price multiple was first reached after the illustrative entry. Dividends, fees and taxes are excluded.
Matterhorn ML Enhanced. Combines Matterhorn’s proprietary business analysis with learned opportunity and durability signals. This gallery uses the frozen RC2 research recipe.
Matterhorn Proprietary. Uses Matterhorn’s archived deterministic ranking formula. This historical comparison reconstructs that formula; it is not a saved record of the complete production ranking.
Validation scope. Fold-local models generated these development-period ranks. Research choices were subsequently reviewed on this period. The gallery is a retrospective case study and does not establish a prospective trading edge. No post-2019 flags have been inferred from the later price path.
Price basis. Prices are adjusted for recorded share actions; cash dividends are excluded. Corporate-action and source notes are retained below. Chart multiples therefore differ from the dividend-reinvestment portfolio study. The latest observed price date is shown for each company.
Limited window. When a flag coincides with an issuer’s first available scored month, the earlier qualifying date is unknown. Missing months remain gaps. Present tickers are display aliases for matched issuers. Unverified predecessor histories are not combined.
NVDA source notes. Vendor-reconstructed historical closes; action factors and source-byte hashes are preserved. Current issuer/CIK match verified; historical security continuity is not independently certified.
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Updated: September 12, 2026 · Frozen research recipe: RC2 · Historical rank window: March 2015–February 2019