Applied Optoelectronics (AAOI) and Wheaton Precious Metals (WPM) trade near the same forward earnings multiple — about 26.7x — despite operating in Technology and Basic Materials. This week's investigation is the Pair: how the two were matched, where the businesses diverge, and the calls recorded against them.
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Chapters
0:00 The Match
1:21 Twin One: AAOI
2:48 Twin Two: WPM
4:20 The Scorecard
6:00 This Week's Calls
7:56 Close
Pair selection is mechanical: 769 candidates passed the size, coverage and multiple gates, and 581 pairs matched on both forward P/E and price-to-book within 5%.
This week's recorded calls, filed before the outcome is known:
• AAOI's forward P/E is below 26.74 on day 14.
• WPM's forward P/E is above 26.74 on day 30.
• WPM's forward P/E is above 28.08 on day 60.
The Ledger files dated calls and grades every one in public when its deadline passes, 14, 30 and 60 days out — the misses included. Its middle act rotates through the month: the Pair, the Graveyard and the Screen.
Snapshot 2026-10-07. Every call is graded either way, right or wrong. The narration is AI-written from this episode's data and read by a synthetic text-to-speech voice. Not financial advice.
