Deep dives on our analytical framework, observations from the data, and occasional commentary on markets.
A single metric — no matter how good — can be misleading. A high ROE can coexist with unsustainable debt. A low P/E can mean the business is dying. The pillar approach forces every report to consider fundamentals, risk, technicals, and sentiment as independent questions, then combine them.
Read more →In March 2026, a report on Firefly Aerospace scored 28/100 right before a 22% post-earnings surge. The problem was structural: a mature-company valuation screen applied to a pre-profit growth stock. This is exactly what our stage auto-detection framework now prevents.
Read more →When a competitor is acquired for $11.57 billion, does the market validation outweigh the competitive threat? A structured approach to analyzing landscape-shifting M&A news through the lens of an existing position.
Read more →A compelling bull case cannot override a broken balance sheet. Here are the four conditions under which our scoring system caps the composite score regardless of narrative strength.
Read more →When a stock drops 10% on soft guidance despite strong operational results, is it a buying opportunity or a warning? A framework for separating signal from noise during earnings volatility.
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