Latest Commentary
Why the AI Bubble of 2024–2026 Mirrors the Dot-Com Crash — and Could Be Worse
In 1999, investors poured billions into companies with no earnings and speculative futures. Today, the same psychology is driving AI valuations to levels that defy fundamental analysis. We compare key metrics side-by-side.
NVIDIA at 60x Revenue: What Happens When Growth Slows?
Historical analysis of what happens to high-multiple growth stocks when their revenue growth curve flattens.
The 10 Most Overvalued AI Stocks Right Now
A data-driven look at P/E, P/S, and forward earnings multiples for the top AI names. Our opinion: several are pricing in decades of perfect execution.
Rate Sensitivity: Why High-Duration AI Stocks Are Vulnerable
When interest rates rise, long-duration assets reprice. High-multiple AI stocks are among the most rate-sensitive assets in the market.
Dot-Com to AI: A Visual Timeline of Market Bubbles
From tulips to dot-com to crypto to AI — the anatomy of a bubble, visualized. Pattern recognition for modern investors.
AI vs. Dot-Com: P/E Ratio Comparison
Opinion: Current AI valuations are tracking closely to dot-com peak levels. Data sourced from public filings.
Market Cap vs. Revenue — Top AI Companies
Price-to-Sales ratios for leading AI companies vs. S&P 500 historical average of ~2.5x.