Introducing PAIROS: A Multifaceted Measure of AI’s Impact on Software Companies

PAIROS - open hand

Introduction I have been working on a framework to make sense of AI’s impact on the enterprise software industry. The ongoing SaaSpocalypse caused by an AI Panic has given this research extra urgency because I suspect the sell-off has created contrarian opportunities to buy impacted stocks for significant upside gains in coming years. I created … Read more

Oil Looms Over Everything: Energy Prices Pressure Stocks, Commodities, and Bonds – The Market Breadth

oil looms over everything - the market breadth

The Market Breadth Summary Stock Market Commentary Oil prices loom over financial markets. Oil prices are being driven largely by whether the Strait of Hormuz remains effectively closed following Iran’s retaliation against attacks by the U.S. and Israel. The inverse correlation over the last two weeks has been clear: oil prices up, stock prices down … Read more

Atlassian Layoffs Reshape Its Skill Mix While the Contrarian Thesis Holds

Atlassian Corporation (TEAM) is down 53% year-to-date after losing 33% in 2025.

On March 11th after the market close, Atlassian Corporation (TEAM) announced a 10% layoff. The company reiterated guidance to assure investors that the corporate actions do not reflect problems with the business. In his letter to employees explaining the layoffs, CEO and Co-Founder​​ Mike Cannon-Brookes also reminded the company of its strong momentum from the … Read more

Atlassian Is Poised to Survive the SaaSpocalypse

Atlassian Corporation (TEAM) has lost nearly half its value in just the first 6 weeks of 2026 and now trades at prices last seen in December, 2018.

The SaaSpocalypse, or what I sometimes generally call the AI Panic, is a watershed investing event. Whole fortunes are stumbling down a path of destruction in this moment. Yet, the survivors of this indiscriminate selling will yield tremendous returns in coming years. Panic does not distinguish between fragile business models and structurally durable platforms. In … Read more

The Market Is Thrashing – Fragmentation Is Getting Dangerous: The Market Breadth

The Market Is Thrashing - Fragmentation Is Getting Dangerous - The Market Breadth

The Market Breadth Summary Stock Market Commentary Chaotic trading continued last week. Some segments of the market are doing extremely poorly and other segments of the market that are doing extremely well. A market rotation has turned into stark divergence hidden by major indices which are mainly thrashing about. I see three major signals. One, … Read more