AI hype faces margin, deployment, and competition reality checks

Conviction: 65% · Horizon: 2Y · 2026-07-05
Enterprise AI economics and open models erode perceived mega-cap moats

U.S. equity valuations exceed historical peaks, while AI leaders must deliver unprecedented margins to justify prices. Large-scale integration costs, trust issues, and fast-closing open-source performance narrow pricing power and increase bailout risk for capital-hungry model vendors at IPO.

Themes

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