S&P 500 firms that have quantified AI effects report an average 180 basis points of margin growth, per MarketWatch data. Equity markets showed selective gains in tech shares tied to Anthropic revenue increases while broader indices wavered. Analyses differ on whether this reflects broad productivity gains, concentrated corporate benefits, or unexamined selection bias in self-reported figures.