Money managers that mimic the stock market just became the new titans of the fund-management world.

Funds that track broad US equity indexes hit $4.27tn in assets as of August 31, according to research firm Morningstar, giving them more money than stock-picking rivals for the first-ever monthly reporting period. Funds that try to beat the market had $4.25tn as of that date.