Gold is setting records again, boosting the holdings of central banks, Armageddon worrywarts, and ordinary people who own gold bars, coins and jewelry.

But few individuals stand to benefit as much as low-profile billionaire Thomas Kaplan. A New York-born commodities magnate who earned a doctorate in British colonial history at Oxford, Mr. Kaplan oversees an empire devoted largely to gold.