Amazon.com Inc. rolled out its Prime Now quick-delivery service on Thursday, starting with one zip code in Manhattan.

The service, which promises delivery in as little as an hour in New York between 6 a.m. and midnight, will expand to other cities next year, the company said.

Amazon will charge $7.99 for delivery within an hour, with two-hour...