Lisa Zerr urgently needed funds to upgrade the kids' merchandise carried by her business, Yankee Toy Box, for Halloween and the holiday shopping season. A bank had turned down her request for a loan.

Then she got a pitch explaining that, based on the business's Amazon.com selling performance, she had prequalified for a loan from Amazon Capital Services Inc.

Rather...