There are long-known caching problems on aa.com. It happens often enough to be annoying. In the few times I've been presented a higher price I have successfully ticketed the ITA Matrix price via Orbitz.

Millions of price searches daily with no intent to ticket tires the squirrels powering the AA IT intrastructure.