Lauer, 60, was caught hiding behind a pair of thick sunglasses and under a New York Yankees cap.
The former Today show host has been living in the guest house of his Hamptons mansion while dealing with the fallout from his alleged sexual misconduct at work.
His wife of 20 years, Annette Roque, lives in the main part of the mansion, with the couple's three kids.
Lauer may want to make sure his SUV is gassed up and presentable, since he's staring at a hefty payout once he and Roque are officially divorced.
Lauer is rumored to have banked over $100 million during his career at NBC, and a big chunk of that will likely be given to Roque.
The couple have put their nearby Sag Harbor home on the market for $12.75 million. A New York City townhouse they own is also for sale for $7.35 million.
Earlier this month, NBC released new details from their investigation into Lauer's harassment case.
As Radar reported, the network contends the first woman to complain about Lauer spoke to executives in November 2017. Lauer is laying low for now, but sources tell Radar he is attending "several meetings" with big networks in a desperate bid to find a new broadcast home.
We pay for juicy info! Do you have a story for RadarOnline.com? Email us at firstname.lastname@example.org, or call us at (866) ON-RADAR (667-2327) any time, day or night.