Skip to content
← ResearchEssay · Sep 16, 2026

Reading a Market From Above

What aerial imagery shows about a business that no database will tell you.

Business databases describe companies the way companies describe themselves: an industry code, a revenue band, an employee count. Useful, but self-reported, often stale, and silent on almost everything physical.

Look at the same business from above and a different set of facts appears. The size and shape of the roof. Whether the parking lot is full at noon. Whether there are trucks in the yard, and how many bays they back into. Whether the lot next door was graded last spring. Whether the building has been expanded, and in which direction.

Each of those is a commercial signal. A large flat roof with no equipment on it means something to a solar installer. A full lot means something to a landlord, a lender, and a competitor. A graded lot next door means something to anyone selling to whoever is about to move in.

None of these signals is decisive on its own. Imagery lies in small ways: shadows, seasons, the one day the lot happened to be empty. The value comes from reading it alongside everything else. Ownership records tell you who to call. Permits tell you whether the graded lot is a warehouse or a school. Business data tells you whether the full parking lot belongs to a growing tenant or a crowded one.

The discipline is in the combination, and in resisting the urge to let a model’s confidence stand in for a person’s judgment. Models are very good at noticing. They’re less good at knowing which of the things they noticed matter to your business.

A market read from above looks different from the one in the database. Usually smaller in some places, larger in others, and full of opportunities that were in plain sight the whole time.

Parlor

We turn data about the physical world into intelligence businesses can act on.