Editor's Note
A big property software company spent real money last week buying a data company instead of building an AI feature. It is worth understanding why, because it lands right on the thing most AI pitches skip: a tool is only as good as the information you feed it. This week is about that gap - and three questions that keep you from buying the wrong thing.
The demo runs on their data. Yours is messier.
Last week RealPage, one of the bigger names in real estate software, finished buying Cherre - a company whose entire job is cleaning and organizing real estate data. Not an AI model. A data company. Their CEO said it plainly: AI can only help real estate if it actually understands real estate, and that understanding comes from trustworthy data sitting underneath.
That is the part every demo hides. On the call, the AI reads a lease and drafts a clean owner report in seconds. It is running on their sample data, built to look perfect. Yours is five years of maintenance notes where half the entries are one line long. Owner statements formatted a different way every month, depending on who typed them.
Point a capable model at input like that and it won't stop and admit it is stuck. It hands you a clean answer built on the holes, and often gives you no fast way to see where it went wrong.
So before a demo talks you into anything, ask three dull questions:
What data does this run on, and where does it pull mine from?
What happens when a record is missing or contradicts another one?
Can I see how it reached an answer, or only the answer?
A tool that handles those well beats one with a slicker demo. The messydata problem is the actual work here, and it is the part nobody can shortcut for you.
Did You Know?
In Deloitte's 2026 commercial real estate outlook - a survey of 850+ executives - 27% reported challenges getting AI implemented: technical issues, missing expertise, teams resisting the change. Getting a tool to run inside a real operation, on real data, is turning out to be harder than the technology itself.
One tool worth a look - DoorLoop
If your records live in five different places, an all in one like DoorLoop pulls accounting, rent collection, screening, and maintenance into one system - which chips away at the scattered data problem this issue is about. Fair warning from users: support leans on bots, and some accounting integrations have been buggy enough to need manual checks. Good fit if consolidation is your main pain. Less so if you need deep, reliable accounting from day one.
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Until next week,
Tomas