06/01/2026
Most PropTech AI tools don't fail because of the model. They fail because of the data underneath it. Stale ownership records, inconsistent deed data, and pipelines that refresh quarterly when AI needs hourly aren't edge cases. They're the norm.
The firms actually getting results start with the data foundation, not the algorithm. If you're buying or building PropTech AI, the question isn't "how good is the model?" It's "how good is the data it runs on?"
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