Research and analysis for property investors
The commercial real estate industry has stampeded into AI adoption. The results so far are sobering: a JLL survey of 150 firms found that only 5 percent achieved all their programme goals. The problem is not the technology. It is the data, the expectations, and the organisational plumbing underneath.
Read Full Article →The biggest way AI changes real estate is not through proptech tools. It is through its effect on labour markets, capital flows, and energy infrastructure. Data centres are crowding out housing. White-collar job displacement threatens mortgage markets. And the investors who see these second-order effects first will be the ones who get positioning right.
Read Full Article →The AI applications generating real results in real estate are not the ones that make headlines. They are condition-scoring algorithms that match appraiser ratings with 0.82 correlation. Zoning compliance tools that compress permit timelines from six months to six days. Carbon audit systems that plan retrofits a hundred times faster than consultants. The boring stuff works. Here is how.
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