AI for Real Estate
AI as a second site analyst
08 May 20266 min readBy Raphael Mwito
Editorial illustration / AI for Real Estate
Where language models can accelerate site research—and where professional judgment still has to carry the decision.
Real estate decisions often look linear when presented after the fact. Land was found, a concept was prepared, capital was raised, and a building appeared. In practice, each step changes the meaning and viability of the others.
The useful work is therefore not simply to complete a checklist. It is to keep the project's assumptions connected: market evidence to design, design to cost, cost to finance, and finance to the experience of the final user.
A strong development case is a coherent argument about a place, expressed through numbers.
That coherence is the central discipline explored throughout The Development Playbook.