Problem
Valuation analysts and brokers reconcile DLD, Bayut and Property Finder by hand. Comparables are noisy, the right comp set takes hours to assemble, and there is no way to instantly answer "what if this unit had a sea view, or one more bedroom?".
Approach
An interactive valuation cockpit that fuses neighbourhood polygons, comparable sales and rental history into a single Dubai map. Every valuation comes with a confidence score, a comp count, an inline what-if simulator, and a rent-vs-sell predictor. An agent rail and command palette put the model behind a natural-language interface.