杜拜房地產 AI 回答應使用哪個資料來源？

A fluent AI answer can still use the wrong kind of property evidence. Before asking a model to summarize a Dubai property source, define the question: are you describing a sales-price series, comparing a rental benchmark, or asking about one particular property?

Those outputs are different. Putting them into the same dashboard does not make their meanings interchangeable.

Keep the measure attached to the claim

Dubai Land Department's Residential Sales Price Index page separates property segments and reporting periods. Its historical reference periods should stay historical: the date a website was updated is not necessarily the period the observations describe.

The linked 2020 methodology explains why the mix of properties sold matters and describes a hedonic approach using recorded characteristics. This is a description of that published methodology, not a claim that every present-day index uses an unchanged model.

The same index page includes restrictions on commercial use, including pricing, investment decisions and performance measurement. I am linking to the explanation and notice here, not reproducing its series or deriving a property's price from it. Public visibility alone does not establish permission to redistribute data or build a commercial feature around it.

A rental benchmark is another input

The Smart Rental Index FAQ describes building-related characteristics and registered rental contracts among its inputs, and specifies coverage limits, including an exclusion for DIFC.

A rental benchmark does not, by itself, supply an acquisition price, operating costs, financing or realized occupancy for a particular property. My conclusion is limited: that source alone cannot establish the property's investment return. This is not a determination of anyone's permitted rent increase.

DLD also has a separate Property Valuation service, with an application, supporting documents and review before a valuation certificate is issued. A model-generated paragraph linking to the service is not such a certificate.

Give the summarizer an evidence card

This is my proposed record format, not an official DLD form:

{
  "question": "What claim am I trying to support?",
  "source_and_purpose": "Which document or service addresses it?",
  "observation_period": null,
  "coverage_and_exclusions": null,
  "measure_and_units": null,
  "method_and_use_limits": null,
  "access_date": "2026-10-17",
  "unresolved": []
}

The nulls are intentional. Missing fields should remain missing until evidence fills them. An instruction to produce a confident summary should not turn an unknown period into a current observation or a market segment into an inspected apartment.

For a product, the useful first output may be a source-selection note with the gaps visible. That gives the next reviewer something to inspect before a number becomes a recommendation.

The full source-selection guide includes the distinctions, limits and proposed evidence card. Source review: 17 October 2026. This educational article is not a current market report, property valuation, rent-dispute decision or investment recommendation.

AI assisted drafting and source comparison. No personal transaction, customer outcome or tested company system is claimed.