The unit of a decision.
The initial scoring framework focuses on buildings and projects in Dubai. Area comparisons are intended to build on the evidence available across their underlying projects. Individual units can differ significantly in layout, condition, orientation and outlook.
Public ratings are not yet released. This website introduces the approach and demonstrates how explanations could work. It does not provide an active score directory or claim citywide coverage.
Two dimensions. One framework.
Fundamentals consider the physical, operational and economic conditions of a property. They ground the assessment in what can be supported.
Measurable perception considers how a place is experienced and valued: convenience, comfort, social capital, value perception and visual longevity.
These are broad public principles, not a complete list of model inputs. Attractive positioning should never conceal serious delivery or technical concerns.
Five questions about the experience.
ConvenienceDoes the place work for everyday life?
Look at the journey to useful destinations, not just their distance on a map.
Walk the full route, including entrances and crossings, at the time it would be used.
ComfortHow does it feel to spend time here?
Consider the quality of the spaces and the conditions people encounter day to day.
Inspect the spaces and conditions that shape the experience, rather than relying on an amenity list.
Social capitalWhat kind of connection does the place make possible?
Look beyond an address to the places and settings where people spend time together.
Ask who can access the shared settings and what evidence supports how they are used.
Value perceptionIs the premium supported by a meaningful difference?
Separate the qualities a person can experience from the promises in a sales story.
Ask which experienced qualities support the premium and which claims still need verification.
Visual longevityWill the design remain worth looking at?
Consider architectural character beyond the novelty of a new launch.
Look for architectural and maintenance context beyond the first impression of a new launch.
These questions guide a consistent assessment. The supporting evidence and its limitations should remain visible.
Evidence has a type.
A documented fact, a field observation and a model estimate are different kinds of information. They should remain distinguishable.
- Verified
- Supported by checked records, documents or confirmed access. Its scope and date still matter.
- Observed
- Based on an observation or a recorded signal. Context, timing and consistency matter.
- Estimated
- Inferred from a model or proxy. Useful for investigation, with uncertainty made clear.
Missing information is a limitation, not a positive signal. Confidence should reflect the coverage, freshness and quality of the evidence.
The explanation is part of the score.
The planned public assessment pairs a headline score with a small set of reason cards and visible integrity flags. Each reason should state the relevant quality or concern and identify its evidence type.
The buy-to-live lens considers everyday life and long-term ownership. The renter lens focuses on the practical experience and commitment of renting. The investor lens connects the ownership case with the next resident’s choice. The three lenses use a shared evidence base; the decision context changes what receives emphasis.
Compare like with like: the same type of entity, decision lens and methodology version. A score is a comparative index, not a predicted yield, a probability of success or a guarantee.
Explore the decision lenses ↗Integrity must survive the commercial model.
- Scores cannot be bought. Commercial participation must not purchase a better ranking.
- Better disclosure is not a paid boost. Partner evidence must be checked; its source should remain clear.
- Promises need support. Promotional claims are not treated as proof that an experience has been delivered.
- Risk stays visible. A compelling lifestyle story cannot erase serious reliability or technical concerns.
How independence is intended to work
Scores cannot be bought. A paid showcase would purchase representation, never a higher Score or position.
Assess independently
Separate rating work from sales.
Record before invitation
Archive the assessment before a commercial invitation.
Disclose paid representation
Clearly label any paid showcase.
Apply equal update rules
Use the same evidence and review rules for every project.
Process in design. Operating structure, disclosure and incentive separation are still being finalized; this is not a claim of implemented governance.
We publish the principles and the explanations. Detailed calculation mechanics remain proprietary to protect the integrity of the system.
Stable enough to compare.
Current enough to matter.
The framework separates scheduled score reviews from new information between reviews. Published assessments are intended to identify the methodology version and review date.
Pulse is in development: a way to explain relevant changes without presenting every new signal as a new headline score. There is no live Pulse feed on this website.
What the standard cannot do
No model captures every personal preference or future event. A project assessment cannot replace a unit viewing, document checks, an independent survey or professional advice. Estimated relationships between experience and investment performance require validation; no predictive results are claimed here.
Public overview · October 2026. This page describes the intended framework and is separate from a scored record’s methodology version.