Suitability, not popularity

The index changes with who you are

A market that suits a rental-income investor can be wrong for a family, a developer, a lender or a retail brand. Twelve profiles reweight the same evidence into a personalized Market Fit Score. Every weight is shown, editable, resettable and shareable — and what a profile cannot yet measure is named rather than invented.

Real estate
Business
Living

Customer spending and commercial viability — enough wallets, affordable space.

Highest-weighted:Consumer readiness 20%Purchasing power 18%Tourism 14%Digital readiness 12%Rent affordability 10%

Not yet covered (no free global source — never invented): Footfall, population density, target-customer concentration, retail rents, import cost, brand awareness.

Methodology profiles-1.0.0 · scores renormalize so any weighting yields a comparable 0–100

Adjust the weights (8 factors)

Market Fit — ranked for a retail brand

MarketFitvs overall rankConsumer readinessPurchasing powerTourismDigital readinessConfidence
1Dubai United Arab Emirates69▲ +35844908280
2Abu Dhabi United Arab Emirates696049748278
3Zurich Switzerland69▼ -28060748892
4Singapore Singapore68▼ -16645849290
5Riyadh Saudi Arabia66▲ +35244607870
6Sydney Australia656246768489
7Toronto Canada65▲ +25842708488
8Amsterdam Netherlands62▼ -15740828890
9Stockholm Sweden62▲ +65640689090
10New York United States60▼ -56748728892
11Los Angeles United States60▼ -16447788590
12Berlin Germany59▼ -15341708089
13Paris France58▲ +45237858288
14London United Kingdom57▼ -15436808588
15Cairo Egypt57▲ +63340665860
16Seoul South Korea57▼ -45539709286
17Istanbul Turkey56▲ +53738786662
18Mexico City Mexico55▲ +13636726468
19Tokyo Japan54▼ -55138768490
20Mumbai India54▼ -23739586666
21São Paulo Brazil53▼ -13736646870
22Shanghai China53▼ -64536668464

How this profile changed the ranking: weighting toward consumer readiness and purchasing power moves Stockholm up 6 places versus the site's balanced Overall ranking. A market can rank first here and poorly elsewhere — that is suitability, not popularity.

Ready to look at actual properties? Explore Dubai listings as a retail brand on AI-Home ↗ — your profile travels with you. Or generate the macro decision report (PDF) ↗.

Same market, every profile

Family office / institutional82
Bank / mortgage lender76
Business expansion74
Entrepreneur / startup68
Real estate developer64
Tourist / visitor64
Retail brand60
Family buying a home58
Rental-income investor57
Capital-appreciation investor57
Government / municipality54
Corporate professional54

New York scores 82 for a family office / institutional but 54 for a corporate professional — the same market, opposite conclusions, because the two users weight different evidence.

Factors are built only from indicators AGI holds — inflation, unemployment, health, lethal violence, GDP growth and Big Mac figures are live (World Bank / UNODC / OECD / The Economist); the rest are labeled seed. Weights are version-controlled (profiles-1.0.0) and never change silently. Not investment advice — a suitability screen, not a recommendation. Full methodology →