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

Future value growth and resale — momentum, migration and buying below the long-run norm.

Highest-weighted:GDP growth 22%Inbound migration 16%Population growth 12%Infrastructure 12%Low overall risk 12%

Not yet covered (no free global source — never invented): Transaction-volume growth, resale depth, land scarcity, upcoming projects, developer reputation, exit liquidity.

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 capital-appreciation investor

MarketFitvs overall rankGDP growthInbound migrationPopulation growthInfrastructureConfidence
1Dubai United Arab Emirates82▲ +37290958880
2Abu Dhabi United Arab Emirates817288908878
3Riyadh Saudi Arabia76▲ +569751008070
4Singapore Singapore69▼ -14885679490
5Toronto Canada67▲ +43888768088
6Mumbai India66▲ +1210030625566
7Sydney Australia66▼ -14182718289
8Cairo Egypt60▲ +135735955060
9Amsterdam Netherlands59▼ -22372438890
10Zurich Switzerland58▼ -92578489292
11Istanbul Turkey58▲ +116255486462
12New York United States57▼ -73672438292
13Los Angeles United States56▼ -33666337490
14Shanghai China56▲ +26142148664
15London United Kingdom55▼ -22870388088
16Mexico City Mexico55▲ +33650525868
17Stockholm Sweden54▼ -2866488690
18São Paulo Brazil53▲ +24340436070
19Paris France53▼ -22362338488
20Berlin Germany52▼ -9068298489
21Seoul South Korea49▼ -92738108886
22Tokyo Japan46▼ -864009090

How this profile changed the ranking: weighting toward gdp growth and inbound migration moves Cairo up 13 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 capital-appreciation investor 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 →