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

Low entry barriers, talent and digital infrastructure — runway matters more than market size.

Highest-weighted:Business environment 20%Digital readiness 18%Education 14%Affordable cost of living 12%Governance / title security 12%

Not yet covered (no free global source — never invented): Company-formation time and cost, access to capital, innovation ecosystem, visa options, exit opportunities.

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 entrepreneur / startup

MarketFitvs overall rankBusiness environmentDigital readinessEducationAffordable cost of livingConfidence
1Singapore Singapore74▲ +29092841090
2Abu Dhabi United Arab Emirates728482703078
3Dubai United Arab Emirates71▲ +18682682480
4Zurich Switzerland70▼ -3888884592
5Amsterdam Netherlands69▲ +28288802090
6Sydney Australia698084801789
7Seoul South Korea69▲ +57892822686
8New York United States68▼ -38488801292
9Toronto Canada688084802088
10Riyadh Saudi Arabia68▼ -27878643670
11Shanghai China68▲ +57484724064
12Stockholm Sweden67▲ +38290822490
13Los Angeles United States66▼ -38085761690
14London United Kingdom66▼ -18085781588
15Tokyo Japan66▼ -17884802890
16Mumbai India65▲ +26466585666
17Berlin Germany64▼ -67980792689
18Paris France64▼ -17682782288
19São Paulo Brazil57▲ +16068604870
20Istanbul Turkey57▲ +25866585462
21Mexico City Mexico56▼ -26264585068
22Cairo Egypt54▼ -15558506260

How this profile changed the ranking: weighting toward business environment and digital readiness moves Seoul up 5 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 Singapore listings as a entrepreneur / startup 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 →