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

Experience, access, safety and total trip cost — short stay, so structural growth is irrelevant.

Highest-weighted:Safety 20%Tourism 18%Big Mac affordability 14%Affordable cost of living 12%Mobility 10%

Not yet covered (no free global source — never invented): Visa access, flight connectivity, hotel cost, attractions, seasonality, crowding, language access.

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 tourist / visitor

MarketFitvs overall rankSafetyTourismBig Mac affordabilityAffordable cost of livingConfidence
1Tokyo Japan77▲ +1388761002890
2Singapore Singapore75▲ +19084921090
3Zurich Switzerland74▼ -2887481592
4Dubai United Arab Emirates718590762480
5Seoul South Korea70▲ +78070852686
6Sydney Australia697476841789
7Abu Dhabi United Arab Emirates68▼ -59074783078
8Amsterdam Netherlands68▼ -17682492090
9Toronto Canada687670722088
10Stockholm Sweden65▲ +57068422490
11New York United States64▼ -66272901292
12Berlin Germany64▼ -17270422689
13Paris France64▲ +46485402288
14London United Kingdom62▼ -16080471588
15Shanghai China61▲ +17866394064
16Riyadh Saudi Arabia59▼ -88060533670
17Los Angeles United States57▼ -75578811690
18Istanbul Turkey52▲ +4557805462
19São Paulo Brazil48▲ +14264114870
20Cairo Egypt48▲ +1586626260
21Mumbai India47▼ -35558195666
22Mexico City Mexico47▼ -3407215068

How this profile changed the ranking: weighting toward safety and tourism moves Tokyo 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 Tokyo listings as a tourist / visitor 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 →