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

Where to open a company, branch, franchise or regional HQ — demand that can pay, conditions that let you operate.

Highest-weighted:Consumer readiness 18%Purchasing power 16%Business environment 14%Digital readiness 12%Infrastructure 10%

Not yet covered (no free global source — never invented): Market-entry and office cost, labor cost, taxation, competition/saturation, logistics, profit repatriation.

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

Adjust the weights (9 factors)

Market Fit — ranked for a business expansion

MarketFitvs overall rankConsumer readinessPurchasing powerBusiness environmentDigital readinessConfidence
1Singapore Singapore78▲ +26645909290
2Zurich Switzerland77▼ -18060888892
3New York United States74▲ +26748848892
4Dubai United Arab Emirates745844868280
5Abu Dhabi United Arab Emirates73▼ -36049848278
6Sydney Australia736246808489
7Los Angeles United States72▲ +36447808590
8Amsterdam Netherlands71▼ -15740828890
9Toronto Canada705842808488
10London United Kingdom68▲ +35436808588
11Berlin Germany685341798089
12Stockholm Sweden68▲ +35640829090
13Paris France67▲ +45237768288
14Riyadh Saudi Arabia66▼ -65244787870
15Seoul South Korea64▼ -35539789286
16Tokyo Japan62▼ -25138788490
17Shanghai China60▼ -14536748464
18Mexico City Mexico56▲ +13636626468
19Istanbul Turkey55▲ +33738586662
20São Paulo Brazil523736606870
21Mumbai India49▼ -33739646666
22Cairo Egypt45▼ -13340555860

How this profile changed the ranking: weighting toward consumer readiness and purchasing power moves Paris up 4 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 business expansion 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 →