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Pulling the latest framework view now.
Pulling the latest framework view now.
Skip the vague AI scores. See Dubai gross yields computed from actual registered Ejari rents and DLD sales — with the sample size on every number, and an honest “no data” where the evidence isn't there. Plus India (Goa), New Zealand and Abu Dhabi on the same framework.
Free for everyone — no login, no paywall. Not investment advice — a data tool.
India
Goa licence evidence — and honest blanks elsewhere
50
Goa localities browsable in full. We hold no registered Indian transaction data, so prices and growth read UNAVAILABLE rather than an estimate
Open India →
Dubai
Real DLD shape — net yield, not gross
66
freehold communities · Mollak service-charge overlay · metro+tram proximity
Open Dubai →
The moat is what we do differently from the property data businesses you already know.
We publish the scoreboard.
Every prediction's confidence band, sample size, analogue evidence and historical accuracy is visible — there's no black-box AI hiding behind a vibes-based score.
Investor framework, not a vague rating.
Each suburb is graded by a transparent pass/fail rules engine — supply, yield, momentum, financing, climate, infrastructure, market regime — with the reference band shown next to every check.
Real public data, not curated marketing.
Dubai Land Department sales and Ejari rent contracts, Mollak service charges, AirROI short-stay rates, RBI macro series, OpenStreetMap POI, NZ HUD prices — sources cited on every factor.
We say UNAVAILABLE, and we mean it.
Where we hold no evidence, you get a blank with a reason — not a plausible-looking estimate. Most Indian localities have no registered transaction data, so we publish no price or growth for them at all.
Every row is real rent ÷ real sale price per sqm, with the contract and sale sample size shown on it. If we don't hold the evidence, we say so — no estimates dressed up as facts. Data through 2026-08-27.
Free-tier market overview
Market-level demand and supply only. We publish measured signals and leave the rest blank instead of filling with proxies.
As of 2026-08-29
Demand pressure
Year-on-year change in Dubai international overnight visitors.
+6.0%
medium
Dubai DET tourism partial-period release
Supply pressure
Year-on-year change in licensed Dubai holiday-home units.
+45.5%
high
Dubai DET / DTCM holiday-home licence registry
Demand to supply
Visitor-growth-to-holiday-home-licence-growth ratio at emirate level.
0.73x
oversupplied
Dubai currently shows supply building faster than demand in the measured signals we can publish.
New launches velocity
Quarter-on-quarter change in primary-market launches.
Not yet
no data
not yet — Dubai does not yet have a shipped free-tier launches velocity series.
Permits pipeline
Year-on-year change in approvals / permits.
Not yet
no data
not yet — Dubai does not yet have a shipped free-tier approvals / permits rollup.
Step 1
Find 20 historical (postcode, year) lookalikes via 13-feature cosine similarity.
Step 2
Build the forecast from the similarity-weighted average of lookalike suburb growth.
Step 3
Replay every confidence tier in backtests so HIGH only stays HIGH if the hit-rate survives.
Step 4
Re-score watched suburbs nightly and flag any move greater than 5 percentage points.
No vague AI copy. Yields come from real registered rents and sales with the sample size on the row; the framework's calibration and audit trail are open.
“If we don't hold the evidence, we say so.”
Everything in the product is free. An account just keeps your watchlist and your place across markets — there is nothing to upgrade to.
The locality's qualitative confidence plus pass/warn/fail factor chips from the same investor framework across every market. Open any card for the full prediction, every factor, lookalike matches and risk flags — all free.
India · Goa
Calangute
Goa coastal locality
Framework fit
Checklist only — no price evidence
No confidence band — no forecast published
✓ State wealth context (per-capita income)
✓ HNI / second-home demand context
✓ NRI remittance context (macro)
✓ Airport connectivity (distance)
India · Goa
Assagao
Goa village-belt locality
Framework fit
Checklist only — no price evidence
No confidence band — no forecast published
✓ State wealth context (per-capita income)
✓ HNI / second-home demand context
✓ NRI remittance context (macro)
✓ Airport connectivity (distance)
Dubai
Dubai Marina
Dubai ready-market locality
Framework fit
Strong framework fit
Confidence: insufficient_data
✓ 18-month growth cap (hard rule)
✓ Freehold zone eligibility
◐ Gross rental yield
◐ Net rental yield after service charges
Dubai
Dubai Creek Harbour
Dubai emerging waterfront
Framework fit
Mixed framework fit
Confidence: insufficient_data
✓ 18-month growth cap (hard rule)
✓ Freehold zone eligibility
◐ Gross rental yield
◐ Net rental yield after service charges
Same engine across India · Dubai. Numbers shown on each pick's page are the model output, with sources cited. Not investment advice.