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Pulling the latest framework view now.
Skip the vague AI scores. Plug in a suburb in Australia, India (Goa, Bengaluru, Hyderabad, Pune, Tier-2) or Dubai and get the same numbers an institutional investor checks — pattern-matched against history, graded by a transparent rules engine, with every factor's source cited.
Free tier: 5 predictions a day across all three markets. Pro: unlimited + every factor unblurred.
Not investment advice — a data tool.
Australia
The proof — and the engine
97.2%
direction accuracy on 144 high-confidence picks · 9,663 historical anchors
Open Australia →
India
Goa + Bengaluru + Hyderabad + Pune + Tier-2
100+ localities
across 5 Indian metros — every suburb factor-graded by the same framework we use in AU
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.
NSW VG + VIC DTF + SA Metro Adelaide bulk transactions, ABS migration, RBA + RBI macro, NHB Residex, OpenStreetMap POI, Mollak service charges, ANAROCK/Knight Frank inventory — sources cited on every factor.
Three markets, one engine.
Same matcher, same framework, same disclaimer across Australia, India, and Dubai. Goa was the proof India would work; Dubai is the proof AE would.
The cards below call the existing FastAPI engine. Filter by state to inspect the shortlist the same way a SaaS prospect would.
Investor strategy
Rank #1
Forecast range
Locked for Pro members
Lookalike pool
Evidence locked
Average match
Match detail locked
Rank #2
Forecast range
Locked for Pro members
Lookalike pool
Evidence locked
Average match
Match detail locked
8+ more picks
See the full ranked shortlist — and the lookalike evidence + factor breakdown behind every pick.
Free account: unlock the full national list and a few full predictions a day. Pro: unlimited, every market (Australia · India · Dubai), the breakout shortlist, watchlist alerts, and the deep-dive scorecard.
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.
Australia · refreshed per session
RBA cash rate
HOLD4.00%
Last move not available
HTAG cash-rate fallback via get_current_cash_rate_pct() safe constant.
ABS dwelling approvals
17,349
+18.3% YoY· 2026-04
National dwelling approvals are running above last year. Month-on-month momentum softened in the latest release.
AUD / USD
0.6930
— over 12 months· 2026-07-13
AUD/USD loaded from the latest available RBA daily exchange rates row.
For non-AU investors funding in USD-linked currencies, a stronger AUD raises entry costs in home-currency terms; a softer AUD improves purchasing power into Australian property.
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 2026-07-13
Demand pressure
Measured national buyer-demand search index.
Not yet
no data
not yet — Australia's national demand index is still tied to a paid-tier market-trend feed, so free tier stays blank.
Supply pressure
Measured national demand-to-stock pressure.
Not yet
no data
not yet — Australia does not yet have a shipped free-tier national stock-overhang rollup.
Demand to supply
Measured national demand-to-supply balance.
Not yet
no data
not yet — Australia needs both a free-tier demand index and a free-tier stock-overhang rollup before we publish a national balance verdict.
New launches velocity
Month-on-month change in national dwelling approvals.
-3.2%
flat
ABS Building Approvals national rollup
Permits pipeline
Year-on-year change in national dwelling approvals.
+18.3%
expanding
ABS Building Approvals national rollup
How a Pro pick looks · Sample week 25
All identifying information removed. Metrics rounded to prevent triangulation.
Approximate outcome
100%
/ 5yr
Demand
low
Supply
tight
Rationale summary
Strongest signals are predicted growth + corridor stage. Framework fit is the main drag — 2 of 3 pass · 0 warn · 1 fail.
Framework composite score
49
/ 100
Growth
30%
+102.3% (predicted 5yr)
87
ⓘFramework fit
35%
2 of 3 pass · 0 warn · 1 fail
0
ⓘCorridor
10%
regional
80
ⓘLiquidity
10%
DOM 60 days
70
ⓘEvidence coverage
3 of 8 rules with data
Score interpretation
Strongest signals are predicted growth + corridor stage. Framework fit is the main drag — 2 of 3 pass · 0 warn · 1 fail.
This is one of our 8 highest-ranked postcodes from week 25. Pro members see the other 7 plus the names.
See all 8 picks (Pro) →The landing page doesn't hide behind vague AI copy. It shows the shape of the model, the calibration discipline, and the audit trail a serious buyer's agent would expect.
“Tap any prediction in the app, see the math behind it.”
Free lets you try the engine across all three markets (a preview of each — not the full ranked list, and the deeper factor breakdowns blurred). Pro unlocks everything across Australia, India and Dubai. Data analysis tool — not investment advice.
Create a free account to unlock the conversion path, keep your place across markets, and upgrade only when you need deeper access.
Free preview: the suburb's qualitative confidence + a handful of pass/warn/fail factor chips from the same investor framework we use in Australia. Predicted return %, full factor evidence, lookalike matches and risk flags unlock at Pro.
India · Goa
🔒 ProLocality name visible to Pro members only
Goa coastal locality
Framework fit
Strong framework fit
Confidence: moderate
✓ Predicted return (signal strength)
✓ 18-month growth cap (hard rule)
✓ 3-year growth momentum
✓ 5-year growth baseline
+9 more factors locked
🔒 Predicted return % · Pro only
India · Goa
🔒 ProLocality name visible to Pro members only
Goa village-belt locality
Framework fit
Strong framework fit
Confidence: insufficient_data
✓ 5-year growth baseline
✓ Affordability (first-time buyer ceiling)
✓ State wealth context (per-capita income)
✓ HNI / second-home demand context
+9 more factors locked
🔒 Predicted return % · Pro only
Dubai
🔒 ProLocality name visible to Pro members only
Dubai ready-market locality
Framework fit
Strong framework fit
Confidence: moderate
✗ Predicted return (signal strength)
✓ 18-month growth cap (hard rule)
✓ Freehold zone eligibility
◐ Gross rental yield
+9 more factors locked
🔒 Predicted return % · Pro only
Dubai
🔒 ProLocality name visible to Pro members only
Dubai emerging waterfront
Framework fit
Mixed framework fit
Confidence: moderate
✗ Predicted return (signal strength)
✓ 18-month growth cap (hard rule)
✓ Freehold zone eligibility
◐ Gross rental yield
+9 more factors locked
🔒 Predicted return % · Pro only
Same engine across Australia · India · Dubai. Numbers shown on each pick's page are the model output, with sources cited. Not investment advice.