45-47%
Homeowners with at least one purchase regret
Bankrate homeowner regret surveys, 2024-2025 (US)
Why this helps you decide
Agents sell the unit. Weekends hide weekday truth. After SPA, the bill arrives as daily jam, night-time lorries, or flood. Friction that forces reneges, discount resales, or moving again. TinjauLokasi surfaces those catchment risks before capital is locked.
45-47%
Homeowners with at least one purchase regret
Bankrate homeowner regret surveys, 2024-2025 (US)
~15%
Of those regrets: bought in a bad location
Bankrate: location cited among top regrets (about 14-15%)
77%
Malaysians who consider climate risks when buying
PropertyGuru H2 2024 Consumer Sentiment Study (n=1,181)
71%
Shah Alam buyers who consulted flood maps
Shah Alam flood-risk awareness study (IJRISS, 2026)
A weekend showhouse visit hides the 07:00-08:00 school-run and arterial choke. Commute stress only reveals itself after you move in.
Brochure photography faces the garden. Trailer and factory edges on the next block become the soundtrack you cannot refinance away.
A dry afternoon at viewing is not a monsoon record. Malaysian buyers increasingly price climate risk, but only if they check before SPA.
Our Location Livability & Risk Report does not promise a perfect neighbourhood. It binds lived catchment friction, flood and hazard posture, and industrial nuisance into one memo so you can buy, renegotiate, or walk with evidence instead of hope.
Our Solution
From one pin, the model immerses in the catchment: lived experience, live traffic friction, flood pain. All of it is then orchestrated into a decision-grade PDF so you buy the neighbourhood, not just the unit.
01
You drop a Malaysian study pin and radius. That coordinate becomes the origin for every commute, hazard, and lifestyle read that follows.
02
The AI does not skim a brochure. It sits the neighbourhood: how the place feels at peak hour, what the school-run corridor does to your morning, and where daily friction concentrates around the pin.
03
Live mobility and congestion signals, flood pain points, drainage posture, and industrial-edge nuisance are pulled in as concurrent layers, so weekday truth surfaces before SPA, not after move-in.
04
A structured agent run synthesizes those signals section by section across eight analytical chapters, quantitative indexes, and a closing deal-breaker. Not a freeform chatbot dump.
05
You leave with a Location Livability & Risk Report: narrative, AI analysis, HAI / ESI / CSI, and a clear buy, renegotiate, or walk frame for the catchment you selected.
Living intelligence
Every report is built from signals that are still warm. Live congestion, flood incidents from this week, lorry routes that changed last month. If a taman floods tonight, tomorrow's report already knows about it. We do not work from stale brochures or last year's map.
Our knowledge pipeline is open to anyone who watches the ground. Saw a flash flood, a chronic choke point, a new lorry route? One POST request puts it in our moderation queue. A human checks every entry before it becomes cited evidence inside real buyer reports. Your data protects someone's biggest purchase.
tinjaulokasi.com/knowledge-api