The research behind the product
Buyers pick the house right — and the neighborhood wrong
BhuExpert is built on a founder research brief covering buyer-behavior surveys (NAR, Zillow, Clever, Bright MLS) and competitive analysis of every major portal's AI. The findings are one-directional.
Top buyer regrets, % of recent buyers
Clever Real Estate 2024 & HSH surveys — location-related regrets dominate.
The four structural gaps no portal fills
Lifestyle-based locality recommendation
Portals search listings, not lifestyles. None answers “where should I look?” before showing a property.
Cross-city comparison
Relocating buyers can't compare localities across cities on an apples-to-apples basis anywhere.
Unified risk & cost data
Safety, climate, air quality, taxes and charges live on 7–10 separate sites with different freshness.
Pre-search guidance
The highest-stakes decision — the neighborhood — gets the least product support of the entire journey.
Our answer: 15 transparent factors
Every locality is scored 0–100 on each factor, AI-researched from the live web, weighted by your preferences, and explained — never a black box.
| Factor | What it measures | Typical sources |
|---|---|---|
| Commute access | Door-to-door travel time to the city's major job hubs and business districts. | Road network + travel-time model |
| School quality | Density and reputation of well-rated schools nearby, across boards and systems. | School directories + ratings |
| Safety | Reported incident rates normalized by population density, plus street lighting and patrolling. | Police + civic safety data |
| Lifestyle fit | Match between the locality's character — cafes, culture, nightlife, community — and your preferences. | POI + community data |
| Walkability | Footpaths and proximity to daily-needs amenities with pedestrian distance decay. | Walk Score methodology |
| Metro & transit | Metro connectivity, suburban rail and bus route density and frequency. | GTFS + metro network maps |
| Healthcare | Distance to multi-speciality hospitals, clinics and 24x7 pharmacies. | Hospital registries + POI data |
| Shopping & leisure | Malls, markets, restaurants, parks and entertainment, category-weighted by proximity. | POI databases |
| Budget fit | Typical family-home price against your stated budget (affordability ratio). | Listing portals + registrations |
| Home availability | Active inventory, new project launches and resale supply. | Listing portals + RERA |
| Appreciation | Price growth across 1/3/5-year horizons (CAGR). | Registration + index data |
| Infra growth | Upcoming metro lines, expressways, business districts and civic projects in the pipeline. | Municipal + project pipelines |
| Taxes & duty | Stamp duty / transfer taxes and recurring property-tax burden (high score = low burden). | Government tax schedules |
| Maintenance load | Typical society / HOA / service charges (high score = light burden). | Community records + portals |
| Climate & air | Air quality, flood and waterlogging exposure, and heat stress (high score = low risk). | AQI + flood-zone maps |
Start where the decision actually lives
Two minutes of questions. Any city in the world. Localities ranked and explained.
Find my localities →