Solution: A data-rich locality matching engine: (1) Multi-factor city/neighborhood scoring across 8 critical dimensions — air quality (3-year AQI history with seasonal variation), school options (international/IB/CBSE/ICSE schools within 5km with admission criteria and seat availability), gated community density, distance to airport, broadband reliability, healthcare access, restaurant and grocery diversity, cost of living per family size; (2) NRI-specific filter set — 'I need international schools,' 'I need to be within 30 min of airport,' 'I work remote 9pm-3am IST'; (3) Resident voice — verified reviews from current NRI residents of specific neighborhoods; (4) Cost-of-living comparator — 'your $250K Bay Area lifestyle costs $X in HSR Layout Bangalore'; (5) Real estate concierge — guided tours via local agent partners; (6) Pre-move visit planner — efficient 5-day exploration itineraries. ICP: Returning NRIs facing the largest non-financial decision of their move — where to live in India. They left 8–20 years ago so their neighborhood knowledge is outdated. They have a spouse and 1–3 kids whose schooling matters. They have specific needs: AQI matters more than they thought, school admissions are competitive, they want a gated community for safety, they need fast internet for remote work, they need to be near an airport for parent visits.

The NRI-specific filter set is the entire moat. Existing real estate tools optimize for square feet, BHK count, and price — none of which is the binding constraint for a returning NRI. The 'air quality + school + gated community + airport distance' filter combo is what NRIs actually need. The verified resident voices from other returning NRIs is uniquely credible — currently this exists only as scattered Reddit comments. The cost-of-living comparator anchored to the user's current location is novel.

“Similar to how StreetEasy built a New York-specific real estate platform with neighborhood-level data and lifestyle attributes that outperformed broader Zillow for the NYC consumer — vertical-specific tooling beats horizontal when the buyer's criteria are vertical-specific. This is StreetEasy for the NRI return to India.”