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groundtruth-atlas

Unified county-level atlas for housing cap rates and homeowners-insurance risk

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GITHUB · launched Sep 11, 2026 · 9 upvotes (top 80%) · 0 views

Niche: real estate and investment platforms · 152 launches, 15 in the last 7 days ▼ -21% · Explore this niche →

Category and tags

  • Real estate
  • Analytics & BI
  • B2B
  • Not AI
  • Commercial product

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Could you build this?

Partial The interactive map interface is straightforward to vibe-code, but sourcing, cleaning, normalizing, and modeling reliable US county-level housing cap rates and insurance risk datasets is a significant data engineering hurdle.

What it would actually take: The system requires a Mapbox/Deck.gl frontend over a PostGIS/GeoJSON backend serving precomputed metrics. The hardest challenge is building data ingestion pipelines to scrape or license county assessor records, MLS aggregates, and proprietary actuarial or FEMA flood/wildfire/insurance premium data. Requires an analytics engineer experienced in geospatial ETL and real estate financial modeling.

Competitors

Other products that read as similar to this one : 104 launches clear the similarity bar, closest 8 shown.

Attention rank: #95 of 105 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).

Launched 302 days after the earliest competitor.

The niche, labels, vibe code rating and competitor comparison on this page are analysis by Nicheloom. If you use them, please credit nicheloom.com. How you may use our data.