Analisa US
Every US county on one map, every number with its source
Get picks like this daily. Today's launch numbers, the top launches, AI and tech news, and a daily opportunity pick, straight to your inbox.
Read the full description
Analisa maps 108 official indicators for every US county, city and neighborhood: health, housing, safety, jobs, climate and schools, back through time. It also follows $4.25T in federal contracts since FY2021, every roll call of the 117th to 119th Congress and every 2026 House and Senate race. Ask in plain English and get a ranked answer on the map, with the source and period of every value. Free to explore, with an open API and an MCP server.
Visit website ↗ Source listing ↗
PH · launched Oct 15, 2026 · 4 upvotes (top 7%)
- Horizontal
- Analytics & BI
- Prosumer
- Not AI
- Commercial product
- Politics
- Maps
- Data Visualization
Similar launches
See all 143 similar launches →Could you build this?
Partial A map and dashboard UI over public data is vibe-codeable. Ingesting, cleaning, and keeping 108 indicators, federal contracts, and voting records current across sources is a substantial data engineering effort that vibe coding alone won't cover.
What it would actually take: Build a data pipeline (Python with scheduled ETL jobs) that pulls from government APIs and bulk files, normalizes geographies (county, city, and neighborhood boundaries), and stores time series in a database such as Postgres or DuckDB. A frontend mapping library (MapLibre or Mapbox) sits on top, and an LLM can answer questions over the curated data. The hard part is data engineering and domain knowledge to reconcile inconsistent sources and keep them updated.
Competitors
Other products that read as similar to this one : 143 launches clear the similarity bar, closest 8 shown.
Attention rank: #8 of 144 (itself plus its competitors, highest first, normalized so YC and Product Hunt are compared fairly).
Launched 284 days after the earliest competitor.
- Unfenced · ph · 2026-10-17 · 97 upvotes · similarity 0.50
- MoverMath · ph · 2026-09-18 · 4 upvotes · similarity 0.48
- Ohio Sales Tax Calculator · ph · 2026-09-12 · 2 upvotes · similarity 0.48
- What County Am I In · ph · 2026-10-20 · 1 upvotes · similarity 0.47
- county-value-atlas · github · 2026-09-11 · 9 upvotes · similarity 0.45
- America's Paycheck · ph · 2026-10-24 · 1 upvotes · similarity 0.44
- groundtruth-atlas · github · 2026-09-11 · 9 upvotes · similarity 0.43
- Countorra · ph · 2026-10-06 · 1 upvotes · similarity 0.42
Other launches for this product
- No other launches for this product.