Real Estate
Find, enrich, and rank real estate markets
Find the best US housing markets to invest in — ranked by AI.
Use case: Collect live housing market data for 100 US cities, use Claude to select the top markets, and surface active listings and deep city reports for each.
Quick Start
Inputs
- City List The US cities to collect market data for — 100 cities are included by default and can be edited in the config file before running.
Outputs
- 100-city ranked scorecard with investment scores across 5 dimensions
- Top 10 investment markets selected and ranked by Claude
- Per-city investment thesis and key risk written by Claude
- 1,199 active Zillow listings across the top 10 markets, with photos and full specs
- 10 deep city reports from Perplexity
- Interactive US map with all 100 cities sized by transaction volume and colored by investment score
How it works
A 4-phase pipeline. Read the blog here for a deeper explanation.
- Collect The Redfin agent pulls live market stats for 100 US cities — median price, days on market, sale-to-list ratio, YoY appreciation, homes sold, and price per sqft.
- Rank Claude scores all 100 cities on 5 investment factors and selects the top 10, with a written thesis and key risk per city.
- Listings The Zillow agent pulls active listings across 3 zip codes per selected city — 30 agent calls, 1,199 total listings with photos and full specs.
- Research The Perplexity agent generates a deep market report for each of the 10 cities, covering appreciation trends, affordability, rental demand, and risk factors.
Stack
Nimble primitives plus the full runtime stack.
Nimble APIs
What it does
- redfin_market_housing_data_community_2026_05_02 Pulls live market stats per city from Redfin — median price, days on market, sale-to-list ratio, YoY change, and market description.
- zillow_plp Fetches active property listings from Zillow by zip code — price, beds, baths, sqft, home type, photos, and days on Zillow.
- perplexity Generates a deep real estate investment report for any city — appreciation trends, affordability, rental demand, and risk factors.
3rd Party Tools
Role
- claude-sonnet-4-6 Anthropic Claude API — scores 30 candidate markets, selects the top 10, and writes an investment thesis and key risk per city.
- streamlit 4-tab dashboard combining market data, Claude analysis, active listings, and city deep dives.
- plotly Scatter geo map, radar chart, horizontal bar charts, price histograms, and scatter plots.
- pydeck Interactive property maps using CARTO dark tiles — no Mapbox token required.
- python 3.9+ Pipeline orchestration across 4 phases.
Reach out if you have any questions.
Talk to an Expert