Scout AI
Deterministic rental property analysis platform turning listing data into investor-ready decisions.
A real estate analysis platform that helps rental property investors evaluate deals faster. Users paste a listing URL, confirm assumptions, and receive structured metrics including cash flow, cap rate, DSCR, risk scoring, and a downloadable investor-ready PDF report, all powered by deterministic calculations with transparent assumptions.
How the project moved from constraint to launch.
A concise read of the challenge, the system we designed, and what changed once the product reached production.
What actually shipped.
Selected capabilities and system details that mattered in the final product, not a padded feature checklist.
Built with reliable production tooling.
The stack was chosen to fit the product constraints, not to chase trends. These are the technologies behind the shipped system.
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