Scout AI
Deterministic rental property analysis platform turning listing data into investor-ready decisions.
From problem to production.
The Challenge
Individual rental property investors wasted hours in spreadsheets doing manual underwriting, with inconsistent assumptions and no standardized risk assessment for fast deal screening.
The Challenge
Individual rental property investors wasted hours in spreadsheets doing manual underwriting, with inconsistent assumptions and no standardized risk assessment for fast deal screening.
Our Approach
We built a platform that automates listing extraction from Zillow and Redfin, provides editable assumption controls, runs deterministic financial and risk computations, and generates branded PDF reports, all with a conversion-ready preview-to-unlock monetization flow.
Our Approach
We built a platform that automates listing extraction from Zillow and Redfin, provides editable assumption controls, runs deterministic financial and risk computations, and generates branded PDF reports, all with a conversion-ready preview-to-unlock monetization flow.
The Result
Delivered a full-stack analysis tool with automated property data extraction, a transparent underwriting engine, explainable 0-100 risk scoring, and on-demand PDF report generation enabling listing-to-decision workflow in seconds.
The Result
Delivered a full-stack analysis tool with automated property data extraction, a transparent underwriting engine, explainable 0-100 risk scoring, and on-demand PDF report generation enabling listing-to-decision workflow in seconds.
What we built.
Automated listing extraction from Zillow and Redfin
Deterministic underwriting: NOI, cap rate, DSCR, cash-on-cash
Explainable 0-100 risk scoring with top risk drivers
Branded PDF report generation with investor-ready layout
Preview-to-unlock monetization with Lemon Squeezy checkout
Magic-link and OTP-based access flows
Editable assumptions for user-controlled analysis
Duplex-specific operational risk handling
Built with.
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