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Scout AI

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Scout AI property analysis dashboard

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.

PropTechSaaS Analysis ToolPrivate deploymentWeb
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Delivery footprint

The scale of what shipped.

Quick numbers to show the size, complexity, or scope of the system behind this case study.

6
Financial Metrics
100
Risk Score Scale
2
Listing Sources
<10s
Analysis Time
Case Study

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.

01

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.

02

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.

03

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.

Key Features

What actually shipped.

Selected capabilities and system details that mattered in the final product, not a padded feature checklist.

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

Tech Stack

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.

Next.jsReactTypeScriptTailwind CSSPrismaPostgreSQLVercelVercel BlobLemon SqueezyPostmarkZod
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