TECHNOLOGY DEEP DIVE

Built on Cutting-Edge AI & Cloud Technology

We combine the world's most advanced AI models with enterprise cloud infrastructure to automate title searches that were impossible just months ago. Here's how.

Our AI & Cloud Stack

Claude 3.5 Sonnet

Anthropic

99.9%
Accuracy Target

Advanced AI for document analysis and legal reasoning

Understands legal concepts like lien priority and subordination
Analyzes chain of title with human-level reasoning
Generates PROCEED/CAUTION/AVOID recommendations
Provides confidence scores on every finding
Identifies edge cases and title defects automatically
Context window of 200K tokens for complex documents

Crawl4AI

LLM-Driven Web Scraping

Hours
County Setup Time

Intelligent web scraping that adapts to any county website

LLM understands form fields without manual configuration
Adapts when county websites change (no breakage)
Handles CAPTCHAs and multi-step authentication
Processes JavaScript-heavy modern websites
Reduces county setup from weeks to hours
Retrieves documents 100x faster than manual searches

Google Document AI

Enterprise OCR

95%+
OCR Accuracy

Extract text from scanned documents with high accuracy

95%+ OCR accuracy on scanned documents
Handles handwritten notes and poor-quality PDFs
Provides confidence scores for uncertain text
Processes complex multi-column layouts
Extracts tables and structured data
Same technology used by Google Cloud customers globally

Google Cloud Platform

Enterprise Infrastructure

99.95%
Uptime SLA

Scalable, reliable infrastructure powering millions

BigTable: NoSQL database behind Gmail (petabyte scale)
Cloud Run: Serverless auto-scaling (0 to 1000s of requests)
Cloud Storage: 11 nines durability (99.999999999%)
Cloud Tasks: Guaranteed job execution with retries
99.95% uptime SLA with global redundancy
Data encrypted at rest and in transit (enterprise security)

How It Works: End-to-End Automation

From property submission to report delivery in ~1 hour. Here's what happens behind the scenes.

1
0:00

Property Submission

You submit property address for Dallas or Collin County (TX)

2
0:10

Intelligent Web Scraping

Crawl4AI navigates county clerk website, handles forms & CAPTCHAs

3
0:15

Document Retrieval

All title documents retrieved (deeds, liens, mortgages, judgments)

4
0:25

OCR Processing

Google Document AI extracts text from scanned PDFs (95%+ accuracy)

5
0:40

AI Analysis

Claude 3.5 Sonnet analyzes documents, identifies liens, validates ownership

6
0:50

Equity Calculation

Calculate true equity, assess lien priority, generate recommendation

7
~1:00

Report Delivery

Comprehensive PDF report with PROCEED/CAUTION/AVOID rating emailed to you

Total Time: ~1 hour on average | Traditional: 3-5 business days

What Makes Our Technology Different

Confidence Scoring

Every AI finding includes a confidence score. High (>90%): Trust it. Medium (70-90%): Likely accurate, verify if critical. Low (<70%): Flagged for your review. We never hide uncertainty.

Source Traceability

Every lien, judgment, and finding is traced back to source documents with page numbers and filing dates. You can verify everything our AI reports.

Adaptive Intelligence

Unlike rule-based systems that break when websites change, our LLM-driven approach adapts automatically. New county? Hours instead of weeks to configure.

Production-Grade Engineering

80%+ test coverage, Test-Driven Development, code reviews, CI/CD pipeline. This isn't a hackathon project—it's production software built to last.

Production-Grade Software Engineering

This isn't a prototype or MVP experiment. We follow industry best practices to build reliable, maintainable software.

80%+
Test Coverage
Comprehensive unit & integration tests
TDD
Development Methodology
Test-Driven Development process
Production
Software Quality
Not a prototype—battle-tested code
CI/CD
Deployment
Automated testing before every deploy

Test-Driven Development (TDD) Methodology

What We Test:

  • Every API endpoint with success & error cases
  • Claude AI prompt outputs with validation
  • Web scraping logic across different county sites
  • Equity calculation algorithms
  • Database operations with retry logic

Why It Matters:

  • Bugs caught before deployment, not in production
  • Confidence when adding new features (no regressions)
  • Reliable accuracy—every code change is validated
  • Fast iteration without breaking existing functionality
  • Production stability you can trust

Why We Chose This Stack

We're engineers first, real estate investors second. When we started this project, we could have built a simple web scraper with regex patterns and rule-based logic. That's what most PropTech companies do.

But we knew that approach doesn't scale. County websites change constantly. Title documents vary wildly in format. Legal concepts require reasoning, not just pattern matching.

So we chose the hard path: state-of-the-art AI. Claude 3.5 Sonnet can understand legal concepts. Crawl4AI adapts when websites change. Google Document AI handles terrible PDFs. Google Cloud scales to millions of searches without manual scaling.

The result? A system that:

  • Delivers reports in ~1 hour instead of 3-5 days
  • Costs $49.99 instead of $150-300
  • Works across different county systems without breaking
  • Provides investment recommendations, not just data
  • Includes confidence scores so you know what to trust

This is production-ready software, not a prototype. We have 80%+ test coverage because we care about reliability. We use Test-Driven Development because we want to move fast without breaking things. We deploy on Google Cloud because we need enterprise infrastructure.

"The best technology is invisible. You submit an address, you get a report in an hour, and it just works. That's what we've built."

Experience AI-Powered Title Search

Join our pilot program in Dallas & Collin Counties (TX). Lock in $49.99 pricing and get priority access as we expand nationwide.