Nestate (formerly Properly.com)
AI-powered real estate & financial SaaS platform built for Australia-based OZFirstChoice.
Technical Case Study
Led end-to-end development as Founding-level Product Engineer & Technical Lead. Translated a complex financial BRD into a scalable MVP delivered in ~4 weeks. Designed and built a domain-specific 6-layer OCR pipeline for automated financial data extraction from invoices, rental statements, and bank summaries. Engineered modules for property management, financial engine (GST/tax tracking), document repository, financial reporting, and advisor collaboration.
$ yarn service:ocr --input document_rental_invoice.pdf
> Ingesting invoice document details...
> Initiating 6-layer OCR Ingestion Pipeline...
> Layer 2: Extracting visual text coordinates...
> Layer 3: Running Intelligent Parsers (Regex + Category mapping)
> SUCCESS: Parsed Amount: $4,580.00 | Date: 2026-06-25 | GST: $416.36
Structured ledger payload:
{
"propertyId": "prop_sydney_028",
"type": "rental_income",
"netAmount": 4163.64
}