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Why parsing real estate contracts with LLMs is ten times harder than tutorials claim

This story is from 2026-10-18. It is preserved in the archive; the latest stories are on the live feed.

When we started building the data pipeline for NovAsia (a property catalog and market tool for Southeast Asia), the plan looked embarrassingly simple on paper: Grab property PDFs and developer contracts (SPAs). Run them through a modern vision LLM. Dump structured JSON into PostgreSQL. Call it a da…

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  1. 2026-10-18 04:52 · DEV Community — AI
    Why parsing real estate contracts with LLMs is ten times harder than tutorials claim

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