Case Study: an InsurTech company achieves schema-first, source-traced home record extraction with Focaloid Technologies

an InsurTech company turns 40-page home documents into 1 structured record with Focaloid Technologies

Focaloid Technologies built a proof-of-concept document extraction system for an InsurTech company that needed to extract structured data from unstructured home documents like inspection reports, invoices, manuals, and warranties. The challenge was that these documents contained critical information about home assets and risks, but the data was trapped in wildly different formats written for human readers, making manual extraction slow, inconsistent, and unscalable.

The solution implemented by Focaloid Technologies was a RAG-based extraction pipeline built on a LangGraph state machine. It used specialized extraction agents, category-based retrieval, and rigorous validation to produce a schema-bound, structured record of a home, its assets, issues, and document metadata, with every field traceable to its source. This system automated a previously manual process, ensuring deterministic, fault-tolerant results and providing the foundational data layer necessary for the client's proactive risk mitigation platform.