Listing Ingestion
Pulled fragmented listing data from multiple surfaces into a single review pipeline with explicit field confidence and fallback parsing.
Web Product
Apartment-hunting decision platform that ingests listings, structures noisy data, and supports ranking and triage workflows.
Process & Execution
Pulled fragmented listing data from multiple surfaces into a single review pipeline with explicit field confidence and fallback parsing.
Layered ranking and triage logic on top of extracted signals so users could compare options quickly instead of manually re-reading every listing.