Email scraping and intelligence
The full system scraped and parsed authorized mailbox exports and message archives, normalized threads and participants, removed duplicates, and extracted relationship, property, and deal signals with source evidence.
This portfolio build preserves the working product experience while deliberately excluding private records, live credentials, provider-specific workflows, and external write actions.
The full system scraped and parsed authorized mailbox exports and message archives, normalized threads and participants, removed duplicates, and extracted relationship, property, and deal signals with source evidence.
A unified relational model reconciled people, companies, properties, documents, conversations, and deals from multiple permitted sources while retaining provenance, confidence, and update history.
Robust collectors automated data gathering from public websites, licensed datasets, and structured databases, with retries, validation, rate limits, change detection, deduplication, and human-review queues.