Infrastructure
A resilient platform for research, ingestion, and defensible outputs — built with performance and integrity in mind.
Data pipelines
Normalize appraisal, tax, and MLS inputs into consistent snapshot fields so searches stay predictable at scale.
Geocoding + validation
Confidence-aware address validation preserves user-entered display fields while still storing coordinates.
Performance posture
Index-friendly query design, short transactions, and minimizing N+1 patterns as a default engineering standard.
Secure by default
Auth and permissions are enforced centrally; session-derived company context is used where applicable.