Methodology
Our workflow ensures datasets are operational, traceable and continuously updatable.
Sources
Public business directories, company websites and open social business pages.
Cleaning
Normalization, mapping, phone formatting, deduplication and schema checks.
Update Cadence
Core datasets are refreshed weekly with version snapshots.
Quality Checks
Sampling QA, format validation, schema checks and threshold monitoring.
Limitations
Public data can be delayed or incomplete; this is business intelligence, not legal verification.
Corrections
Users can submit correction or deletion requests for review.