Collect from official sources
We work directly with state portals, regulator exports, and public lookup systems. Not opaque aggregators or repackaged third-party lists.
We turn fragmented state and agency records into normalized, usable data products. Hands-on technology experience and a careful eye for messy source data, inconsistent formats, and the practical work of keeping records current.
// A keen eye for messy public data.
raw → normalized
Public records are published state by state and agency by agency. Formats differ. Update schedules differ. Field definitions differ. We collect that data, structure it, normalize it, and keep it maintained so your team can work with reliable records instead of building and operating its own pipeline.
We work directly with state portals, regulator exports, and public lookup systems. Not opaque aggregators or repackaged third-party lists.
Inconsistent column names, status codes, and license classes get mapped into a single, consistent schema your team can rely on across jurisdictions.
Sources change formats, URLs, and publication cadences. We monitor, repair, and refresh so downstream systems do not silently drift.
The output is built for search, enrichment, compliance checks, and software integration. Not one-off lookups, not stale spreadsheets.
Each product focuses on a specific public-records domain. All share the same approach: official sources, consistent schemas, and delivery designed for software teams.
Normalized real estate license data across state licensing sources. Searchable records and API access for brokers, brokerages, proptech, and compliance teams.
realestatelicensedatabase.comNormalized insurance license data across state departments of insurance. Structured producer and agency records for compliance, recruiting, and integration teams.
insurancelicensedatabase.comNormalized medical and health-professional license records for HR, staffing, credentialing, recruiting, and operational teams working across fragmented state boards.
medicallicensedatabase.comWe are evaluating additional public-records categories based on the problems teams actually need solved, with the same emphasis on official sources, maintained pipelines, and usable schemas.
Public records are technically public but operationally difficult. Data is spread across state websites, lookup portals, bulk downloads, and agency-specific systems. Each source uses different formats, update schedules, and definitions for the same concepts.
Most teams do not want to spend engineering time sourcing data across portals, reconciling column names, tracking source changes, and rebuilding pipelines every time a regulator updates its site.
We do that work upstream. You get structured records you can query, integrate, and build on, with a clear path from source to product.
Need a specific public-records dataset normalized, integrated, or maintained? Reach out with your use case, coverage needs, or product question. We respond to serious inquiries directly.