Public data, fused and graded.
Six public datasets linked per provider, 2.5M+ U.S. physicians scored in depth — and a provenance model that tells you exactly where every field came from and how much to trust it.
Six datasets, linked via NPI.
Agentic research adds cited enrichment on demand: PubMed (publication history and research activity) · ClinicalTrials.gov (clinical trial involvement and investigator roles) · Google Places (practice business details, reviews, and hours).
Every field knows where it came from.
Each enriched field — a direct email, a publication count, a hospital affiliation — carries its source, its verification status, and when it was last checked. Contact points get reach labels (direct, office, switchboard, mobile) and confidence grades, and when sources disagree the record shows the conflict instead of hiding it. Research findings that make a claim about a provider must cite a source — the agents are not allowed to assert a clean disciplinary record without an official source to point to.
Confirmed against a cited source, with a checked-at date.
Derived from signals — always labeled as such, never dressed up as verified.
We say so. An honest gap beats a confident guess your rep dials.
No PHI. Real opt-out.
Everything above is public professional data — never patient data. Providers who don't want to be in the platform can opt out, and suppression applies everywhere: search, campaigns, dossiers, and exports. Read how we handle provider data and our security overview.