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DATA FRESHNESS

Per-source refresh cadence — upstream schedule + Fonteum pull schedule.

Every displayable field on every Fonteum record carries an explicit last_checked timestamp. We never display a record without it. Stale records appear with explicit staleness markers in source-coverage metadata, not silently as fresh.

SOURCE-BY-SOURCE
SourceScopeUpstreamFonteum pullNotes
NPPES (CMS NPI Registry)All Type-1 and Type-2 NPIs nationwideDaily-updated public API; monthly bulk fileQuarterly snapshot today; monthly is the target as we scaleEach specialty supply study is a dated snapshot. Re-pulls are explicit, not silent.
CMS Care CompareHospitals, home health, hospice, nursing homes, dialysisQuarterly federal releaseQuarterly, aligned to upstream releaseMethodology release notes published with each snapshot.
HRSA HPSA (Health Professional Shortage Areas)Federal designation of underserved-area boundariesContinuously updated by HRSA; major revisions ~quarterlyResearch-context only; refreshed alongside relevant studiesUsed for research framing, not per-provider profile fields.
BLS OEWS / QCEW + BEA RegionalFederal labor and regional-economic statisticsAnnual (OEWS), quarterly (QCEW), annual (BEA Regional)Refreshed alongside relevant research releasesResearch-context only. Public-domain federal data.
U.S. Census Bureau (PEP V2025 + ACS)State and county population denominatorsAnnual PEP releases; ACS 5-year releases annuallyRefreshed as new vintages release; documented in source helper filesPer-capita figures across the research series share a consistent denominator family.
THE LAST_CHECKED CONTRACT

Refresh cadence is a function of two things: how often the upstream source publishes, and how often we pull. We commit to honesty on both. We never silently bump a snapshot date forward without re-pulling, and we never display a record that doesn't carry a last_checked timestamp.

A customer integrating Fonteum data can rely on this contract: any record we display either has a recent last_checked, or it's flagged as stale in source-coverage metadata. If a customer's integration needs a stricter freshness contract, that's the conversation that moves a Pilot to Standard tier.

SEE ALSO
  • All sources
  • Data provenance
  • Pricing
  • SLA
  • Security
  • Data source: Cadence

Built on the authoritative federal record

The primary sources, named on every page.

These are the federal agencies whose public datasets Fonteum ingests and attributes — the issuing authorities, not customers or partners. Every figure on the site links back to one of them.

  • CMS
  • HHS-OIG
  • HRSA
  • FDA
  • NLM
  • NUCC
  • Census
  • BLS
  • BEA

See the full source registry, with license and refresh cadence for each →

Reproducible by design

Every figure traces to its federal source.

14-tuple provenance

Every rendered fact ties to a source URL, dataset ID, snapshot date, row key, and SHA-256 — the full chain-of-custody record.

Reproducible SQL

Each study ships the exact query behind its figures, run against the cited federal snapshot. Re-run it yourself.

Daily reconciliation

Published counts are reconciled against the upstream federal datasets on a daily cadence, with drift logged.

Named medical review

Reviewed by Jennifer Montecillo, MD, medical reviewer. Non-practicing medical reviewer.

Read the full provenance and attestation methodology →

Two doors

Use the free API and open data

Query providers, facilities, sanctions, and quality scores — each field carrying its federal source. Self-serve, no call to start.

Explore the API →Browse the data catalog →

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Managed pilots, enterprise terms, and audit-ready, signed attestation packages for compliance, risk, and research teams.

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Reviewed by Jennifer Montecillo, MD, medical reviewer. Non-practicing medical reviewer.

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The U.S. healthcare graph AI can cite — every fact carries its source.

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The substrate, by the numbers

9.2Mgraph entitiesProviders, organizations, owners, and facilities
12.5Mlinked identifiersNPIs, CCNs, LEIs and more, resolved to entities
4.7Mgraph edgesSource-attested relationships between entities
44federal source familiesDistinct CMS, OIG, HRSA, FDA and peer datasets
33dataset pagesCitable, downloadable /data catalog pages
47reproducible studiesEach shipping the SQL behind its figures