Bulk data submissions are the validation use case where single-resource validators show their limits. An NDJSON file with a million Patient and Observation resources is a throughput problem before it is a validation problem, and a validator
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Plenty of validators claim to validate against FHIR profiles. Far fewer actually catch the profile errors that matter in production, where a missed must-support violation or a silently-accepted invalid coded value is the kind of bug that su
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A vendor publishing a benchmark that includes their own product is one of the oldest tensions in software procurement, and FHIR is no exception. Health Samurai, the company behind Aidbox, just released an open-source performance benchmark…
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The FHIR specification defines $validate as a standard operation on every resource type, and the validators that expose it through a REST surface are the ones that fit cleanly into modern integration patterns. A $validate call is the standa
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Two Java-based FHIR validators dominate continuous-integration pipelines: the HL7 reference validator (validator-cli) and the HAPI FHIR validator library. They share enough DNA that teams often pick one almost arbitrarily, then discover at
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Are you the payer engineer who inherited "wire up consent" as a one-line ticket on the CMS-0057-F backlog? The truth is, consent, attribution-of-record, and audit trails are the parts of the rule that trip teams late in the project,…
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Choosing a delivery channel for patient-reported outcome measures gets harder the older the cohort gets. A program running PROMs for a 45-year-old cardiology panel has almost every option on the table. The same program targeting a 65-plus…
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Implementation guides are how FHIR becomes specific. Every serious FHIR program ends up writing or consuming an IG, and conformance testing against that IG is the discipline that separates a working integration from a hopeful one. A validat
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Prior authorization is the workflow where CMS-0057-F has the most operational bite. Payers must accept FHIR Da Vinci PAS bundles by January 2027, but the claims-and-PA back office still runs X12 278/275. The tools that handle the…
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Open-source validators are where most FHIR programs start, and where many of them stay. The category has matured into a stable shortlist where each tool covers a recognizable use case, and the gaps between them are clear enough to make a pi