The cloud-hosted versus on-prem MPI question is the deployment-posture counterpart of the algorithmic deterministic-versus-probabilistic question. Both decisions get made roughly…
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Deterministic vs Probabilistic MPI: Which Wins for US Hospital Systems
The deterministic-versus-probabilistic MPI question shows up early in any patient-matching modernization, and the answer in 2026 is rarely a pure…
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Top 5 Open-Source MPI Tools for FHIR-First Stacks in 2026
The open-source MPI option used to be a narrow niche. In 2026 it has matured into a credible production path…
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Top 5 MPI Engines for Payer-Driven Patient Reconciliation in 2026
Payer-driven patient reconciliation has become a distinct MPI workload in 2026. CMS interoperability rules pushed payers into FHIR exchange, and…
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Top 6 Patient Matching Tools for FHIR-Native Healthcare Platforms
FHIR-native healthcare platforms have a narrower set of MPI choices than legacy hospital systems. The platform's data model is FHIR…
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5 MPI Engines That Actually Handle Newborn and Twin Records
Newborn and twin records are the edge case MPI vendors often skip past in demos and CIOs always ask about.…
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Best MPI Tools for Cross-State Patient Identity in 2026
Cross-state patient identity is a problem most MPIs were not originally designed to solve. Identifier domains stop at state lines,…
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Top 7 Patient Matching Engines for Health Information Exchanges
Health information exchanges run the broadest patient-matching workloads in US healthcare. The matching has to reconcile records from dozens of…
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Top 5 MPI Tools for Multi-Hospital Systems in 2026
Multi-hospital systems run patient matching across more boundaries than a single-site MPI was ever designed for. Different EHR instances, different…
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FHIR Master Patient Index: A Buyer's Guide for Healthcare CIOs
A master patient index is the identity layer that prevents one patient from showing up as three records across different…
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