EHR and EMR Integration

Your product and the clinic's EHR should speak the same language—we design FHIR APIs, legacy adapters, and sync you can run in production.

For teams connecting products to existing health records.

StandardsHL7 FHIR
Risk focusMigration validation
OpsProduction monitoring

Integration architecture

Legacy EMRHL7 v2
FHIR layerREST · R4
Your productBidirectional
Lab interfaceLinked
Billing feedLinked
FHIR resource syncLive
PatientSynced
EncounterSynced
ObservationQueued
Historical migration12,400 records validated

New products fail in healthcare when they cannot talk to the systems clinics already depend on. Integrations are often treated as a late-phase task and become the longest, riskiest part of the project.

We design data flows and APIs early: FHIR where appropriate, pragmatic adapters for legacy systems, and clear ownership of what syncs in real time versus batch.

What we see in the field

These are the patterns we fix before writing production code.

Integration as an afterthought

Products launch without a stable data contract. Clinics cannot adopt until someone fixes sync in production.

Legacy data trapped

Years of patient history stuck in formats that do not map cleanly to modern APIs.

Silent sync failures

Records diverge between systems. Staff discover conflicts during a visit, not from monitoring.

What we build for you

Concrete capabilities—not a generic feature list.

FHIR API design

Resources, mappings, and documentation your team and partners can implement against.

Legacy adapters

Pragmatic bridges for systems that will not move to FHIR overnight.

Validated migration

Checkpointed imports with reconciliation reports—not a one-shot dump.

Production sync ops

Retries, dead-letter handling, and dashboards when integrations drift.

How we deliver this

A structured path from discovery to something your team can run.

  1. 01

    Inventory systems and data

    What lives where, what must be real-time, and what regulators require you to retain.

  2. 02

    Define the integration contract

    FHIR resources, event model, and error semantics agreed before feature work piles up.

  3. 03

    Build and test with real data

    Sandbox and staged environments with validation scripts—not demo datasets only.

  4. 04

    Operate in production

    Monitoring, alerting, and runbooks so your team owns integration health long-term.

Outcomes you can expect

  • Faster clinic adoption because data appears where clinicians expect it
  • Migrations completed with evidence, not assumptions
  • Fewer production incidents from undocumented sync gaps
  • Integration documentation your engineers can maintain

What we deliver

  • FHIR-based APIs and mapping documentation
  • Legacy data migration with validation checkpoints
  • Bidirectional sync between your product and EHR/EMR
  • Monitoring and error handling for production operations

Who this is for

  • Health-tech startups building on top of clinic systems
  • Hospital groups connecting multiple facilities
  • Vendors replacing one EMR while preserving history

The result

Products ship without a stable data contract. Clinics cannot adopt until someone fixes sync in production—usually under deadline pressure and blame. Integration done late is the most expensive feature you will build.

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