How We Help · Integration

EHR integration is where most HealthTech roadmaps slow down.
We keep them moving.

Epic, Cerner, Athenahealth, HL7 feeds, SMART on FHIR, GCC hospital systems. SanoWorks helps founders connect to the systems that matter without turning every new hospital into a separate engineering project.

If these sound familiar, the integration architecture probably needs to be addressed early:

🔗

Your product works, but every hospital asks for a different integration flow

Vendor timelines and sandbox behavior keep pushing launches further out

⚠️

FHIR looked simple on paper, but the real implementation is messy and vendor-specific

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Every new client is starting to feel like a custom engineering project

EHR integration is not one integration problem.
It is an architecture problem.

SanoWorks is an AI-augmented HealthTech software engineering partner founded in 2011, helping Seed to Series A digital health startups ship compliant products faster across the US, UK, and Middle East. Powered by Peerbits — 100+ engineers, ISO 9001, ISO 27001, CMMI certified.

Founders are often told that FHIR solves interoperability. In reality, FHIR is only part of the answer. Every vendor implements standards differently, every sandbox differs from production, and every hospital has operational constraints that affect the build. That means integration work fails when it is treated like a simple endpoint task rather than a system-design decision.

If your product code talks directly to each EHR implementation, you do not have a scalable product architecture. You have a growing list of one-off workarounds that will slow down onboarding, increase breakage risk, and keep your engineering team trapped in maintenance mode.

SanoWorks approaches integration differently: we design a normalized integration layer between your product and each hospital system. That way, your product remains stable even as vendors, hospitals, and data mappings change around it.

Start with a free architecture audit
The integration audit covers:
  • Which systems, standards, and vendors are actually in scope
  • Whether FHIR, HL7, SMART on FHIR, or custom adapters are required
  • How many hospital-specific variations your architecture can support safely
  • Where sandbox assumptions are likely to fail in production
  • How PHI moves across the integration boundary and what security controls are missing
  • Whether your product should normalize data centrally before application logic uses it
  • What a realistic timeline looks like for one site versus multi-site rollout

A reusable integration layer.
Not a new project for every hospital.

The right architecture turns integrations into a product capability rather than a recurring fire drill. SanoWorks builds the shared layer once, then extends it as new EHRs, hospitals, and markets come online.

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FHIR R4 Integration Layer

Normalized FHIR clients, OAuth and SMART on FHIR patterns, pagination, retries, resource mapping, and vendor-specific adaptation without leaking that complexity into your product code.

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HL7 v2 and v3 Handling

ADT, ORU, ORM, SIU, CDA, CCD, and hospital-specific mapping logic for environments where modern FHIR support is incomplete or absent.

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Vendor-Specific Connectors

Epic, Cerner or Oracle Health, Athenahealth, Meditech, eClinicalWorks, and custom GCC HIS implementations with clear separation between adapter behavior and product logic.

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Data Normalization

Consistent internal models for patient, encounter, observation, medication, and workflow data so downstream product behavior is stable across different hospital feeds.

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Monitoring and Alerting

Visibility into latency, dropped messages, failed transforms, and site-level reliability so integrations can be operated like infrastructure instead of guessed at during incidents.

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Secure PHI Transit

TLS, VPN, audit logging, access control, and transport-layer patterns aligned with HIPAA and enterprise security expectations from the start.

Standards and systems:FHIR R4HL7 v2.xHL7 v3SMART on FHIREpicCernerAthenahealthGCC HIS

How SanoWorks runs integration projects
without letting them spiral

The goal is not just to make one connection work. It is to create an integration capability that survives production realities, vendor changes, and additional client sites.

1
Step 1
Scope the data flows before coding

We identify exactly what needs to move in and out of the EHR, who owns each workflow, what triggers synchronization, and which data should be normalized before it reaches the app layer.

2
Step 2
Set up vendor and site environments

Sandbox access, credentialing, security prerequisites, VPN requirements, and environment assumptions are handled early so the project is not blocked halfway through delivery.

3
Step 3
Build the normalized adapter layer

This is where SanoWorks does the work most teams skip. Hospital-specific quirks are isolated inside adapters and transforms instead of hardcoded directly into product features.

4
Step 4
Validate with production-like data

We test against the real patterns that cause failures: malformed messages, optional fields, timing issues, inconsistent codes, and differences between sandbox and production behavior.

5
Step 5
Monitor, maintain, and extend

Once live, the integration layer is monitored as an operational capability. When a vendor changes behavior or a new hospital is onboarded, the adaptation happens in one place instead of across the product.

Systems and standards we work with in practice

The exact mix varies by product and market, but the integration footprint below reflects the environments SanoWorks is prepared to support when architecting HealthTech interoperability work.

System / StandardIntegration TypeMarketsStatus
FHIR R4REST API, SMART on FHIR, CDS HooksUS, UK, GCCProduction
HL7 v2.xADT, ORU, ORM, SIU, MDM and custom site flowsUS, GCCProduction
EpicSMART on FHIR, MyChart API, proprietary extensionsUS, UKProduction
Cerner / Oracle HealthFHIR R4, Millennium APIsUS, UK, GCCProduction
AthenahealthREST API, HL7 v2 feedsUSProduction
Malaffi / GCC HIEFHIR, regional standards, custom interoperability constraintsUAEProduction
Custom GCC HISHL7 socket, SOAP or REST APIs, VPN transportKSA, Bahrain, Kuwait, OmanProduction
NHS and UK APIsFHIR R4 and UK-specific API workflowsUKAvailable

EHR integration should not hijack the product roadmap.

We can tell you quickly whether your product needs a simple adapter, a normalized integration layer, or a more serious interoperability strategy before engineering time is wasted.

Get a free integration audit

What scalable integration looks like
in production

The Gulf Coast Registry is the strongest proof point here: a multi-country clinical platform that had to work across different hospital environments without re-architecting the product every time a new site came online.

Gulf Coast Registry · GCC · eClinical Platform

One integration architecture supporting 38 hospitals across 4 countries

SanoWorks helped build a clinical data platform used across UAE, Bahrain, Kuwait, and Oman, normalizing hospital data from different systems into a single research-grade schema. That made onboarding new sites faster and avoided the trap of separate implementations for every hospital network.

Read the case study
38
Hospitals connected through one platform architecture
4
GCC countries served through the deployment
150+
Custom validation rules operating across the data layer

Questions about EHR integration

A standard FHIR R4 integration with a major system like Epic, Cerner, or Athenahealth usually takes 3 to 6 weeks from kickoff to production-ready state. Custom HL7 v2 and v3 work often takes 4 to 8 weeks. The biggest timeline variables are vendor access, hospital-side coordination, and how much normalization is required inside the architecture.
SanoWorks has production experience across Epic, Cerner or Oracle Health, Athenahealth, Meditech, eClinicalWorks, and custom hospital systems in GCC markets. We also work across FHIR R4, HL7 v2.x, HL7 v3, and SMART on FHIR depending on what the integration requires.
Yes. That is exactly why SanoWorks favors a normalized integration layer. Instead of hardcoding every hospital variation into the product itself, site-specific differences are isolated in adapters and transforms. This is the same architectural principle that supported the Gulf Coast Registry across 38 hospitals.
Because standards do not eliminate implementation differences. FHIR, HL7, security workflows, sandbox behavior, production behavior, and field mappings all vary by vendor and often by hospital. Teams that underestimate that complexity usually end up with unstable integrations and delayed launches.
If your product needs modern structured clinical data exchange, you will probably need FHIR R4. In some settings you may also need HL7 or a custom adapter alongside it. SanoWorks helps define the right integration approach before implementation starts, so you do not overbuild or choose the wrong standard path.