EHR integration services mockup by Agnotic: a clinician with a tablet, EHR connection status for Epic, Oracle Health and athenahealth and an interface message log
    Healthcare / EHR Integration

    EHR integration services

    Your product is only as useful as its connection to the EHR, and every EHR vendor does it differently. Agnotic Technologies builds EHR and EMR integrations with Epic, Oracle Health, athenahealth and others, using FHIR, HL7 v2 and vendor APIs, with audit logging and PHI controls from the first interface.

    FHIR R4 · HL7 v2
    The standards EHRs actually expose
    SMART on FHIR
    Apps that launch inside the chart
    Audit logged
    Every PHI read and write recorded

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    Lera
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    Industry Overview

    What are EHR integration services?

    EHR integration services connect an application, device or data platform to an electronic health record so patient data moves between them without manual entry. Agnotic Technologies builds these integrations for Epic, Oracle Health (Cerner), athenahealth and other EHRs, choosing FHIR, HL7 v2, C-CDA or X12 for each data flow and adding audit logging and access controls.

    Related work

    Which compliance and product areas connect to EHR integration?

    EHR integration rarely stands alone. These are the areas it most often touches.

    Industry Challenges

    What drives the scope, timeline and cost of an EHR integration?

    We do not quote before we understand these. The code is rarely the slow part; access, sites and testing usually are.

    • Number of EHRs, sites and data flows: each one adds mapping, testing and go-live work.

    • Read-only or write-back: writing data into the chart needs more vendor approval and more testing than reading it.

    • Vendor access: app registration, sandbox access and production approval follow the vendor's process and calendar.

    • A client sponsor is needed: many EHRs only open production access through a hospital or practice that runs them.

    • Each site is different: the same EHR is configured differently at every organization, so mappings change per site.

    • Testing needs real workflows: an interface that passes sandbox tests can still fail on live data and edge cases.

    Decision table

    FHIR, HL7 v2, C-CDA or X12: which does your project need?

    Most projects use more than one. We pick per data flow, based on what the EHR supports and what the data is for.

    Healthcare data exchange standards and when to use each
    StandardBest forHow it worksWatch out for
    HL7 FHIR R4 (HL7 International)Apps that read and write patient data on demandREST APIs over standard resources such as Patient, Observation and MedicationRequestWrite access and some resources vary by EHR vendor
    SMART on FHIRApps that open inside the EHR with the patient in contextOAuth 2.0 launch from the chart on top of FHIR APIsApp registration and review with each vendor
    HL7 v2Real-time event feeds: admissions, orders, resultsMessages such as ADT, ORM and ORU sent through an interface engineEach site's message variations need mapping and testing
    C-CDAExchanging summary documents between organizationsStructured XML documents such as the Continuity of Care DocumentLarge documents; useful data must be parsed out
    X12Claims, eligibility and prior authorization with payersHIPAA standard transactions such as 837, 835, 270/271 and 278Usually runs through a clearinghouse, not the EHR
    Our Approach

    How do you get access to an EHR vendor's APIs?

    Access is a project in its own right. We run it in parallel with the build so it does not hold up go-live.

    Register the app

    Register with the vendor's developer program, for example Epic's at open.epic.com, and choose the APIs and scopes you need.

    Build in the sandbox

    Develop and test against the vendor sandbox with test patients before any real data is involved.

    Find a client sponsor

    Agree production access with the hospital or practice that runs the EHR; they approve and activate the app.

    Go live site by site

    Configure, test and launch at each site, with monitoring from the first message.

    Capabilities

    What do we build in an EHR integration?

    The integration work we take on, from a single interface to a full integration layer.

    SMART on FHIR apps

    Apps that launch from the patient chart with user and patient context, for Epic, Oracle Health and other EHRs.

    FHIR API integrations

    Reading and writing patients, encounters, results and medications through each EHR's FHIR APIs.

    HL7 v2 interfaces

    ADT, orders and results feeds through your interface engine, with mapping and error handling.

    CDS Hooks services

    Decision support that appears in the clinician's workflow at the moment of ordering or signing.

    Bulk data and analytics feeds

    FHIR bulk export and scheduled extracts for population health and analytics.

    Integration monitoring

    Message tracking, alerting on failures and replay, so problems are found before clinicians notice.

    How It Works

    What does an EHR integration architecture look like?

    Three patterns cover most projects. Many products combine them.

    Direct API integration

    Your app calls the EHR's FHIR APIs directly. Simple for one EHR, harder to maintain across many.

    1

    Interface engine

    HL7 v2 and FHIR traffic routes through an engine such as Mirth Connect, which handles mapping, retries and monitoring.

    2

    Integration layer

    Your own service normalizes data from several EHRs into one model, so the product does not depend on any single vendor.

    3

    Audit and security

    Every pattern logs each PHI read and write, encrypts data in transit and at rest, and limits access by role.

    4
    Reference architecture for EHR integration services
    Engineering Stack

    Which systems and standards do we work with?

    The EHRs, standards and tools that come up most in our integration work.

    EHRs

    EpicOracle Health (Cerner)athenahealthMEDITECHeClinicalWorksNextGen

    Standards

    HL7 FHIR R4SMART on FHIRCDS HooksHL7 v2C-CDAX12

    Interface engines

    Mirth ConnectYour existing engine

    Identity

    OAuth 2.0OpenID ConnectSAML 2.0

    Backend

    Node.jsPythonPostgreSQL

    Infra

    AWSAzureGoogle Cloud
    Protecting PHI

    How is PHI protected in an EHR integration?

    Each control is an engineering decision we make with your security team, not a checkbox at the end.

    PHI controls in an EHR integration and how we implement them
    ControlWhat it answersHow we build it
    Business associate agreementWho is allowed to handle PHIA BAA in place before any PHI moves, for us and for every vendor in the data path
    Minimum necessaryWhich data the integration really needsOnly the FHIR scopes and message types the use case requires
    Access controlWho can see whatRole-based access, with user context passed from the EHR launch
    Audit loggingWho read or changed which record, and whenA log of every read and write, exportable to your security tools
    EncryptionHow data is protectedTLS in transit and encryption at rest with managed keys
    HIPAA Security Rule (HHS)Which safeguards applyAdministrative, physical and technical safeguards documented for your security review
    Information blocking (21st Century Cures Act)Whether access can be restrictedAccess and exchange designed to the ONC (ASTP) rules in 45 CFR Part 171
    ONC Health IT Certification and CMS rulesWhich APIs EHRs and payers must offerWe build on the FHIR APIs that ONC certification and CMS interoperability rules require
    Measured Impact

    How should you measure an EHR integration?

    We agree these measures at kickoff and track them against your own baseline.

    Delivery
    Messages delivered

    Share of messages and API calls that complete without manual fixes.

    Latency
    Time to the chart

    Time from an event in one system to the data appearing in the other.

    Errors
    Failures resolved

    How quickly failed messages are detected, fixed and replayed.

    Sites
    Time to the next site

    Effort to bring the integration live at each additional organization.

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    Case Study
    My Lauren Maternal Health Platform | Built by Agnotic
    LERA Health: Women's Health App Platform

    LERA Health: Women's Health App Platform

    A women’s health product experience focused on guided care journeys, education, and compliance-aware workflows to support long-term engagement.

    Case Study
    Use Cases

    What do teams use EHR integration for?

    The integrations we are asked to build most often.

    01

    Digital health apps

    Startups whose product needs patient data from, and results back into, the EHR.

    02

    Clinician-facing tools

    Apps and AI tools that open inside the chart through SMART on FHIR.

    03

    Labs and imaging

    Orders and results exchanged with lab and imaging systems over HL7 v2.

    04

    Remote monitoring

    Device readings written to the chart as FHIR Observations.

    05

    Analytics and population health

    Bulk data feeds into a warehouse for reporting and quality measures.

    06

    EHR migration

    Moving data from a retiring EHR or EMR into a new one.

    Integrations

    Which systems do we connect to the EHR?

    Common systems on the other side of an EHR integration.

    Patient

    Patient apps and portals

    Virtual care

    Telemedicine platforms

    Diagnostics

    Lab information systemsPACS and imaging

    Devices

    RPM device platforms

    Revenue cycle

    Clearinghouses and payers

    Analytics

    Data warehouses

    Exchange

    Health information exchanges
    What we check

    How do you keep an EHR integration from disrupting clinical work?

    You keep an EHR integration from disrupting clinical work by planning the cutover as carefully as the build: named owners, tests on the site's own configuration, a quiet go-live window, queued messages and an agreed rollback rule. Agnotic Technologies runs this cutover checklist with your clinical and IT leads.

    1. Before cutover

    • Every interface in scope is listed with its message types and an owner on each side
    • End-to-end tests have passed in the EHR vendor's non-production environment with the site's own configuration
    • Downtime procedures for each affected department are written and rehearsed with staff
    • Rollback criteria, and the person who can call a rollback, are agreed in writing

    2. During the go-live window

    • Go-live is scheduled for a low clinical volume period agreed with the site
    • Messages queue in the interface engine during the switch and replay in order afterwards
    • A parallel run or shadow feed compares new output with the old path before the old path is switched off
    • Super-users are on the floor in each department to answer questions as they come up

    3. After go-live

    • Interface monitoring alerts on failed, delayed or rejected messages from the first hour
    • Queued and replayed messages are reconciled against the source, so none are lost or sent twice
    • Issues reported by clinicians are triaged daily with the site until volumes settle

    Compliance-First Development Services Backed by Global Standards

    We build secure, scalable products designed for privacy, interoperability, and regulatory readiness from day one across every sector we serve.

    HIPAA logo

    Health Insurance Portability and Accountability Act

    Protect PHI with privacy-first architecture, encrypted storage and transmission, and strict access controls.

    FHIR logo

    Fast Healthcare Interoperability Resources

    Enabling standardized health data exchange through standards-based API mappings.

    HL7 logo

    Health Level Seven International

    Supporting enterprise-grade interoperability for clinical messaging and record workflows.

    Our Edge

    Why Global Leaders Choose Us

    We combine deep technical expertise with industry-specific knowledge to deliver solutions that aren't just functional, but transformational.

    Enterprise-Grade Security

    We implement rigorous security protocols and compliance standards (HIPAA, GDPR, SOC2) across all industrial solutions to protect sensitive data.

    High-Performance Scaling

    Our architectures are built to handle massive data loads and user bases, keeping performance steady whether you're serving ten or ten million.

    Accelerated Time-to-Market

    Using our suite of internal tools and proven frameworks, we cut setup work so your first release reaches users sooner.

    Embedded AI Integration

    Beyond simple wrappers, we build deep-learning integrations and predictive analytics directly into the core of your industry-specific workflows.

    Engagement Model

    How does an EHR integration engagement work?

    Three stages, each with a clear output.

    01

    Scoping call

    We agree the EHRs, data flows, standards and sites in scope, and start vendor access early.

    02

    Fixed-scope first interface

    One data flow with one EHR, working end to end in the sandbox, then live at the first site.

    03

    Scale and support

    More data flows, vendors and sites, with monitoring and support under agreed terms.

    Facts and sources

    Which rules and facts shape an EHR integration?

    Short facts we design around, each linked to its primary source.

    • ONC certification criterion 170.315(g)(10) requires certified EHRs to offer a standardized API for patient and population services based on HL7 FHIR.

      Source: 45 CFR 170.315 (eCFR)
    • HHS adopts the United States Core Data for Interoperability (USCDI) as the standard set of health data classes and data elements for certified health IT.

      Source: 45 CFR 170.213 (eCFR)
    • The information blocking regulations restrict practices by health care providers, certified health IT developers and health information networks that interfere with access, exchange or use of electronic health information.

      Source: 45 CFR Part 171 (eCFR)
    • The HIPAA Security Rule requires administrative, physical and technical safeguards for electronic protected health information.

      Source: 45 CFR Part 164 Subpart C (eCFR)
    • Epic publishes its FHIR API documentation and developer resources for third-party applications on open.epic.com.

      Source: Epic (open.epic.com)

    Voice of success

    We don't just build products; we forge lasting partnerships. See how we've helped industry leaders transform their vision into technical reality.

    Benchmark

    “I can clearly see how Agnotic has a unique way of handling end-to-end development. They are always active on quick chat and provide support quickly.”

    Aaron Phelan

    Aaron Phelan

    Founder, Benchmark

    Latimer

    “Agnotic combines deep technical expertise with strong domain knowledge. They understand the business context, anticipate challenges, and make collaboration smooth and effective.”

    John Pasmore

    John Pasmore

    Founder, Latimer

    My Lauren

    “Agnotic is the best technical team we evaluated. Their engineering excellence made our work dramatically easier and allowed us to stay focused on what matters most for maternal care outcomes. They took full ownership of the technical execution, and we are always happy to continue working together.”

    Kim Smith

    Kim Smith

    Founder, My Lauren

    By EHR vendor

    Which EHR are you connecting to?

    Each EHR has its own APIs, app programs and approval steps. These pages cover what an integration with each one involves.

    Epic integration

    FHIR APIs, SMART on FHIR apps, CDS Hooks and Epic's developer programs.

    Cross-Industry Reach

    The Same Engineering Patterns, Across Other Industries

    The technical patterns behind this platform translate naturally into adjacent verticals.

    Frequently Asked Questions

    It depends on the APIs you need, whether you need write access, and how quickly a client sponsor can approve production access. Vendor and site approval often takes longer than the build, so we start it in the first week.