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Anthropic to eClinicalWorks integration — real-time data sync

Keep Anthropic and eClinicalWorks in sync without custom scripts. Cut weeks of integration work, eliminate silent data drift, and give your team a single, reliable source of truth.

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Adopted by fast-scaling companies moving mission-critical data in real time

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Why teams connect Anthropic and eClinicalWorks

Flow Anthropic data into eClinicalWorks in real time — no exports, no schedulers, no custom scripts.

Anthropic is a read-only source: Stacksync reads its data in real time and delivers it into eClinicalWorks, so eClinicalWorks always reflects the current state of Anthropic — without exports, scripts, or schedulers.

Anthropic works on data it does not own. The records, conversations, tickets, messages, and events it needs to embed, classify, summarize, or answer questions about actually live in eClinicalWorks, the tool the team uses every day. So the value of Anthropic depends on two flows that most teams stitch together with a custom script or a one-time export: getting eClinicalWorks's data in, and getting the model's results back out to where people can act on them. When either flow runs on a batch or a stale snapshot, the model reasons over yesterday's data and its output never reaches the record it belongs to.

Stacksync syncs Patients, Appointments, Encounters, Practitioners from eClinicalWorks into Anthropic continuously, so the model always works from current records instead of a snapshot, and writes API Keys, Invites, Message Batches, Models, the scores, labels, summaries, drafts, and embedding metadata Anthropic produces, back onto the matching record in eClinicalWorks. The sync is field-level and keyed on a stable identifier, so every output attaches to the exact record it came from and each system keeps its own extra fields untouched.

You decide the direction and the trigger conditions per field: pull records one way to build and keep a retrieval corpus current, push results the other way onto the operational record, or both.

Common use cases

  • 01 Mirror Organization Members and their roles into an IdP or HR database to audit who can access which workspace.
  • 02 Load Message Batches status and results into a database so downstream jobs consume completed batch output by custom_id.
  • 03 Land encounter and billing-context data in a warehouse for utilization and revenue-cycle reporting.
  • 04 Feed appointment events to reminder and messaging platforms to reduce no-shows.

Common sync patterns

Build a retrieval corpus from eClinicalWorks's records

Records, tickets, messages, or events from eClinicalWorks sync into Anthropic so they can be indexed, embedded, or retrieved as context, without a hand-built extraction job.

Keep the model's knowledge current

As records change in eClinicalWorks, the synced copy in Anthropic updates within seconds, so retrieval and generation reason over live data rather than a stale export.

Where Anthropic classifies or scores: results land on the record

Categories, sentiment, priority, or scores produced by Anthropic write back onto the matching record in eClinicalWorks, so the team acts on them in the tool they already use.

What you can sync between Anthropic and eClinicalWorks

Representative objects on each side — any object or custom field can map to any target. Schemas are auto-detected; types are converted between the two systems.

Anthropic objects eClinicalWorks objects How this pairing syncs
Workspaces Organization workspaces from the Admin API (/v1/organizations/workspaces); synced read-mostly so usage, keys, and members can be mapped to the workspace they belong to. Appointments Scheduling records available via FHIR and HL7 SIU messages, synced for reminders and outreach. Workspaces is specific to Anthropic and Appointments to eClinicalWorks — each maps to any object or custom field on the other side.
Organization Members Users in the organization with their role from /v1/organizations/users; read into an IdP or HR database for access auditing rather than written back. Encounters Visit records tying diagnoses, providers, and billing context together. Organization Members is specific to Anthropic and Encounters to eClinicalWorks — each maps to any object or custom field on the other side.
API Keys Key metadata — name, owning workspace, status, creator — from /v1/organizations/api_keys; the secret value is never returned. Read-only, useful for a security key inventory. Practitioners Provider records used to keep directories and scheduling systems consistent. API Keys is specific to Anthropic and Practitioners to eClinicalWorks — each maps to any object or custom field on the other side.
Invites Pending organization invitations from /v1/organizations/invites; read to track who has been invited to the org but has not yet accepted. Observations Labs and vitals, delivered via FHIR resources or HL7 ORU result messages. Invites is specific to Anthropic and Observations to eClinicalWorks — each maps to any object or custom field on the other side.
Message Batches Asynchronous batch jobs at /v1/messages/batches; the connector polls processing_status and reads per-request results keyed by custom_id once a batch has ended. Medications Prescription and medication-list data within the patient record. Message Batches is specific to Anthropic and Medications to eClinicalWorks — each maps to any object or custom field on the other side.
Models Claude model catalog from /v1/models with model IDs, context window, max output, and capability flags; snapshotted into a config table so applications avoid hardcoding model IDs. Allergies Allergy and intolerance entries in the clinical record. Models is specific to Anthropic and Allergies to eClinicalWorks — each maps to any object or custom field on the other side.

How changes propagate between Anthropic and eClinicalWorks

Each direction of the sync is driven by what the source system can signal and what the destination accepts — detection, delivery, and expected latency below.

Anthropic eClinicalWorks Interval-based propagation

DetectionStacksync polls Anthropic for changes on an incremental schedule, reading only records changed since the previous pass. Polling.

DeliveryEach detected change is written to eClinicalWorks through its API, with automatic retries and rate-limit backoff.

eClinicalWorks Anthropic Interval-based propagation

DetectionStacksync polls eClinicalWorks for changes on an incremental schedule, reading only records changed since the previous pass. HL7 interface feeds push event messages as they occur.

DeliveryAnthropic does not accept inbound record writes, so this direction carries requests rather than records: Anthropic's output flows back as field updates on the originating eClinicalWorks records.

Rate-limit considerations

  • Anthropic: Messages API limits are per usage tier: requests-per-minute plus input- and output-tokens-per-minute, surfaced in anthropic-ratelimit-* response headers with retry-after on 429. Usage/cost reports recommend polling at most once per minute.
  • eClinicalWorks: Subject to the platform's API rate limits and interface throughput agreements.
What ships with Anthropic ⇄ eClinicalWorks

Connect Anthropic and eClinicalWorks for flexible, real-time data sync.

Real-time sync, workflow automation, event queues, EDI, and monitoring, for every Anthropic–eClinicalWorks connection.

Real-time

Real-time sync

Changes in Anthropic or eClinicalWorks instantly reflect in both systems. No stale data, no manual imports.

No-code + pro-code

Workflow automation

Trigger automated workflows whenever Anthropic or eClinicalWorks data changes, update records, fire webhooks, or kick off sequences without brittle API scripts.

At scale

Event queues

Handle millions of events per minute without losing a single Anthropic or eClinicalWorks record.

Observability

Monitoring

Track your Anthropic ⇄ eClinicalWorks sync health, view errors, and replay failed events in one click.

Trading partners

EDI

Transform legacy EDI complexity into simple database interactions between Anthropic and eClinicalWorks.

How the Anthropic and eClinicalWorks connectors work

Anthropic

Integration surface
REST — Messages API at api.anthropic.com/v1 plus the Admin API (/v1/organizations/*) for organization, usage, and cost data
Authentication
API key in the x-api-key header for Messages, Models, Files, and Batches endpoints; the Admin API requires a separate Admin API key (sk-ant-admin...) with organization-admin permission. Every request also sends an anthropic-version header.
Change detection
Polling. Usage and cost reports are queried by time bucket (1m/1h/1d) over a date range; list endpoints paginate with has_more/next_page (or after_id). No general-purpose data-change webhooks (webhooks exist only for Managed Agents session state).
Capabilities
read
Rate limits
Messages API limits are per usage tier: requests-per-minute plus input- and output-tokens-per-minute, surfaced in anthropic-ratelimit-* response headers with retry-after on 429. Usage/cost reports recommend polling at most once per minute.

eClinicalWorks

Integration surface
FHIR R4 REST API plus HL7 v2 interfaces (ADT, SIU, ORU) through an interface engine
Authentication
OAuth 2.0 / SMART on FHIR for the FHIR API; site-configured credentials for HL7 interface connections
Change detection
HL7 interface feeds push event messages as they occur; the FHIR API is polled
Capabilities
read · write
Rate limits
Subject to the platform's API rate limits and interface throughput agreements
How it works

How to connect Anthropic to eClinicalWorks — three steps, no code

Configure and sync within minutes, no code. Whether you sync 50k or 100M+ records, Stacksync handles the queues, infra, and plumbing. Integrations are non-invasive and need zero setup on your systems.

  1. 01

    Connect your apps

    Authenticate Anthropic and eClinicalWorks with each platform's native method — OAuth, API keys, or service accounts — plus secure options like SSH tunneling, IP whitelisting, and VPC peering.

    • OAuth 2.0
    • SSH tunnel
    • VPC peering
    Anthropic connected
    eClinicalWorks connected
    OAuth 2.0
    SSH tunnel
    SSL certificate
    VPC peering
  2. 02

    Choose tables

    Pick the Anthropic and eClinicalWorks objects to sync — Stacksync auto-detects both schemas, including custom fields where the platform exposes them. Sync to existing tables, or let Stacksync create new ones with ideal data types.

    • Standard objects
    • Custom objects
    • Auto-schema
    objects · Anthropic ⇄ eClinicalWorks
    Customers 12,480
    Sales Orders 8,213
    Invoices 5,902
    Items 1,344
  3. 03

    Map fields

    Fields map automatically even when names and types differ. Stacksync handles transformation and type casting for you, zero configuration required.

    • Auto-map
    • Type casting
    • Transforms
    Anthropic eClinicalWorks
    Company company_name text
    Email email text
    Amount amount numeric
    Created created_at timestamp
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FAQ

Anthropic and eClinicalWorks integration FAQ

SECURITY

Security teams trust Stacksync

As a data company, we understand the importance of keeping your data secure. Stacksync is built with security best practices to keep your data safe at every layer, and is DPF-certified for US, EU, UK and CH data transfers.

Learn more about security
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DPF US-EU-UK-CH
→ SECURITY WITH BENEFITS

SSO & SCIM

Let your users access Stacksync from your centralized user management systems. Works with Okta, Azure, Google SSO and more.

Alerts

Immediately get alerted about record syncing issues over email, Slack, PagerDuty and WhatsApp. Resolve issues from a centralized dashboard with retry and revert options.

Secure connection options

Securely connects to your systems with:

OAuth 2 SSH Tunnelling SSL certificates IP Whitelisting VPN gateway VPC peering and more

Related integrations

Every pair below is a real-time, two-way sync. Search all 314 integrations available for Anthropic and eClinicalWorks.

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