Use this service for new interfaces, broken integrations, interface-engine migrations, API/HL7 bridging, custom transformations, validation, production recovery or undocumented interface environments.
More than 1,000 interface connections built or supported
Production interoperability work has covered order and result exchange, bidirectional workflows, reference-lab connectivity, healthcare system integrations, APIs, file-based data exchange, database-backed crosswalks and non-standard vendor behavior.
Normalization belongs in the interface layer when it removes repeated work
Incoming data is often technically valid but operationally unusable: free-text payer names, mismatched order codes, missing identifiers, inconsistent units or client-specific values. I build controlled crosswalks, fallback logic and exception paths so humans handle exceptions instead of every transaction.
Acknowledgments and delivery evidence matter
“We sent it” is not the same as “they received and accepted it.” Reliable interfaces track acknowledgments, destination response, retries and exception state so missing orders or results can be investigated with evidence.
Test the weird cases before go-live
Synthetic test generation and QA tooling make it possible to test nulls, edge values, missing segments, unusual units, delayed transactions and negative paths before they are discovered by a real production patient or user.
Common questions
Do you build both inbound and outbound interfaces?
Yes. Work includes inbound orders/data, outbound results/documents, and bidirectional workflows.
Can you troubleshoot an interface you did not build?
Yes. Inherited and undocumented integrations are common. I trace transport, message structure, transformations, databases, destination behavior and acknowledgments.
Do you only work with HL7?
No. Interoperability work can include HL7, FHIR, REST/JSON, XML, secure file exchange, databases and custom transformation layers.