Ai-ready interoperability
The healthcare integration infrastructure your
AI requires
Most healthcare AI projects don’t fail at the model.
They fail at the data. Rhapsody gives you the integration, identity, and terminology infrastructure to make healthcare data trustworthy enough for AI to use.
98%
customer retention rate
50%
faster integration development
Ready for AI?
AI-ready interoperability for healthcare organizations
AI-ready interoperability is the integration infrastructure that makes healthcare data trustworthy enough for AI to use. Most organizations can already move data between systems. That’s basic interoperability. AI-ready interoperability adds what AI actually requires: clean, normalized, real-time data flows, resolved patient identity across every source, and consistent clinical terminology so AI tools receive data accurate enough to produce reliable results. Get those layers right and AI features perform, integration teams focus on innovation, and new systems come online without starting over. Get them wrong and fragmented records undermine accuracy. AI adoption stalls at the data layer.
Rhapsody is the most trusted integration platform in healthcare. Best in KLAS every year since 2009, used by more than 1,900 healthcare organizations across 31 countries, and purpose-built to connect, normalize, and govern healthcare data at the scale AI requires.
your data infrastructure is the problem
AI adoption in healthcare stalls at the data layer, not the model layer
Most healthcare organizations have AI models. What’s missing is the infrastructure that makes those models trustworthy in production. Rhapsody helps healthcare organizations overcome these barriers by unifying data, modernizing integration, and creating a trusted foundation for AI.
Duplicate patient records
Fragmented patient identity corrupts AI outputs before they reach a clinician. When the same person appears under multiple medical record numbers across EHRs, labs, and care settings, AI models produce incomplete or contradictory results no matter how well the model is trained.
Unstandardized clinical data
Inconsistent clinical terminology makes data from different systems incomparable. Without normalization, AI treats “MI,” “myocardial infarction,” and “heart attack” as three separate observations instead of the same event.
Outdated integration architecture
Legacy integration stacks weren’t built for the real-time data AI requires. Batch pipelines and brittle point-to-point connections can’t deliver the continuous, low-latency feeds AI tools need to reflect a patient’s current condition.
Engineering capacity constraints
Integration maintenance consumes the engineering capacity that should drive AI development. When every EHR upgrade, API change, or new deployment needs custom rework, integration becomes a bottleneck, not an enabler.
Fragmented data management
Disconnected integration, identity, and terminology tools compound data quality risk. Managed through separate vendors, problems surface downstream after an AI model has already acted on bad data.
rhapsody enables agentic interoperability
Moving from Interoperability to AI-Readiness
Traditional interoperability moves data between systems. AI-ready interoperability makes that data trustworthy enough for AI to use. Here’s what separates them.
| Capability layer | Traditional interoperability | Rhapsody AI-ready interoperability |
| Data connectivity | Moves data between systems. Data arrives, but quality and structure vary by source. | You connect any system. Rhapsody supports APIs and Interfaces for FHIR, HL7, MCP, REST, CDA, X12/EDI, SQL, and DICOM from a single platform. |
| Patient identity | Records flow across systems with no guarantee of consistent identity. Duplicates accumulate over time. | You create trusted records. Rhapsody EMPI resolves fragmented identity across disparate systems for AI agents to act on. |
| Clinical terminology | Code sets and terminology vary by system. Equivalent concepts may have different codes across EHRs. | You normalize data across sources. Rhapsody Semantic maps code sets so AI models treat equivalent concepts as equivalent. |
| AI agent support | Data is available but not structured for automated action. Agent reliability depends on upstream manual quality work. | You build the foundation AI requires. Rhapsody Axon, the health data integration agent, monitors, diagnoses, and automates on clean data. |
| Integration maintenance | EHR version upgrades and API changes each require custom rework. Burden grows with scale. | You reduce operational burden. Rhapsody centralizes integration logic so changes propagate across connected systems. |
| Deployment | Constrained by infrastructure decisions. Hybrid environments often require separate tools. | You deploy your way. Cloud, client-hosted, or hybrid — security and data residency requirements met without rebuilding. |
The Rhapsody platform: what each layer does
AI-ready interoperability is a stack of capabilities that work together. Together, these products unify fragmented data, normalize clinical terminology, automate integration management, and provide the governance required to deploy AI confidently in healthcare.
| Product | What it does | Why it matters for AI readiness |
| Rhapsody® Integration | Developer-grade, API-centric integration for FHIR, HL7 v2, MCP, REST, CDA, X12/EDI, SQL, DICOM. | Delivers real-time, multi-standard data pipelines so AI agents can act on clinical events as they happen. |
| Corepoint® Integration | Low-code integration for analysts. Same standard coverage, no coding required. | Extends AI-ready data pipelines to teams without deep developer resources. |
| Rhapsody® Axon | The industry’s first health data integration agent, embedded in Corepoint and Rhapsody. Monitors integration health, diagnoses issues before they affect clinical workflows, automates data management, and supports emerging agentic workflows. | Makes integration AI-powered and catches issues before affecting clinical workflows. |
| Rhapsody® Identity | Person identity management with EMPI and Autopilot AI-enabled matching. Resolves fragmented records across EHRs, labs, and care settings into a single enterprise identity while continuously improving match accuracy. | Provides the complete, deduplicated person records AI models require for reliable clinical outputs. |
| Rhapsody® Semantic | Code set mapping and clinical terminology management. Normalizes terminology across systems so equivalent clinical concepts are interpreted consistently. | Ensures AI models treat equivalent clinical concepts as equivalent, eliminating silent data quality failures. |
| Rhapsody® Envoy | Automated integration connections that monitor and manage data flows without heavy lift. | Reduces operational overhead of maintaining data pipelines so teams focus on AI development. |
| Rhapsody® Guardian | Security, observability, and access control for healthcare API exchange. | Provides the governance layer enterprise AI deployment requires, and is auditable, access-controlled, and compliant. |
Don’t just take our word for it
Organizations that built on Rhapsody’s AI-ready infrastructure
80% decrease
in time from data ingestion to clinical insight. Zephyr AI uses Rhapsody Semantic to normalize clinical data before it reaches their AI models, reaching production in under 30 days.
“It goes from looking for a needle in a haystack to simply a pipeline that just matches it for us. That’s huge for scalability.“
— Nathaniel Tann, Data Specialist, Zephyr AI
743 hours saved per month
in manual remediation after deploying Rhapsody EMPI across a network of 5.8 million patients, resolving 12 million disparate records into single unique identifiers.
“Our strong partnership with Rhapsody has allowed us to support our vision of a totally digital healthcare system environment.“
— Kim Chaundy, Senior Director of Operations, KeyHIE
FREQUENTLY ASKED QUESTIONS
AI-ready interoperability: Common questions
Ready to build the foundation your organization’s growth depends on?
Whether you’re laying the groundwork for AI adoption or ready to automate entire clinical workflows, Rhapsody gives you the integration, identity, and terminology foundation to do it reliably at every stage.