Products / HIP Smart Integrator
HIP Smart Integrator
AI-Native Data Integration. Deterministic by Design.
Mapping legacy data to usable insights – faster.
Integrate legacy systems in weeks – not months – with AI-driven analysis and deterministic execution.
Integration projects that used to take months can now be completed in weeks.
HIP Smart Integrator automates the analysis and mapping of clinical data from legacy systems. AI does the analysis. Deterministic code does the execution. You audit both.
The challenge with legacy data
Healthcare organisations struggle to access and reuse clinical data stored in legacy systems. These systems rely on proprietary data models, lack standardised interfaces, and are often only partially documented.
As a result, data is difficult to interpret and cannot be easily used for interoperability, analytics, or AI. Integration projects require extensive manual effort and highly specialised expertise, often taking months to complete.
Accelerate health data integration with HIP Smart Integrator
HIP Smart Integrator is an AI-native integration solution that converts even the most challenging healthcare data from legacy systems into interoperable formats such as openEHR and HL7 FHIR – while maintaining full control over how data is processed. By combining AI-assisted analysis with purpose-built tooling, HIP Smart Integrator significantly accelerates data integration, enabling faster return on investment while reducing project risk.
How HIP Smart Integrator works
HIP Smart Integrator ingests and analyses database schemas, system documentation, and clinical forms to build a rich semantic understanding of source systems. Based on openEHR as a semantically structured target model, it identifies data relationships, generates mappings, and creates data pipelines aligned with openEHR and HL7 FHIR. All pipelines remain fully editable, ensuring human-in-the-loop validation, transparency, and full control throughout the integration process.
Purpose-built for healthcare data integration.
Key benefits
Keep productive data flows deterministic
transparent, and fully auditable
Work with AI
while maintaining data sovereignty and compliance
Reduce integration projects
from months to weeks
Reduce manual effort
for analysis and mapping
Reuse integration knowledge
across projects and sites
Preserve critical integration knowledge
beyond individual staff members
Speed without control is not an option in healthcare.
AI where it helps. Deterministic where it counts.
Many AI tools place a language model directly in the productive data flow — fast to demonstrate, but hard to validate, reproduce, or audit in a clinical environment.
HIP Smart Integrator takes a different approach: AI supports analysis, interpretation, and mapping proposals at design time. Productive data processing is executed by a deterministic, standardised ETL engine — reviewed and approved by your integration specialists before it goes live, and reproducible and auditable afterwards.
Key Features
AI-supported source analysis
Automatically analyses source systems and builds a structured understanding of clinical data.
AI-supported mapping
Generates openEHR and HL7 FHIR mapping proposals while keeping integration specialists fully in control through human review and approval.
Deterministic execution
Approved mappings are executed through a standardised ETL engine. AI is not part of the production data path.
Monitoring and validation
Detect data quality issues, schema drift, and runtime errors before they impact downstream systems.
Expert-AI collaboration
Domain experts and AI agents work together in a shared development environment, enabling direct collaboration on integration tasks rather than isolated chatbot interactions.
Self-hosted LLMs
Supports deployment with self-hosted LLMs, keeping AI processing within the organisation’s own infrastructure and supporting data protection and sovereignty requirements.
Data protection and regulatory readiness
Clinical environments demand more than functionality — they demand compliance. HIP Smart Integrator is built for both:
- Discovery and mapping operate on schema definitions and approved example data — not on production patient data
- On-premise deployment and self-hosted open-weight models keep AI processing within your own infrastructure — sensitive data never has to leave
- All AI interaction points are designed to meet the transparency requirements of the EU AI Act (Art. 50)
HIP Smart Integrator: a closer look
An AI-native environment for hospital and regional integration teams.
Current use cases
Legacy-to-openEHR and HL7 FHIR migration
Done faster and with less manual effort
Transform clinical data from proprietary and poorly documented systems into openEHR-based and HL7 FHIR-based repositories with significantly less manual analysis and mapping effort.
Research and analytics
Powered by structured clinical data
Make structured clinical data available for analytics platforms, quality improvement initiatives, and research programmes.
AI-ready healthcare data
For analytics, automation, and Innovation
Prepare clinical data for AI applications by transforming fragmented legacy data into structured, interoperable formats.
With HIP Smart Integrator, we provide integration teams with an AI collaborator that does the heavy analytical lifting, while keeping humans firmly in control of every decision that matters.
Dr. Nils Hellrung
CEO – strategy and operations HIP
A controlled, transparent, and scalable approach to healthcare interoperability.
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