Build with us
We partner with academic and industry groups to validate cardiac AI, develop privacy-preserving models, and translate new rhythm technology — bringing large, multimodal cardiac data resources and a translational engineering toolkit to the table.
Ways we collaborate
A few of the directions we're actively looking to build with external partners.
External AI-model validation
Independent, multi-site validation of cardiac AI on diverse ECG, electrogram, and imaging data — stress-testing whether models generalize beyond their development site.
Federated & privacy-preserving models
Federated learning pipelines that let models train across institutions without moving sensitive data — expanding cohorts and diversity while data stays in place.
Signal & imaging analytics
Signal processing, imaging–signal fusion, phenotyping, and outcome prediction across multimodal cardiac data — from the surface ECG to electroanatomic maps.
Preclinical & device testing
Bench and preclinical evaluation of rhythm-management devices and mapping/ablation technology, with quantitative electrophysiology endpoints.
Multimodal cardiac datasets
De-identified, research-ready data resources for collaborative AI, signal processing, and translational work — available under appropriate institutional governance and data-use agreements.
Surface ECGs
Surface ECG waveforms linked to structured clinical context — diagnoses, procedures, medications — and to cardiac imaging.
Device interrogations
More than 250,000 pacemaker and ICD interrogations, including waveforms and rhythm data being digitized for signal-level analysis.
Intracardiac EP studies
Invasive electrophysiology studies with intracardiac electrograms and a rich, signal-level procedural archive.
Electroanatomic maps
Maps from >2,000 atrial-fibrillation and >1,000 ventricular-arrhythmia ablations — voltage, geometry, and activation.
All datasets are de-identified and shared only under appropriate institutional review, governance, and data-use agreements. No patient-identifiable data is hosted on this site.
Preclinical & benchtop resources
Engineering and imaging infrastructure for testing and translating new rhythm technology.
Device testing & validation
Lead, therapy, and interrogation testing for pacemakers, ICDs, and CRT systems — supporting device development and procedural validation.
Cardiac MRI
Structural and substrate characterization, imaging-based phenotyping and localization, and integration of imaging with electrophysiology studies.
Engineering benchtop & phantom models
Device prototyping and testing platforms and phantom/bench models for workflow, mechanistic, and translational engineering studies.
3D-printed anatomic models
Rapid prototyping of anatomic and procedural models, tools, and fixtures for device development, procedure planning, and education.
Have a project in mind?
We're glad to talk through external validation, federated studies, data collaborations, or device testing. Tell us what you're working on.