Insights
The Real Bottleneck in Healthcare AI
The constraint holding back healthcare AI is not the algorithm. It is that most clinical data was never structured, governed, or prepared for model training.
Insights
The constraint holding back healthcare AI is not the algorithm. It is that most clinical data was never structured, governed, or prepared for model training.
Insights
Fragmented clinical data is an overlooked risk in modern cardiac care. When device records scatter across hospitals, clinicians make decisions with incomplete information.
Insights
AI in healthcare will not be limited by algorithms. It will be limited by ground truth data. And very few countries have the infrastructure required to generate it.
Insights
Static registries were built for a different era. Modern cardiac care demands living infrastructure that updates continuously and supports decisions at the point of care.