Why we built the MTN Data Foundry
We built the Foundry to solve our own integration challenges. Then we realized it could help everyone else facing the same problem.
The problem we kept hitting
Medical Timeseries Networks was building our own AI-powered solutions across healthcare sites. Deployments hit the same wall: different EHRs, different schemas, IOT devices, and stalled pipelines with each vendor update. Our ML scientists and engineers wanted to avoid debugging data transformations and focus on advancing medicine.
The problem wasn't unique to us. Traditional integration approaches assume stability, but healthcare data environments are anything but stable. We needed infrastructure that expected change instead of breaking from it.
What we built for ourselves
So we built our own solution. Our team of ML scientists, physicians and software engineers developed an AI-powered integration layer that could detect schemas automatically, learn from previous mappings, and adapt when sources changed.
The more we used it, the more we realized every healthcare organization facing consolidation or multi-site scaling was hitting the same walls. That's why we're offering it as a standalone product. The same technology built to accelerated our deployments can help others close their data visibility gaps.
Built for operators
The Foundry is designed for people who need visibility now, not perfect data eventually. It prioritizes operational continuity over architectural elegance.
Built for governance
Healthcare requires audit trails, human oversight, and deterministic behavior. The Foundry is designed to satisfy compliance requirements, not work around them.
The team
We're an unusual combination: ML scientists who understand complex health data, physicians who understand data infrastructure, and software engineers who productized it. We built this technology because we needed it ourselves. We're now making it available to others facing the same challenges.
“We were tired of spending more time on data plumbing than on actual science. So we built a system that could handle the integration complexity for us. Turns out, that system is exactly what a lot of other healthcare organizations need.”
Want to learn more?
We're happy to discuss MTN Data Foundry, our approach, or your specific challenges.