Halcyon Health · HEALTHCARE TECH · 2026
From prototype to a hardened product at scale
The engineered web app, APIs, and infrastructure wrapped around their AI.
A health-tech firm had a promising AI prototype and no way to ship it. We engineered the interfaces, APIs, and cloud infrastructure that turned it into a real product clinicians use daily.
Challenge
A proof of concept impressed in demos but couldn't survive real usage — no hardened API, no monitoring, no path to scale, and a UI built for a pitch rather than daily clinical work.
Approach
We built polished web front-ends for real workflows, documented and load-tested APIs, and a CI/CD and observability stack for reliability — taking the system from prototype to a monitored production platform.
Outcome
The product now scales with demand under a hardened, observable architecture — and the client's own team fully owns and operates it.
Built for daily use
Interfaces engineered for real, repeated clinical workflows — not for demo day.
Engineered to scale
Robust APIs and cloud architecture that hold up as load and demand grow.
Reliable by design
CI/CD, monitoring, and observability baked in so the system stays up and issues surface fast.