About
Small team.
Serious systems.
Assembly Analytica is an AI and machine learning consultancy. We build production-grade intelligent systems for organizations working with complex data—especially in healthcare.
What drives us
Most AI projects fail not because the models are wrong, but because the engineering isn't there. We started Assembly Analytica to bridge that gap—to bring software engineering discipline to machine learning.
We focus on healthcare because the problems are hard, the data is messy, and the impact is real. When a medical report gets accurately parsed, when a claims anomaly gets flagged, when a clinical workflow gets faster—that matters.
"Build systems that work on Monday morning, not just in the demo."
Our operating principle
How we work
Core values
Engineering excellence
We write code that ships to production, not slide decks. Every system we build is designed for reliability, observability, and scale from day one.
Healthcare focus
Healthcare data is complex, regulated, and high-stakes. We understand the domain deeply—from HIPAA compliance to clinical workflows—and build accordingly.
Data-driven rigor
We measure everything. Decisions are backed by evidence, models are validated against real-world outcomes, and systems are monitored continuously.
Our approach
How engagements work
Scoping
We understand your data, constraints, and goals. No generic proposals—every engagement is scoped to your actual problem.
Build
Iterative development with frequent check-ins. We ship working software early and often, not presentations.
Deploy & support
Production deployment with monitoring, documentation, and knowledge transfer. We build to hand off, not to create dependency.
Let's talk about your problem.
No sales pitch. Just a straightforward conversation about what you're building and whether we can help.
Get in touch