AI Architecture · HealthTech
Your AI product
works. Until someone asks how it
handles patient data.
I help healthcare teams build and fix AI systems that can stand up to patient data, compliance, and enterprise scrutiny.
Clients & Partners
Trusted by healthcare teams
building real AI systems
Vantage IO
WHAT WE DO.
We work with healthcare teams to fix fragile AI systems, design new ones correctly, and make sure they can handle patient data without creating problems later.
Led by Sam Morhaim and a dedicated senior engineering team.
Build the Right System from the Start
Get the architecture right before it becomes expensive to fix.
- Fractional CTO engagement
- HIPAA-compliant system design
- PHI data flow mapping
Build with Compliance in Mind
Pass security review without surprises. Close enterprise deals with confidence.
De-Risk Before You Scale
Know exactly where your system breaks before your users do.
Build Infrastructure That Survives Reality
Make sure your system holds up under real usage, real patient data, and real load.
Our Frameworks
THE SYSTEM BEHIND
EVERY RESULT.
Not a process. A repeatable architecture practice — used on every engagement, every time.
ClearMap
Audit · Risk · Clarity
Before anything gets built or fixed, we map what you actually have. Data flows, risk points, compliance gaps, architectural debt. You walk away with a clear picture of where you stand — and exactly what needs to change.
3D Method
Data · Design · Deploy
Demand Driven Development. We gather as much real signal as possible upfront, make the most educated architectural decisions, then build in small incremental steps — so the system meets reality before it becomes expensive to change.
PulseLayer
Observe · Measure · Trust
A system you can't see is a system you can't trust. PulseLayer is how we instrument, monitor, and validate that what you built is actually performing — under real load, real data, real clinical pressure.
Our Process
TWO PATHS.
ONE CLEAR NEXT STEP.
FIX RISKY SYSTEMS
Walk away knowing exactly what's broken, what's risky, and what to fix first.
DESIGN IT RIGHT FROM DAY ONE
Build once. No expensive rearchitecting when compliance or scale becomes a real requirement.
Client Results
Trusted by founders and operators building AI systems that can't afford to fail.
WHAT CLIENTS SAY
AFTER WORKING WITH US.
"A unique combination of skills and an amazing team. Throughout the project, they never missed a deadline."
"You guys have been total lifesavers. Such a pleasurable experience, and we'd love to continue working with you."
"Sam and his team move fast, communicate clearly, and bring strong technical judgment to complex healthcare AI work."
Selected Work
SYSTEMS BUILT FOR ENVIRONMENTS WHERE FAILURE ISN'T AN OPTION
A few examples of the kinds of systems we help design, fix, and move forward in healthcare, insurance, learning, and other high-trust environments.
FunctionalMind
CLINICAL DECISION SUPPORT LLM · FUNCTIONAL & LONGEVITY MEDICINE
Led the complete product architecture, engineering stack, vendor selection, internal processes, and ongoing infrastructure for FunctionalMind — a clinical decision support engine built on fine-tuned embeddings and RAG pipelines. Clinicians get evidence-backed AI responses grounded in real lab data, not hallucinations. Built and maintained to HIPAA and GDPR standards from day one.
- Fine-tuned embeddings + RAG pipeline architecture
- Clinical LLM integration and prompt engineering
- HIPAA + GDPR compliance infrastructure
- Telemetry, observability, and audit logging
- Vendor selection and ongoing technical leadership
MenoTime
WOMEN'S HEALTH · PREDICTIVE ANALYTICS FOR MENOPAUSE FORECASTING
Took MenoTime from a PoC MVP to a production-ready women's health platform built around predictive ML models for menopause forecasting. Led technical direction, rebuilt the infrastructure for scale, and drove the compliance work needed to pass HIPAA audit checks — so the team could focus on growth, not firefighting.
- MVP to production infrastructure rebuild
- Predictive ML model integration
- HIPAA compliance audit and remediation
- Scalable backend architecture
- Technical direction and delivery support
HEALTH & LIFE INSURANCE · MOBILE + WEB PLATFORM
Four years and counting. Built and scaled the mobile and web applications that power Olé Life's agent and customer experience — including real-time health and life insurance quoting, policy management, and bilingual workflows across both platforms. Expanded into analytics, observability, and continuous process improvement as the business scaled.
- Real-time insurance quoting (mobile + web)
- Agent and member-facing application architecture
- Analytics, telemetry, and observability
- Bilingual platform support
- Ongoing delivery and process improvement
SeaCare
MARITIME HEALTHCARE · CASE MANAGEMENT + TELEMEDICINE PLATFORM
Built SeaCare's healthcare case management platform from the ground up for maritime operations — where connectivity is limited and getting care wrong has real consequences. Delivered onboard crew health workflows, telemedicine coordination, and peer-to-peer live video and audio for remote medical assist.
- Healthcare case management platform
- Onboard crew workflow design and build
- Peer-to-peer live video + audio (telemedicine)
- Remote tele-assist coordination
- Mobile + operational platform architecture
Dysolve
ADAPTIVE LEARNING PLATFORM · DYSLEXIA INTERVENTION
Architected and built Dysolve's interactive learning platform — a scalable, therapy-oriented system designed to support dyslexia intervention through AI-driven gamification and adaptive content. Built to grow with the program, not just demo well.
- Learning platform architecture and build
- AI gamification engine
- Adaptive, therapy-oriented user flows
- Scalable content and session infrastructure
- HTML5 interactive engine
FAQ
COMMON
QUESTIONS.
Still have questions? Book an Architecture Review and ask directly.
WHAT EXACTLY DO YOU DO?
We design, audit, and build AI and data systems for healthcare and high-trust environments. That means LLM pipelines, RAG architecture, fine-tuned embeddings, HIPAA/GDPR-compliant infrastructure, cloud systems on AWS or Azure, and mobile and web platforms. We work across the full stack — from architecture decisions to production deployment.
DO I WORK WITH SAM DIRECTLY?
Yes. Sam leads every engagement directly — strategy, architecture, and key decisions. When the work requires it, we bring in a small senior engineering team. Nothing gets handed off to juniors or outsourced without your knowledge.
WHAT IS THE ARCHITECTURE REVIEW?
A focused two-week sprint where we map your entire system — data flows, PHI boundaries, compliance gaps, risk points, and architectural weaknesses. You walk away with a clear picture of where you stand and a prioritized roadmap of what to fix or build next. Starting from $7,500.
CAN YOU HELP IF WE ALREADY BUILT SOMETHING?
That's actually where most engagements start. You have a system that works — mostly — but something feels off. It's fragile, unclear, or won't survive a compliance review or enterprise sales call. We come in, map what you have, and fix what needs fixing.
DO YOU ALSO BUILD, OR ONLY REVIEW?
Both. Some teams need a focused audit and a plan they can execute themselves. Others need us to roll up our sleeves and build or rebuild alongside them. We scope the right engagement for where you are.
HOW DO YOU HANDLE HIPAA AND PATIENT DATA?
Compliance is designed into the architecture — not added at the end. We start with data flow mapping, PHI boundaries, access controls, audit logging, and encryption before a single system decision is made. We've helped teams pass formal HIPAA audits and enterprise security reviews.
HOW QUICKLY CAN WE START?
Typically within 7–10 business days of scoping. Book an Architecture Review to get on the calendar. We move fast once the engagement is defined.
WHAT MAKES THIS DIFFERENT?
Most consultants generalize. We specialize in AI systems that handle sensitive data in regulated environments — and we've been doing it for over 25 years across HealthTech, EdTech, insurance, and maritime. You get senior-level thinking on every decision, not a project manager relaying messages to a dev team.