SolutionsAutomation — Healthcare AI & Analytics

2022

Full-scale AI
innovation begins

The Story Behind the Work

A journey no textbook
could design.

This is what happens when deep clinical understanding, business acumen, and AI engineering converge in a single perspective.

Undergraduate in Clinical Medicine

An undergraduate grounding in biology, diagnostics, and clinical thinking — the kind of systems-level reasoning that shapes how I approach healthcare data today.

MBA — Business Strategy

Pivoted from clinical to commercial, building the language and frameworks that let me connect AI solutions directly to business outcomes.

Analytics & Data Science

Led predictive modeling, sales forecasting, and operational efficiency projects across healthcare and commercial domains. Weeks of manual insight-generation became days.

AI Innovation & Agentic Systems

Designing and building multi-agent AI systems, GenAI knowledge platforms, and patient journey intelligence using Azure OpenAI, LangChain, LangGraph, and Databricks.

What I Bring

Expertise built at the
intersection of three worlds.

Healthcare knowledge. Data science rigor. AI engineering depth. Most consultants have one. Few have two. Rare to find all three in one perspective.

🧬

Healthcare Domain Intelligence

20+ years understanding how healthcare data is generated, collected, and what it actually means — from clinical workflows to specialty pharma market dynamics.

Specialty PharmaPatient JourneysOphthalmologyRare Disease

📈

Advanced Predictive Analytics

Reduced time-to-insight from weeks to days using integrated frameworks combining healthcare, demographic, and drug efficacy data into actionable predictive models.

ForecastingSales OptimizationPredictive Modeling

🤖

GenAI & Agentic Systems

Built enterprise-grade multi-agent AI systems that simulate real-world healthcare flows, uncover outliers, and eliminate manual ad-hoc reporting entirely.

Multi-Agent AILangGraphRAGAzure OpenAI

💬

AI Knowledge Systems

Designed conversational AI platforms that give teams instant access to complex analytics — replacing weeks of manual reporting with seconds of intelligent querying.

ChatbotsRAG ArchitectureDatabricks Genie

🗺️

Patient Journey Modeling

Designed AI systems that map complex patient pathways, identify care gaps, surface outliers, and generate insights that directly inform better care planning.

Care Pathway AIOutlier DetectionTreatment Patterns

🎯

Strategy-Aligned AI

Not just building models — aligning every AI solution to measurable business outcomes. Cross-functional collaboration with product, commercial, and clinical leadership.

Executive AlignmentROI-DrivenGo-to-Market

How I Work

From conversation
to measurable impact.

Every engagement starts with deep listening. I don't arrive with a pre-packaged solution — I build understanding first, then architect something that actually fits.

Deep Discovery

Understanding your data landscape, workflows, pain points, and what success actually looks like for your organization.

Solution Architecture

Designing an AI strategy grounded in your data realities — not a vendor's product roadmap.

Build & Validate

Developing with rigorous validation loops, clinical logic checks, and stakeholder alignment throughout — not just at the end.

Embed & Scale

Ensuring solutions are adopted, understood, and evolved — with documentation, training, and strategic roadmaps for growth.

Where I Focus

The healthcare AI problems
I'm built to solve.

These aren't generic service lines. They reflect where domain depth + AI expertise creates the most transformative outcomes.

Patient Intelligence

AI-Powered Patient Journey Analytics

Mapping the full patient pathway from diagnosis to treatment — uncovering delays, drop-offs, and care gaps that traditional analytics miss entirely.

Multi-agent patient flow simulation

Outlier detection & care gap surfacing

Treatment pattern intelligence

Commercial Intelligence

Specialty Pharma AI & Forecasting

Predictive models that integrate healthcare, demographic, and drug efficacy data to optimize field force deployment, identify opportunity, and forecast demand.

Territory & HCP targeting models

Integrated forecasting frameworks

Launch readiness analytics

Operational AI

GenAI Knowledge & Reporting Systems

Replacing manual ad-hoc reporting with enterprise-grade conversational AI — giving teams instant, accurate answers from complex healthcare data.

RAG-based knowledge systems

Conversational analytics platforms

Onboarding intelligence tools

Agentic AI

Multi-Agent Healthcare Systems

Designing orchestrated AI agent networks that handle complex, multi-step healthcare workflows autonomously — from data ingestion to insight delivery.

LangGraph agentic workflows

Autonomous reporting pipelines

Real-time healthcare data agents

Tech Stack

Built with the right tools for healthcare AI.

Every tool in this stack has been chosen and battle-tested in real healthcare AI deployments — not just personal projects.

LLM PlatformAzure OpenAI

OrchestrationLangChain

AgenticLangGraph

Data PlatformDatabricks

Analytics AIGenie

Vector DBChromaDB

SearchBM25 Hybrid

EmbeddingsQwen3 / OpenAI

LanguagePython

MLScikit-learn

InterfaceStreamlit

CloudAzure / AWS

Let's Talk

The right conversation
starts with curiosity.

No pitch deck. No pricing sheet. Just a focused conversation about your data challenges and whether my expertise is the right fit to address them.

🤝

What to expect from this conversation A focused 30-minute call where I listen to your challenges first. If there's a genuine fit, we'll discuss what working together could look like. No pressure, no sales process.

Your Name

Organization

Email Address

Area of Interest

Tell me about your challenge

All inquiries are reviewed personally. Response within 48 hours.

Where clinical depthmeets intelligentautomation.

A journey no textbookcould design.

Expertise built at theintersection of three worlds.