Who am I
Hi There! I'm Mena
AI Architect | CDP | CLM | CBA
Based in Tulsa, Oklahoma
I design and deploy AI-powered systems that automate operations, accelerate decision-making, and scale businesses. From agentic workflows to custom LLM pipelines — I turn complex AI into working solutions.
As founder of NuMust, I help businesses build intelligent automation that actually ships — not just demos. My background in medicine and clinical data management gives me a unique edge in regulated industries where precision and compliance aren't optional.
My Expertise
What I Bring to the Table
I'm the founder of NuMust, an AI consulting firm helping businesses build intelligent automation systems. I architect end-to-end AI solutions — from agent orchestration and workflow automation to custom model deployment and data pipeline design.
My path is unconventional: I started as a physician, moved into clinical data and health insurance analytics, earned certifications in data and business analysis, and now build AI systems full-time. That journey shaped how I work — reliable, auditable, and production-ready. I've managed over 2000 patient accounts, audited 420,000+ medical claims, and traded 2.5M+ shares. Now I bring that same rigor to AI architecture.
Services
What I Do
I help businesses design, build, and deploy AI systems that actually work in production — not just in demos. Here's how I can help.
AI Strategy & Consulting
Custom AI roadmaps, tool selection, and implementation planning tailored to your business operations and goals.
Agentic System Design
End-to-end design and deployment of autonomous AI agents that handle operations, research, and complex workflows — 24/7, without human intervention.
Workflow Automation
Connect your tools, eliminate manual tasks, and build intelligent pipelines that run reliably around the clock. From data ingestion to reporting to decision support.
LLM Integration & Custom Pipelines
Deploy and fine-tune language models for your specific use case — from RAG systems and custom chatbots to document processing and intelligent data extraction.
Have a project in mind?
Let's discuss how AI can streamline your operations.
200+
AI Systems Deployed
350K+
Hours Automated
1,000+
AI Agents Running
discover more
Resume
A snapshot of my professional journey — from medicine to data analytics to AI architecture.
Experience
Founder & CEO
Nov 2022 – Present
NuMust · Oklahoma, USA
Leading an AI consulting firm specializing in agentic systems, workflow automation, and LLM integration. Built and deployed AI solutions across multiple industries, combining strategic planning with hands-on technical architecture.
Health Insurance Claims Auditor & Analyst
Sep 2012 – Mar 2016
MediVisa · Cairo, Egypt
Audited and processed 420,000+ medical claims using ICD-10-CM coding. Achieved 97% accuracy processing 750 claims/day. Trained and managed audit teams, increasing per-biller throughput by 20%.
Chief Physician & Medical Director
Dec 2013 – Sep 2014
Ministry of Health, Egypt · Cairo
Led primary care operations at a government medical center. Managed patient care, minor surgical procedures, and clinical quality assurance. Improved single-visit care rate from 30% to 70%.
Education
MBBCH — Bachelor of Medicine and Surgery
2004 – 2012
Ain Shams University · Cairo, Egypt
Google Data Analytics Specialization
Certified
Google · Professional Certification
SAS Business Analytics Professional
Certified
SAS · Professional Certification
Certifications
Contact Me
Let's Build Something
Have a project in mind or want to explore how AI can help your business? Reach out and let's talk.