Your business runs randomly. I turn it into a system.
I'm Mohamed El Leithy, an AI engineer building the evaluation pipelines, automation systems, and Python infrastructure that decide whether your models and workflows actually hold up under pressure. Not a freelancer waiting for a brief. An operator who ships outcomes.
Most people who reach out are looking for a contractor who waits for instructions. That is not what I offer. I operate as an expert who diagnoses the actual problem in your systems, builds the fix, and ships it. If you want someone to manage, this page is not for you. If you want someone to execute, keep reading.
I focus on three things: AI models that hold up outside a demo, automation that removes real hours from your week, and the engineering underneath both. Everything else is noise.
Two disciplines. One standard: it has to work.
Models and workflows built to survive contact with reality
Classification, prediction, and evaluation pipelines built in Python, trained on your data, plus the automation that removes repetitive work from your week, all judged on production results, not a slide deck.
- Custom ML models and evaluation pipelines for classification and quality control
- Chatbots and intake systems that qualify leads automatically
- Document and invoice generation on autopilot
- Scheduling, follow-up, and retention handled without you
The infrastructure underneath it all
Every AI system needs an engineered backbone. I build that backbone in Python and ship the web applications that put it in front of your customers.
- Flask backends, databases, and API integrations built for speed and stability
- Full-stack web applications, not template stitching
- Admin panels and internal tools to run your operation
Three stages. No wasted motion.
Diagnose
We get on a call. I ask direct questions about where your time and accuracy are being lost, and tell you honestly whether AI or automation actually solves it.
Build
I design and build the model, automation, or application in focused sprints, with progress you can see, not a black box you have to trust blindly.
Deploy
The system goes live in your business, not a sandbox. I stay on to make sure it holds up under real usage before I call the job finished.
Systems currently running in the field
Al Riad Dental Clinic
Full booking and patient chatbot built on top of a Python backend, cutting front-desk workload while keeping the schedule full.
alriaddentalclinic.onrender.com
MN Scrub
A full ecommerce build for a medical scrubs retailer, engineered to convert browsers into buyers.
mnscrub.com
Smart Dental Clinic
Web platform plus an embedded AI assistant handling patient questions and appointment logistics around the clock.
smart-dental-clinic.onrender.comMy client roster is limited on purpose.
I take on a small number of builds each quarter so every one of them gets my full attention. If you are ready to execute, not just talk about it, get in touch before the slots close.