Mohannad ElMetwaly

AI Lab

How I would introduce AI into pharmacy operations without giving it clinical authority.

I use AI in daily product work: research, requirements, workflow analysis, documentation, and exploration. I have not shipped production AI features.

This lab is product judgment, not ML engineering: where an LLM belongs versus rules, how to evaluate it, and what must stay human in a regulated workflow.

Concept / Independent product exploration

AI Operations Copilot for Digital Pharmacy

Use an LLM on unstructured operational exceptions. Keep clinical decisions with licensed humans.

Read the concept