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.

Product judgment

Human-in-the-loop, then evaluation, then any write-path.

  1. Operational exception

  2. Constrained suggestion

  3. Human accept / edit / reject

  4. Audit + evaluation

Privacy, failure handling, and auditability are product requirements. This lab is not a production AI claim.

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