The question I ask before automating anything: "What does this look like on a Tuesday in month four?"
Not the demo. Not launch day. Month four, when the person who championed it has moved on, the data has drifted, and the model has quietly started doing something slightly...
A purchase order arrives by email. 38 seconds later it's registered, stock is checked, the team is notified and the client has a confirmation. Nobody typed anything.
We filmed the PO intake agent in TechFoundry IMS end to end for the first time. Watch it here
"Zahid has successfully delivered and deployed HCM within our company."
That's from the client review that landed on my profile this week, for OneHub — the payroll and people-operations platform I built for TechFoundry. Monthly payroll with fiscal-year tax withholding, payslips...