AI Product Engineer & Designer
A5XPH+
WOG%3
I work every room a build passes through: the client call, the Figma review, the data model, the code.
product owner, 20-person dev team
data visualization developer and designer
founder, 20+ business customers
business analyst & project manager, consulting

- YEARS
- 13
- since 2013: design, then data, then product and management, now AI builds
- BUSINESSES ON STEMWISE
- 20+
- the software I designed, built and run nights and weekends: their purchasing and sales run through it
- SCOPE EXPANSIONS
- 3 FOR 3
- RezySave, CTG, Press Ganey: every job, within two months
- PM PORTFOLIO
- $5M+
- combined project value across RezySave and CTG
Turning vague requirements into full operational flows and working products.
“The crew logged 60 installs. The dashboard says 47.”
- OPS
Install crew logged 60 units done at Beldon. The dashboard says 47. Which one is wrong?
- KL
Neither. Thirteen are mounted but haven’t sent data. Until a sensor reports, it isn’t protecting anyone, and the owner’s dashboard would say it is.
- KL
Not counted as installed until data has sent.
One sentence in a call became the rule the install process runs on: nothing counts as installed until the device has sent data. It holds on every property and every crew since, and it is the difference between a number the owner can act on and one nobody trusts.
THE INSTALL FLOW · REZYSAVE



