Tools
The tools I use across CRM, data, communities and building, and what I actually use each one for.

EMEA customer records at Motorola Solutions, where cleaner data lifted accuracy 28%.
A network of 15+ regional communities, and home to every bot on my Projects page.
Agentic pipelines for localization, analysis and code, checked before anything ships.



