I'm available for building AI tooling and setting teams up with proper agentic workflows.
Why your "Sales by Region" keeps lying to you If a "simple" KPI like Sales by Region keeps changing every time someone moves house or changes team, that's not your dashboard being flaky. That's your data model telling you it only remembers the latest...
