Building from inside-out: leveraging 12+ years in analytics

Because I’d worked with so many SMEs and startup teams, I knew the pain points intimately:

• dashboards that looked pretty but didn’t answer business questions

• integration nightmares (Excel/CSV/Premier + APIs)

• non-tech users being overwhelmed by “data tools”

• misaligned expectations between what analytics tools promised and what value was delivered

I brought that lens into Cilver.app - designing features and workflows that speak the language of business users, not just data geeks. The modules had to be intuitive, the inputs obvious, and the outputs actionable.