Discipline over breadth at launch.

Successful SaaS releases bias toward narrow positioning, measurable activation, and instrumentation — not feature maximalism.

Instrument before you scale spend

If you cannot explain which events define activation, paid acquisition is gambling. We align BI tooling with the handful of questions leadership actually revisits weekly.

Senior judgment on tradeoffs

Analytics maturity isn’t dashboard count — it’s decision quality under uncertainty. We bias toward cohort views and forecast bands instead of vanity totals.