The strategic cost of not validating is measured in years of wasted engineering cycles and lost market opportunities.
In high-stakes B2B enterprise software, you can’t afford to guess. I provide the Principal-level strategic judgment and evidence-based validation that prevents teams from building AI features users don’t want.

We turn uncertainty into confident roadmap decisions, integrating competitive intelligence with deep user understanding before you commit a single line of code.