Making Revenue Risk Visible Before It Becomes Revenue Lost

The stakes changed.
The principles didn't.

The consequences were always there. AI just made them impossible to absorb quietly. Twenty years of context driven quality work, applied to the problem that actually matters now.

Current role
Founder, CindyTests LLC
AI Risk & Governance
Framework
AI Quality & Trust Resilience
Full lifecycle · 7 phases · 4 AI specific tracks
Recognized
SIA Women in Security Power 100

"The goal is not proving that a system works. It is ensuring that we remain in control as it continues to act."

Latest writing
All In
Nobody Chose to Sit Down

Everyone is gambling. The question is whether you know what table you're sitting at.

May 5, 2026 Read →
The Journey
Calcing Zeros

Calcing zeros is really fast. The engine wasn't fast. It was doing almost nothing. And everything looked perfect.

March 24, 2026 Read →
Field Notes
When Can a Typo Become Brand Damaging?

One missing letter turned an innocent product listing into something you'd never want on a purchase page.

November 2025 Read →
Contact
If risk is keeping you up at night, I'm interested in that conversation.

Speaking. Advisory. Or a direct conversation about risk in the age of AI.

Reach out