Build it.
Run it. Learn.

The portfolio keeps the advice honest. Positioning, acquisition, product decisions, and operating systems get tested in the market.

CredibilityOS

Maps how AI systems describe a person or business, identifies evidence gaps, and prioritizes what to fix.

Turns source-backed college cost and merit research into a ranked operating plan for families.

Competitive loadouts, build tools, and strategy resources for an active player community.

A voice-first platform for preserving family stories and connecting them to people and moments.

Asks multiple AI models the same question to make differences, blind spots, and stronger combined answers visible.